FileBase /isis1/Yuta/YutaData/YutaMouse21-140605/YutaMouse21-140605/YutaMouse21-140605 ElecNo 2 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 1715121 data points of dimension 48. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 571707 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30403 members Mstep: Class 2 contains 30129 members Mstep: Class 3 contains 30008 members Mstep: Class 4 contains 29960 members Mstep: Class 5 contains 30056 members Mstep: Class 6 contains 30303 members Mstep: Class 7 contains 29777 members Mstep: Class 8 contains 30113 members Mstep: Class 9 contains 30074 members Mstep: Class 10 contains 30217 members Mstep: Class 11 contains 30043 members Mstep: Class 12 contains 29913 members Mstep: Class 13 contains 30176 members Mstep: Class 14 contains 30194 members Mstep: Class 15 contains 30251 members Mstep: Class 16 contains 30046 members Mstep: Class 17 contains 30125 members Mstep: Class 18 contains 29966 members Mstep: Class 19 contains 29953 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 504.869385 but Gain 8119.531250 Score: -113588448.000000 Penalty: 146151.609375 Iteration 0F: 19 clusters Score -1.135884e+08 nChanged 537192 Entering Unmasked Mstep Mstep: Class 0 contains 2478 members Mstep: Class 1 contains 51991 members Mstep: Class 2 contains 28065 members Mstep: Class 3 contains 30673 members Mstep: Class 5 contains 26529 members Mstep: Class 6 contains 29234 members Mstep: Class 7 contains 30039 members Mstep: Class 8 contains 7674 members Mstep: Class 9 contains 47108 members Mstep: Class 10 contains 57288 members Mstep: Class 11 contains 8370 members Mstep: Class 12 contains 59301 members Mstep: Class 13 contains 6226 members Mstep: Class 14 contains 12806 members Mstep: Class 15 contains 13165 members Mstep: Class 16 contains 14315 members Mstep: Class 17 contains 17012 members Mstep: Class 18 contains 123217 members Mstep: Class 19 contains 6216 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 3371.170166 but Gain 8119.531250 Score: -117379640.000000 Penalty: 138032.078125 Iteration 1F: 18 clusters Score -1.173796e+08 nChanged 225021 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 62521 members Mstep: Class 2 contains 11242 members Mstep: Class 3 contains 24621 members Mstep: Class 5 contains 4387 members Mstep: Class 6 contains 24353 members Mstep: Class 7 contains 34120 members Mstep: Class 9 contains 38147 members Mstep: Class 10 contains 47055 members Mstep: Class 11 contains 3562 members Mstep: Class 12 contains 63521 members Mstep: Class 13 contains 4172 members Mstep: Class 14 contains 17160 members Mstep: Class 15 contains 15600 members Mstep: Class 16 contains 9648 members Mstep: Class 17 contains 22641 members Mstep: Class 18 contains 183761 members Mstep: Class 19 contains 2916 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 4255.019043 but Gain 8119.531250 Score: -118012280.000000 Penalty: 129912.546875 Iteration 2F: 17 clusters Score -1.180123e+08 nChanged 160995 Entering Unmasked Mstep Mstep: Class 0 contains 1999 members Mstep: Class 1 contains 56745 members Mstep: Class 2 contains 7573 members Mstep: Class 3 contains 12310 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 26194 members Mstep: Class 7 contains 44458 members Mstep: Class 9 contains 31613 members Mstep: Class 10 contains 50699 members Mstep: Class 12 contains 56603 members Mstep: Class 13 contains 4965 members Mstep: Class 14 contains 24430 members Mstep: Class 15 contains 17877 members Mstep: Class 16 contains 5700 members Mstep: Class 17 contains 22250 members Mstep: Class 18 contains 204975 members Mstep: Class 19 contains 2623 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 5603.655273 but Gain 8119.539062 Score: -118394968.000000 Penalty: 121793.007812 Iteration 3F: 16 clusters Score -1.18395e+08 nChanged 127135 Entering Unmasked Mstep Mstep: Class 0 contains 1404 members Mstep: Class 1 contains 45932 members Mstep: Class 3 contains 5903 members Mstep: Class 5 contains 470 members Mstep: Class 6 contains 31110 members Mstep: Class 7 contains 54657 members Mstep: Class 9 contains 25977 members Mstep: Class 10 contains 70764 members Mstep: Class 12 contains 49307 members Mstep: Class 13 contains 5459 members Mstep: Class 14 contains 30565 members Mstep: Class 15 contains 14935 members Mstep: Class 16 contains 3700 members Mstep: Class 17 contains 19787 members Mstep: Class 18 contains 209214 members Mstep: Class 19 contains 2523 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 7663.690430 but Gain 8119.531250 Score: -118702000.000000 Penalty: 113673.476562 Iteration 4F: 15 clusters Score -1.18702e+08 nChanged 91645 Entering Unmasked Mstep Mstep: Class 0 contains 665 members Mstep: Class 1 contains 35175 members Mstep: Class 5 contains 876 members Mstep: Class 6 contains 31456 members Mstep: Class 7 contains 56257 members Mstep: Class 9 contains 19713 members Mstep: Class 10 contains 96163 members Mstep: Class 12 contains 44194 members Mstep: Class 13 contains 5427 members Mstep: Class 14 contains 35437 members Mstep: Class 15 contains 13129 members Mstep: Class 16 contains 1979 members Mstep: Class 17 contains 20401 members Mstep: Class 18 contains 208328 members Mstep: Class 19 contains 2507 members Entering Unmasked Estep ConsiderDeletion Score: -118892680.000000 Penalty: 113673.476562 Iteration 5F: 15 clusters Score -1.188927e+08 nChanged 63877 Entering Unmasked Mstep Mstep: Class 0 contains 275 members Mstep: Class 1 contains 27856 members Mstep: Class 5 contains 1223 members Mstep: Class 6 contains 29027 members Mstep: Class 7 contains 53885 members Mstep: Class 9 contains 14595 members Mstep: Class 10 contains 117911 members Mstep: Class 12 contains 39475 members Mstep: Class 13 contains 5008 members Mstep: Class 14 contains 37671 members Mstep: Class 15 contains 12210 members Mstep: Class 16 contains 1117 members Mstep: Class 17 contains 22727 members Mstep: Class 18 contains 206228 members Mstep: Class 19 contains 2499 members Entering Unmasked Estep ConsiderDeletion Score: -118992440.000000 Penalty: 113673.476562 Iteration 6F: 15 clusters Score -1.189924e+08 nChanged 46176 Entering Unmasked Mstep Mstep: Class 0 contains 131 members Mstep: Class 1 contains 25044 members Mstep: Class 5 contains 1372 members Mstep: Class 6 contains 26420 members Mstep: Class 7 contains 50240 members Mstep: Class 9 contains 11905 members Mstep: Class 10 contains 134653 members Mstep: Class 12 contains 34921 members Mstep: Class 13 contains 4580 members Mstep: Class 14 contains 39637 members Mstep: Class 15 contains 11432 members Mstep: Class 16 contains 856 members Mstep: Class 17 contains 24269 members Mstep: Class 18 contains 203750 members Mstep: Class 19 contains 2497 members Entering Unmasked Estep ConsiderDeletion Score: -119047656.000000 Penalty: 113673.476562 Iteration 7F: 15 clusters Score -1.190477e+08 nChanged 34100 Entering Unmasked Mstep Mstep: Class 0 contains 117 members Mstep: Class 1 contains 25075 members Mstep: Class 5 contains 1381 members Mstep: Class 6 contains 23973 members Mstep: Class 7 contains 46645 members Mstep: Class 9 contains 10435 members Mstep: Class 10 contains 146488 members Mstep: Class 12 contains 30893 members Mstep: Class 13 contains 4309 members Mstep: Class 14 contains 41227 members Mstep: Class 15 contains 11494 members Mstep: Class 16 contains 782 members Mstep: Class 17 contains 24932 members Mstep: Class 18 contains 201457 members Mstep: Class 19 contains 2499 members Entering Unmasked Estep ConsiderDeletion Score: -119073440.000000 Penalty: 113673.476562 Iteration 8F: 15 clusters Score -1.190734e+08 nChanged 25608 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 26248 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 22235 members Mstep: Class 7 contains 43410 members Mstep: Class 9 contains 9524 members Mstep: Class 10 contains 154879 members Mstep: Class 12 contains 27687 members Mstep: Class 13 contains 4154 members Mstep: Class 14 contains 42359 members Mstep: Class 15 contains 11474 members Mstep: Class 16 contains 847 members Mstep: Class 17 contains 25025 members Mstep: Class 18 contains 199875 members Mstep: Class 19 contains 2493 members Entering Unmasked Estep ConsiderDeletion Score: -119093032.000000 Penalty: 113673.476562 Iteration 9Q: 15 clusters Score -1.19093e+08 nChanged 19277 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 27539 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 21198 members Mstep: Class 7 contains 40592 members Mstep: Class 9 contains 9020 members Mstep: Class 10 contains 160665 members Mstep: Class 12 contains 25433 members Mstep: Class 13 contains 4029 members Mstep: Class 14 contains 43105 members Mstep: Class 15 contains 11309 members Mstep: Class 16 contains 932 members Mstep: Class 17 contains 24979 members Mstep: Class 18 contains 198917 members Mstep: Class 19 contains 2491 members Entering Unmasked Estep ConsiderDeletion Score: -119104728.000000 Penalty: 113673.476562 Iteration 10Q: 15 clusters Score -1.191047e+08 nChanged 14104 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 28660 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 20803 members Mstep: Class 7 contains 38267 members Mstep: Class 9 contains 8782 members Mstep: Class 10 contains 164359 members Mstep: Class 12 contains 24027 members Mstep: Class 13 contains 3980 members Mstep: Class 14 contains 43653 members Mstep: Class 15 contains 10998 members Mstep: Class 16 contains 904 members Mstep: Class 17 contains 24877 members Mstep: Class 18 contains 198403 members Mstep: Class 19 contains 2492 members Entering Unmasked Estep ConsiderDeletion Score: -119112376.000000 Penalty: 113673.476562 Iteration 11Q: 15 clusters Score -1.191124e+08 nChanged 10544 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 29599 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 20796 members Mstep: Class 7 contains 36307 members Mstep: Class 9 contains 8589 members Mstep: Class 10 contains 166714 members Mstep: Class 12 contains 23228 members Mstep: Class 13 contains 3960 members Mstep: Class 14 contains 44038 members Mstep: Class 15 contains 10622 members Mstep: Class 16 contains 921 members Mstep: Class 17 contains 24714 members Mstep: Class 18 contains 198228 members Mstep: Class 19 contains 2487 members Entering Unmasked Estep ConsiderDeletion Score: -119116728.000000 Penalty: 113673.476562 Iteration 12Q: 15 clusters Score -1.191167e+08 nChanged 7974 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 30365 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 21138 members Mstep: Class 7 contains 34645 members Mstep: Class 9 contains 8507 members Mstep: Class 10 contains 168131 members Mstep: Class 12 contains 22724 members Mstep: Class 13 contains 3941 members Mstep: Class 14 contains 44319 members Mstep: Class 15 contains 10159 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 24643 members Mstep: Class 18 contains 198220 members Mstep: Class 19 contains 2486 members Entering Unmasked Estep ConsiderDeletion Score: -119119840.000000 Penalty: 113673.476562 Iteration 13Q: 15 clusters Score -1.191198e+08 nChanged 6460 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 31016 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 21652 members Mstep: Class 7 contains 33243 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 169029 members Mstep: Class 12 contains 22425 members Mstep: Class 13 contains 3924 members Mstep: Class 14 contains 44501 members Mstep: Class 15 contains 9628 members Mstep: Class 16 contains 925 members Mstep: Class 17 contains 24524 members Mstep: Class 18 contains 198410 members Mstep: Class 19 contains 2483 members Entering Unmasked Estep ConsiderDeletion Score: -119122280.000000 Penalty: 113673.476562 Iteration 14Q: 15 clusters Score -1.191223e+08 nChanged 5310 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 31601 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 22240 members Mstep: Class 7 contains 32021 members Mstep: Class 9 contains 8395 members Mstep: Class 10 contains 169511 members Mstep: Class 12 contains 22262 members Mstep: Class 13 contains 3916 members Mstep: Class 14 contains 44648 members Mstep: Class 15 contains 9119 members Mstep: Class 16 contains 929 members Mstep: Class 17 contains 24393 members Mstep: Class 18 contains 198684 members Mstep: Class 19 contains 2483 members Entering Unmasked Estep ConsiderDeletion Score: -119123864.000000 Penalty: 113673.476562 Iteration 15Q: 15 clusters Score -1.191239e+08 nChanged 4290 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 32049 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 22830 members Mstep: Class 7 contains 30974 members Mstep: Class 9 contains 8376 members Mstep: Class 10 contains 169861 members Mstep: Class 12 contains 22182 members Mstep: Class 13 contains 3896 members Mstep: Class 14 contains 44758 members Mstep: Class 15 contains 8651 members Mstep: Class 16 contains 930 members Mstep: Class 17 contains 24305 members Mstep: Class 18 contains 198906 members Mstep: Class 19 contains 2484 members Entering Unmasked Estep ConsiderDeletion Score: -119125248.000000 Penalty: 113673.476562 Iteration 16Q: 15 clusters Score -1.191252e+08 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 1 contains 32442 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 23384 members Mstep: Class 7 contains 30101 members Mstep: Class 9 contains 8344 members Mstep: Class 10 contains 170112 members Mstep: Class 12 contains 22143 members Mstep: Class 13 contains 3881 members Mstep: Class 14 contains 44844 members Mstep: Class 15 contains 8246 members Mstep: Class 16 contains 932 members Mstep: Class 17 contains 24205 members Mstep: Class 18 contains 199080 members Mstep: Class 19 contains 2486 members Entering Unmasked Estep ConsiderDeletion Score: -119127328.000000 Penalty: 113673.476562 Iteration 17Q: 15 clusters Score -1.191273e+08 nChanged 3082 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 32751 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 23886 members Mstep: Class 7 contains 29388 members Mstep: Class 9 contains 8317 members Mstep: Class 10 contains 170286 members Mstep: Class 12 contains 22106 members Mstep: Class 13 contains 3858 members Mstep: Class 14 contains 44911 members Mstep: Class 15 contains 7896 members Mstep: Class 16 contains 931 members Mstep: Class 17 contains 24132 members Mstep: Class 18 contains 199249 members Mstep: Class 19 contains 2485 members Entering Unmasked Estep ConsiderDeletion Score: -119129616.000000 Penalty: 113673.476562 Iteration 18Q: 15 clusters Score -1.191296e+08 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 127 members Mstep: Class 1 contains 33036 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 24330 members Mstep: Class 7 contains 28798 members Mstep: Class 9 contains 8279 members Mstep: Class 10 contains 170442 members Mstep: Class 12 contains 22159 members Mstep: Class 13 contains 3838 members Mstep: Class 14 contains 44942 members Mstep: Class 15 contains 7605 members Mstep: Class 16 contains 935 members Mstep: Class 17 contains 24046 members Mstep: Class 18 contains 199303 members Mstep: Class 19 contains 2485 members Entering Unmasked Estep ConsiderDeletion Score: -119131784.000000 Penalty: 113673.476562 Iteration 19Q: 15 clusters Score -1.191318e+08 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 131 members Mstep: Class 1 contains 33298 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 24723 members Mstep: Class 7 contains 28339 members Mstep: Class 9 contains 8213 members Mstep: Class 10 contains 170606 members Mstep: Class 12 contains 22218 members Mstep: Class 13 contains 3816 members Mstep: Class 14 contains 44976 members Mstep: Class 15 contains 7351 members Mstep: Class 16 contains 935 members Mstep: Class 17 contains 23966 members Mstep: Class 18 contains 199267 members Mstep: Class 19 contains 2486 members Entering Unmasked Estep ConsiderDeletion Score: -119134624.000000 Penalty: 113673.476562 Iteration 20F: 15 clusters Score -1.191346e+08 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 33540 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 25479 members Mstep: Class 7 contains 27964 members Mstep: Class 9 contains 8187 members Mstep: Class 10 contains 170706 members Mstep: Class 12 contains 22244 members Mstep: Class 13 contains 3697 members Mstep: Class 14 contains 44980 members Mstep: Class 15 contains 6763 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 23885 members Mstep: Class 18 contains 199232 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep ConsiderDeletion Score: -119136632.000000 Penalty: 113673.476562 Iteration 21Q: 15 clusters Score -1.191366e+08 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 33781 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 26225 members Mstep: Class 7 contains 27663 members Mstep: Class 9 contains 8105 members Mstep: Class 10 contains 170697 members Mstep: Class 12 contains 22334 members Mstep: Class 13 contains 3687 members Mstep: Class 14 contains 44980 members Mstep: Class 15 contains 6292 members Mstep: Class 16 contains 1024 members Mstep: Class 17 contains 23806 members Mstep: Class 18 contains 199120 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119138168.000000 Penalty: 113673.476562 Iteration 22Q: 15 clusters Score -1.191382e+08 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 34000 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 26852 members Mstep: Class 7 contains 27393 members Mstep: Class 9 contains 8056 members Mstep: Class 10 contains 170696 members Mstep: Class 12 contains 22408 members Mstep: Class 13 contains 3678 members Mstep: Class 14 contains 44978 members Mstep: Class 15 contains 5904 members Mstep: Class 16 contains 1014 members Mstep: Class 17 contains 23736 members Mstep: Class 18 contains 198999 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119138992.000000 Penalty: 113673.476562 Iteration 23Q: 15 clusters Score -1.19139e+08 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 34217 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 27422 members Mstep: Class 7 contains 27158 members Mstep: Class 9 contains 8013 members Mstep: Class 10 contains 170654 members Mstep: Class 12 contains 22463 members Mstep: Class 13 contains 3676 members Mstep: Class 14 contains 44965 members Mstep: Class 15 contains 5603 members Mstep: Class 16 contains 1008 members Mstep: Class 17 contains 23659 members Mstep: Class 18 contains 198878 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119139840.000000 Penalty: 113673.476562 Iteration 24Q: 15 clusters Score -1.191398e+08 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 34412 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 27926 members Mstep: Class 7 contains 26954 members Mstep: Class 9 contains 7980 members Mstep: Class 10 contains 170630 members Mstep: Class 12 contains 22531 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44957 members Mstep: Class 15 contains 5344 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 23589 members Mstep: Class 18 contains 198720 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119140408.000000 Penalty: 113673.476562 Iteration 25Q: 15 clusters Score -1.191404e+08 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 34599 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 28339 members Mstep: Class 7 contains 26797 members Mstep: Class 9 contains 7967 members Mstep: Class 10 contains 170624 members Mstep: Class 12 contains 22596 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44954 members Mstep: Class 15 contains 5126 members Mstep: Class 16 contains 991 members Mstep: Class 17 contains 23504 members Mstep: Class 18 contains 198544 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119140616.000000 Penalty: 113673.476562 Iteration 26Q: 15 clusters Score -1.191406e+08 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 34796 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 28696 members Mstep: Class 7 contains 26665 members Mstep: Class 9 contains 7958 members Mstep: Class 10 contains 170616 members Mstep: Class 12 contains 22686 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44948 members Mstep: Class 15 contains 4943 members Mstep: Class 16 contains 980 members Mstep: Class 17 contains 23432 members Mstep: Class 18 contains 198321 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119141128.000000 Penalty: 113673.476562 Iteration 27Q: 15 clusters Score -1.191411e+08 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 34990 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 28983 members Mstep: Class 7 contains 26527 members Mstep: Class 9 contains 7958 members Mstep: Class 10 contains 170626 members Mstep: Class 12 contains 22782 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44938 members Mstep: Class 15 contains 4810 members Mstep: Class 16 contains 970 members Mstep: Class 17 contains 23329 members Mstep: Class 18 contains 198127 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep ConsiderDeletion Score: -119141816.000000 Penalty: 113673.476562 Iteration 28Q: 15 clusters Score -1.191418e+08 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 35189 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29213 members Mstep: Class 7 contains 26423 members Mstep: Class 9 contains 7954 members Mstep: Class 10 contains 170649 members Mstep: Class 12 contains 22890 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44928 members Mstep: Class 15 contains 4699 members Mstep: Class 16 contains 956 members Mstep: Class 17 contains 23225 members Mstep: Class 18 contains 197915 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119142000.000000 Penalty: 113673.476562 Iteration 29Q: 15 clusters Score -1.19142e+08 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 35410 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29398 members Mstep: Class 7 contains 26309 members Mstep: Class 9 contains 7952 members Mstep: Class 10 contains 170707 members Mstep: Class 12 contains 22985 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44913 members Mstep: Class 15 contains 4586 members Mstep: Class 16 contains 946 members Mstep: Class 17 contains 23102 members Mstep: Class 18 contains 197733 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119142376.000000 Penalty: 113673.476562 Iteration 30Q: 15 clusters Score -1.191424e+08 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 35633 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29544 members Mstep: Class 7 contains 26221 members Mstep: Class 9 contains 7951 members Mstep: Class 10 contains 170748 members Mstep: Class 12 contains 23073 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44900 members Mstep: Class 15 contains 4503 members Mstep: Class 16 contains 944 members Mstep: Class 17 contains 22979 members Mstep: Class 18 contains 197545 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119142472.000000 Penalty: 113673.476562 Iteration 31Q: 15 clusters Score -1.191425e+08 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 35911 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29650 members Mstep: Class 7 contains 26131 members Mstep: Class 9 contains 7952 members Mstep: Class 10 contains 170800 members Mstep: Class 12 contains 23144 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44887 members Mstep: Class 15 contains 4452 members Mstep: Class 16 contains 946 members Mstep: Class 17 contains 22831 members Mstep: Class 18 contains 197337 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119142688.000000 Penalty: 113673.476562 Iteration 32Q: 15 clusters Score -1.191427e+08 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 36205 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29731 members Mstep: Class 7 contains 26056 members Mstep: Class 9 contains 7953 members Mstep: Class 10 contains 170863 members Mstep: Class 12 contains 23217 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44878 members Mstep: Class 15 contains 4407 members Mstep: Class 16 contains 948 members Mstep: Class 17 contains 22677 members Mstep: Class 18 contains 197106 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119143040.000000 Penalty: 113673.476562 Iteration 33Q: 15 clusters Score -1.19143e+08 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 36565 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29814 members Mstep: Class 7 contains 25968 members Mstep: Class 9 contains 7958 members Mstep: Class 10 contains 170905 members Mstep: Class 12 contains 23324 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44866 members Mstep: Class 15 contains 4359 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 22468 members Mstep: Class 18 contains 196866 members Mstep: Class 19 contains 2488 members Entering Unmasked Estep ConsiderDeletion Score: -119143320.000000 Penalty: 113673.476562 Iteration 34Q: 15 clusters Score -1.191433e+08 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 36982 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29878 members Mstep: Class 7 contains 25892 members Mstep: Class 9 contains 7963 members Mstep: Class 10 contains 170928 members Mstep: Class 12 contains 23418 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44856 members Mstep: Class 15 contains 4325 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 22262 members Mstep: Class 18 contains 196585 members Mstep: Class 19 contains 2488 members Entering Unmasked Estep ConsiderDeletion Score: -119143360.000000 Penalty: 113673.476562 Iteration 35Q: 15 clusters Score -1.191434e+08 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 37429 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29931 members Mstep: Class 7 contains 25824 members Mstep: Class 9 contains 7972 members Mstep: Class 10 contains 170989 members Mstep: Class 12 contains 23497 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44843 members Mstep: Class 15 contains 4292 members Mstep: Class 16 contains 954 members Mstep: Class 17 contains 21999 members Mstep: Class 18 contains 196311 members Mstep: Class 19 contains 2489 members Entering Unmasked Estep ConsiderDeletion Score: -119143720.000000 Penalty: 113673.476562 Iteration 36Q: 15 clusters Score -1.191437e+08 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 37922 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 29980 members Mstep: Class 7 contains 25753 members Mstep: Class 9 contains 7981 members Mstep: Class 10 contains 171051 members Mstep: Class 12 contains 23572 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44820 members Mstep: Class 15 contains 4269 members Mstep: Class 16 contains 954 members Mstep: Class 17 contains 21686 members Mstep: Class 18 contains 196052 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep ConsiderDeletion Score: -119144136.000000 Penalty: 113673.476562 Iteration 37Q: 15 clusters Score -1.191441e+08 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 38553 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30035 members Mstep: Class 7 contains 25665 members Mstep: Class 9 contains 7989 members Mstep: Class 10 contains 171114 members Mstep: Class 12 contains 23611 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44817 members Mstep: Class 15 contains 4244 members Mstep: Class 16 contains 953 members Mstep: Class 17 contains 21269 members Mstep: Class 18 contains 195790 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep ConsiderDeletion Score: -119144680.000000 Penalty: 113673.476562 Iteration 38Q: 15 clusters Score -1.191447e+08 nChanged 1924 Entering ConstructFrom: Score: -119144680.000000 Penalty: 113673.476562 Entering ConstructFrom: Trying to split cluster 1 (39291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39291 members Entering Unmasked Estep Score: -8391831.000000 Penalty: 6479.484863 Iteration 0F: 2 clusters Score -8391831 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19752 members Mstep: Class 2 contains 19539 members Entering Unmasked Estep Score: -8363245.500000 Penalty: 12958.969727 Iteration 0F: 3 clusters Score -8363246 nChanged 16735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20187 members Mstep: Class 2 contains 19104 members Entering Unmasked Estep Score: -8372314.500000 Penalty: 12958.969727 Iteration 1F: 3 clusters Score -8372314 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20612 members Mstep: Class 2 contains 18679 members Entering Unmasked Estep Score: -8373462.500000 Penalty: 12958.969727 Iteration 2F: 3 clusters Score -8373462 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21167 members Mstep: Class 2 contains 18124 members Entering Unmasked Estep Score: -8374508.000000 Penalty: 12958.969727 Iteration 3F: 3 clusters Score -8374508 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21936 members Mstep: Class 2 contains 17355 members Entering Unmasked Estep Score: -8375702.500000 Penalty: 12958.969727 Iteration 4F: 3 clusters Score -8375702 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22823 members Mstep: Class 2 contains 16468 members Entering Unmasked Estep Score: -8376965.500000 Penalty: 12958.969727 Iteration 5F: 3 clusters Score -8376966 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23844 members Mstep: Class 2 contains 15447 members Entering Unmasked Estep Score: -8378204.500000 Penalty: 12958.969727 Iteration 6F: 3 clusters Score -8378204 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24886 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -8379295.500000 Penalty: 12958.969727 Iteration 7F: 3 clusters Score -8379296 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25888 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -8380373.500000 Penalty: 12958.969727 Iteration 8Q: 3 clusters Score -8380374 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26916 members Mstep: Class 2 contains 12375 members Entering Unmasked Estep Score: -8381321.000000 Penalty: 12958.969727 Iteration 9Q: 3 clusters Score -8381321 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27857 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -8381992.500000 Penalty: 12958.969727 Iteration 10Q: 3 clusters Score -8381992 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28647 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -8382562.500000 Penalty: 12958.969727 Iteration 11Q: 3 clusters Score -8382562 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29410 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -8383029.500000 Penalty: 12958.969727 Iteration 12Q: 3 clusters Score -8383030 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30125 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -8383428.000000 Penalty: 12958.969727 Iteration 13Q: 3 clusters Score -8383428 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30734 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -8383681.000000 Penalty: 12958.969727 Iteration 14Q: 3 clusters Score -8383681 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31277 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -8383928.000000 Penalty: 12958.969727 Iteration 15Q: 3 clusters Score -8383928 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31772 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -8384150.500000 Penalty: 12958.969727 Iteration 16Q: 3 clusters Score -8384150 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32237 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -8384355.000000 Penalty: 12958.969727 Iteration 17Q: 3 clusters Score -8384355 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32660 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -8384510.000000 Penalty: 12958.969727 Iteration 18Q: 3 clusters Score -8384510 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33063 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -8384699.500000 Penalty: 12958.969727 Iteration 19Q: 3 clusters Score -8384700 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33453 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -8384889.500000 Penalty: 12958.969727 Iteration 20F: 3 clusters Score -8384890 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33812 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -8385042.500000 Penalty: 12958.969727 Iteration 21Q: 3 clusters Score -8385042 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34132 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -8385214.000000 Penalty: 12958.969727 Iteration 22Q: 3 clusters Score -8385214 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34439 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -8385325.500000 Penalty: 12958.969727 Iteration 23Q: 3 clusters Score -8385326 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34702 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -8385424.000000 Penalty: 12958.969727 Iteration 24Q: 3 clusters Score -8385424 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34933 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -8385528.000000 Penalty: 12958.969727 Iteration 25Q: 3 clusters Score -8385528 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35160 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -8385600.000000 Penalty: 12958.969727 Iteration 26Q: 3 clusters Score -8385600 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35385 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -8385689.000000 Penalty: 12958.969727 Iteration 27Q: 3 clusters Score -8385689 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35595 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -8385773.000000 Penalty: 12958.969727 Iteration 28Q: 3 clusters Score -8385773 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35790 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -8385847.500000 Penalty: 12958.969727 Iteration 29Q: 3 clusters Score -8385848 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35986 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -8385927.500000 Penalty: 12958.969727 Iteration 30Q: 3 clusters Score -8385928 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36147 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -8386011.500000 Penalty: 12958.969727 Iteration 31Q: 3 clusters Score -8386012 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36305 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -8386060.000000 Penalty: 12958.969727 Iteration 32Q: 3 clusters Score -8386060 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36453 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -8386134.000000 Penalty: 12958.969727 Iteration 33Q: 3 clusters Score -8386134 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36572 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -8386208.500000 Penalty: 12958.969727 Iteration 34Q: 3 clusters Score -8386208 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36693 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -8386243.000000 Penalty: 12958.969727 Iteration 35Q: 3 clusters Score -8386243 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36792 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -8386289.500000 Penalty: 12958.969727 Iteration 36Q: 3 clusters Score -8386290 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36885 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -8386320.500000 Penalty: 12958.969727 Iteration 37Q: 3 clusters Score -8386320 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36974 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -8386393.000000 Penalty: 12958.969727 Iteration 38Q: 3 clusters Score -8386393 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37039 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -8386424.500000 Penalty: 12958.969727 Iteration 39Q: 3 clusters Score -8386424 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37091 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -8386435.000000 Penalty: 12958.969727 Iteration 40F: 3 clusters Score -8386435 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37126 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -8386442.500000 Penalty: 12958.969727 Iteration 41Q: 3 clusters Score -8386442 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37154 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -8386450.000000 Penalty: 12958.969727 Iteration 42Q: 3 clusters Score -8386450 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37185 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -8386468.000000 Penalty: 12958.969727 Iteration 43Q: 3 clusters Score -8386468 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37203 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -8386477.500000 Penalty: 12958.969727 Iteration 44Q: 3 clusters Score -8386478 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37218 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -8386486.500000 Penalty: 12958.969727 Iteration 45Q: 3 clusters Score -8386486 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37227 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -8386484.000000 Penalty: 12958.969727 Iteration 46Q: 3 clusters Score -8386484 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37240 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -8386497.500000 Penalty: 12958.969727 Iteration 47Q: 3 clusters Score -8386498 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37251 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -8386504.000000 Penalty: 12958.969727 Iteration 48Q: 3 clusters Score -8386504 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37264 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -8386507.500000 Penalty: 12958.969727 Iteration 49Q: 3 clusters Score -8386508 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37276 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -8386514.500000 Penalty: 12958.969727 Iteration 50Q: 3 clusters Score -8386514 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37286 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -8386523.500000 Penalty: 12958.969727 Iteration 51Q: 3 clusters Score -8386524 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37294 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -8386525.500000 Penalty: 12958.969727 Iteration 52Q: 3 clusters Score -8386526 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37304 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -8386534.500000 Penalty: 12958.969727 Iteration 53Q: 3 clusters Score -8386534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37312 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -8386533.000000 Penalty: 12958.969727 Iteration 54Q: 3 clusters Score -8386533 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37318 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -8386540.000000 Penalty: 12958.969727 Iteration 55Q: 3 clusters Score -8386540 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37329 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -8386556.000000 Penalty: 12958.969727 Iteration 56Q: 3 clusters Score -8386556 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37338 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -8386570.500000 Penalty: 12958.969727 Iteration 57Q: 3 clusters Score -8386570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37342 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -8386556.000000 Penalty: 12958.969727 Iteration 58Q: 3 clusters Score -8386556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37344 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -8386562.500000 Penalty: 12958.969727 Iteration 59Q: 3 clusters Score -8386562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37349 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -8386565.500000 Penalty: 12958.969727 Iteration 60F: 3 clusters Score -8386566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37351 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -8386571.000000 Penalty: 12958.969727 Iteration 61Q: 3 clusters Score -8386571 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37357 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -8386573.500000 Penalty: 12958.969727 Iteration 62Q: 3 clusters Score -8386574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37362 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -8386572.000000 Penalty: 12958.969727 Iteration 63Q: 3 clusters Score -8386572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37363 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -8386567.500000 Penalty: 12958.969727 Iteration 64Q: 3 clusters Score -8386568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37363 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -8386567.500000 Penalty: 12958.969727 Iteration 65F: 3 clusters Score -8386568 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Entering Unmasked Estep Score: -243240.000000 Penalty: 4429.163086 Iteration 0F: 2 clusters Score -243240 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -239404.265625 Penalty: 8858.326172 Iteration 0F: 3 clusters Score -239404.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -240747.515625 Penalty: 8858.326172 Iteration 1F: 3 clusters Score -240747.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -241403.296875 Penalty: 8858.326172 Iteration 2F: 3 clusters Score -241403.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -241745.828125 Penalty: 8858.326172 Iteration 3F: 3 clusters Score -241745.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -242020.812500 Penalty: 8858.326172 Iteration 4Q: 3 clusters Score -242020.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -242282.250000 Penalty: 8858.326172 Iteration 5Q: 3 clusters Score -242282.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -242451.625000 Penalty: 8858.326172 Iteration 6Q: 3 clusters Score -242451.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -242529.171875 Penalty: 8858.326172 Iteration 7Q: 3 clusters Score -242529.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -242574.671875 Penalty: 8858.326172 Iteration 8Q: 3 clusters Score -242574.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -242598.593750 Penalty: 8858.326172 Iteration 9Q: 3 clusters Score -242598.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -242614.656250 Penalty: 8858.326172 Iteration 10Q: 3 clusters Score -242614.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -242638.718750 Penalty: 8858.326172 Iteration 11Q: 3 clusters Score -242638.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -242666.500000 Penalty: 8858.326172 Iteration 12Q: 3 clusters Score -242666.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -242689.468750 Penalty: 8858.326172 Iteration 13Q: 3 clusters Score -242689.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -242706.671875 Penalty: 8858.326172 Iteration 14Q: 3 clusters Score -242706.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -242713.406250 Penalty: 8858.326172 Iteration 15Q: 3 clusters Score -242713.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -242718.500000 Penalty: 8858.326172 Iteration 16Q: 3 clusters Score -242718.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -242718.500000 Penalty: 8858.326172 Iteration 17F: 3 clusters Score -242718.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (30076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30076 members Entering Unmasked Estep Score: -6305840.500000 Penalty: 6315.783203 Iteration 0F: 2 clusters Score -6305840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15171 members Mstep: Class 2 contains 14905 members Entering Unmasked Estep Score: -6282828.000000 Penalty: 12631.566406 Iteration 0F: 3 clusters Score -6282828 nChanged 12748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15529 members Mstep: Class 2 contains 14547 members Entering Unmasked Estep Score: -6289284.500000 Penalty: 12631.566406 Iteration 1F: 3 clusters Score -6289284 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -6290075.500000 Penalty: 12631.566406 Iteration 2F: 3 clusters Score -6290076 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16060 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -6290610.500000 Penalty: 12631.566406 Iteration 3Q: 3 clusters Score -6290610 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16451 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -6291203.000000 Penalty: 12631.566406 Iteration 4Q: 3 clusters Score -6291203 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16838 members Mstep: Class 2 contains 13238 members Entering Unmasked Estep Score: -6291676.000000 Penalty: 12631.566406 Iteration 5Q: 3 clusters Score -6291676 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17287 members Mstep: Class 2 contains 12789 members Entering Unmasked Estep Score: -6292096.000000 Penalty: 12631.566406 Iteration 6Q: 3 clusters Score -6292096 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17763 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -6292522.500000 Penalty: 12631.566406 Iteration 7Q: 3 clusters Score -6292522 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18305 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -6292921.000000 Penalty: 12631.566406 Iteration 8Q: 3 clusters Score -6292921 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18907 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -6293386.500000 Penalty: 12631.566406 Iteration 9Q: 3 clusters Score -6293386 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19593 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -6293921.500000 Penalty: 12631.566406 Iteration 10Q: 3 clusters Score -6293922 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20333 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -6294414.500000 Penalty: 12631.566406 Iteration 11Q: 3 clusters Score -6294414 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21115 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -6294911.000000 Penalty: 12631.566406 Iteration 12Q: 3 clusters Score -6294911 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21996 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -6295500.500000 Penalty: 12631.566406 Iteration 13Q: 3 clusters Score -6295500 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -6296105.500000 Penalty: 12631.566406 Iteration 14Q: 3 clusters Score -6296106 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23834 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -6296697.500000 Penalty: 12631.566406 Iteration 15Q: 3 clusters Score -6296698 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24735 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -6297352.500000 Penalty: 12631.566406 Iteration 16Q: 3 clusters Score -6297352 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25551 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -6297880.500000 Penalty: 12631.566406 Iteration 17Q: 3 clusters Score -6297880 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26254 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -6298396.500000 Penalty: 12631.566406 Iteration 18Q: 3 clusters Score -6298396 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26843 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -6298824.000000 Penalty: 12631.566406 Iteration 19Q: 3 clusters Score -6298824 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27317 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -6299178.500000 Penalty: 12631.566406 Iteration 20F: 3 clusters Score -6299178 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27702 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -6299479.500000 Penalty: 12631.566406 Iteration 21Q: 3 clusters Score -6299480 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27979 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -6299657.500000 Penalty: 12631.566406 Iteration 22Q: 3 clusters Score -6299658 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28178 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -6299806.000000 Penalty: 12631.566406 Iteration 23Q: 3 clusters Score -6299806 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28342 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -6299906.500000 Penalty: 12631.566406 Iteration 24Q: 3 clusters Score -6299906 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28450 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -6299994.000000 Penalty: 12631.566406 Iteration 25Q: 3 clusters Score -6299994 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28539 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -6300050.500000 Penalty: 12631.566406 Iteration 26Q: 3 clusters Score -6300050 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28591 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -6300085.500000 Penalty: 12631.566406 Iteration 27Q: 3 clusters Score -6300086 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28647 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -6300133.000000 Penalty: 12631.566406 Iteration 28Q: 3 clusters Score -6300133 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28698 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -6300180.500000 Penalty: 12631.566406 Iteration 29Q: 3 clusters Score -6300180 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28738 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -6300215.500000 Penalty: 12631.566406 Iteration 30Q: 3 clusters Score -6300216 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28772 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -6300251.500000 Penalty: 12631.566406 Iteration 31Q: 3 clusters Score -6300252 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28794 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -6300266.500000 Penalty: 12631.566406 Iteration 32Q: 3 clusters Score -6300266 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28813 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -6300277.000000 Penalty: 12631.566406 Iteration 33Q: 3 clusters Score -6300277 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28835 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6300305.500000 Penalty: 12631.566406 Iteration 34Q: 3 clusters Score -6300306 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28854 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -6300319.000000 Penalty: 12631.566406 Iteration 35Q: 3 clusters Score -6300319 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28875 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -6300325.500000 Penalty: 12631.566406 Iteration 36Q: 3 clusters Score -6300326 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28893 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -6300350.500000 Penalty: 12631.566406 Iteration 37Q: 3 clusters Score -6300350 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28905 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -6300373.000000 Penalty: 12631.566406 Iteration 38Q: 3 clusters Score -6300373 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28916 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -6300373.000000 Penalty: 12631.566406 Iteration 39Q: 3 clusters Score -6300373 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28923 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -6300369.500000 Penalty: 12631.566406 Iteration 40F: 3 clusters Score -6300370 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28931 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -6300385.000000 Penalty: 12631.566406 Iteration 41Q: 3 clusters Score -6300385 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28939 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -6300392.000000 Penalty: 12631.566406 Iteration 42Q: 3 clusters Score -6300392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28942 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -6300402.000000 Penalty: 12631.566406 Iteration 43Q: 3 clusters Score -6300402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28944 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -6300398.000000 Penalty: 12631.566406 Iteration 44Q: 3 clusters Score -6300398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28946 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -6300399.000000 Penalty: 12631.566406 Iteration 45Q: 3 clusters Score -6300399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28948 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -6300399.000000 Penalty: 12631.566406 Iteration 46Q: 3 clusters Score -6300399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28951 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -6300396.500000 Penalty: 12631.566406 Iteration 47Q: 3 clusters Score -6300396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28952 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -6300397.500000 Penalty: 12631.566406 Iteration 48Q: 3 clusters Score -6300398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28954 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -6300400.000000 Penalty: 12631.566406 Iteration 49Q: 3 clusters Score -6300400 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28958 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -6300402.500000 Penalty: 12631.566406 Iteration 50Q: 3 clusters Score -6300402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28963 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -6300401.500000 Penalty: 12631.566406 Iteration 51Q: 3 clusters Score -6300402 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28969 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -6300399.500000 Penalty: 12631.566406 Iteration 52Q: 3 clusters Score -6300400 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28973 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -6300402.000000 Penalty: 12631.566406 Iteration 53Q: 3 clusters Score -6300402 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28976 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -6300401.000000 Penalty: 12631.566406 Iteration 54Q: 3 clusters Score -6300401 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28976 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -6300401.000000 Penalty: 12631.566406 Iteration 55F: 3 clusters Score -6300401 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25597 members Entering Unmasked Estep Score: -5235430.500000 Penalty: 6217.016113 Iteration 0F: 2 clusters Score -5235430 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -5215383.000000 Penalty: 12434.032227 Iteration 0F: 3 clusters Score -5215383 nChanged 10681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13777 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -5221364.500000 Penalty: 12434.032227 Iteration 1F: 3 clusters Score -5221364 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -5222485.000000 Penalty: 12434.032227 Iteration 2F: 3 clusters Score -5222485 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14970 members Mstep: Class 2 contains 10627 members Entering Unmasked Estep Score: -5223947.500000 Penalty: 12434.032227 Iteration 3F: 3 clusters Score -5223948 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -5225897.500000 Penalty: 12434.032227 Iteration 4F: 3 clusters Score -5225898 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -5228095.000000 Penalty: 12434.032227 Iteration 5F: 3 clusters Score -5228095 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -5230012.000000 Penalty: 12434.032227 Iteration 6F: 3 clusters Score -5230012 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15697 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -5231511.000000 Penalty: 12434.032227 Iteration 7F: 3 clusters Score -5231511 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14994 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -5232638.000000 Penalty: 12434.032227 Iteration 8F: 3 clusters Score -5232638 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14168 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -5233574.000000 Penalty: 12434.032227 Iteration 9Q: 3 clusters Score -5233574 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13324 members Mstep: Class 2 contains 12273 members Entering Unmasked Estep Score: -5234364.000000 Penalty: 12434.032227 Iteration 10Q: 3 clusters Score -5234364 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -5235065.500000 Penalty: 12434.032227 Iteration 11Q: 3 clusters Score -5235066 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -5235746.000000 Penalty: 12434.032227 Iteration 12Q: 3 clusters Score -5235746 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 14596 members Entering Unmasked Estep Score: -5236396.000000 Penalty: 12434.032227 Iteration 13Q: 3 clusters Score -5236396 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 15257 members Entering Unmasked Estep Score: -5236976.000000 Penalty: 12434.032227 Iteration 14Q: 3 clusters Score -5236976 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -5237448.000000 Penalty: 12434.032227 Iteration 15Q: 3 clusters Score -5237448 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -5237936.000000 Penalty: 12434.032227 Iteration 16Q: 3 clusters Score -5237936 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 16826 members Entering Unmasked Estep Score: -5238415.000000 Penalty: 12434.032227 Iteration 17Q: 3 clusters Score -5238415 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 17264 members Entering Unmasked Estep Score: -5238881.500000 Penalty: 12434.032227 Iteration 18Q: 3 clusters Score -5238882 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -5239239.500000 Penalty: 12434.032227 Iteration 19Q: 3 clusters Score -5239240 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 17938 members Entering Unmasked Estep Score: -5239454.500000 Penalty: 12434.032227 Iteration 20F: 3 clusters Score -5239454 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 18159 members Entering Unmasked Estep Score: -5239608.500000 Penalty: 12434.032227 Iteration 21Q: 3 clusters Score -5239608 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 18325 members Entering Unmasked Estep Score: -5239674.000000 Penalty: 12434.032227 Iteration 22Q: 3 clusters Score -5239674 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 18451 members Entering Unmasked Estep Score: -5239724.000000 Penalty: 12434.032227 Iteration 23Q: 3 clusters Score -5239724 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 18551 members Entering Unmasked Estep Score: -5239742.500000 Penalty: 12434.032227 Iteration 24Q: 3 clusters Score -5239742 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 18619 members Entering Unmasked Estep Score: -5239799.500000 Penalty: 12434.032227 Iteration 25Q: 3 clusters Score -5239800 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 18662 members Entering Unmasked Estep Score: -5239800.000000 Penalty: 12434.032227 Iteration 26Q: 3 clusters Score -5239800 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 18682 members Entering Unmasked Estep Score: -5239804.500000 Penalty: 12434.032227 Iteration 27Q: 3 clusters Score -5239804 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 18696 members Entering Unmasked Estep Score: -5239806.000000 Penalty: 12434.032227 Iteration 28Q: 3 clusters Score -5239806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 18701 members Entering Unmasked Estep Score: -5239811.500000 Penalty: 12434.032227 Iteration 29Q: 3 clusters Score -5239812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 18702 members Entering Unmasked Estep Score: -5239807.000000 Penalty: 12434.032227 Iteration 30Q: 3 clusters Score -5239807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 18703 members Entering Unmasked Estep Score: -5239809.000000 Penalty: 12434.032227 Iteration 31Q: 3 clusters Score -5239809 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 18706 members Entering Unmasked Estep Score: -5239804.500000 Penalty: 12434.032227 Iteration 32Q: 3 clusters Score -5239804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 18708 members Entering Unmasked Estep Score: -5239804.000000 Penalty: 12434.032227 Iteration 33Q: 3 clusters Score -5239804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 18708 members Entering Unmasked Estep Score: -5239804.000000 Penalty: 12434.032227 Iteration 34F: 3 clusters Score -5239804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 39291 members Mstep: Class 2 contains 18708 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30076 members Mstep: Class 7 contains 6889 members Mstep: Class 9 contains 8002 members Mstep: Class 10 contains 171157 members Mstep: Class 12 contains 23644 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44804 members Mstep: Class 15 contains 4225 members Mstep: Class 16 contains 955 members Mstep: Class 17 contains 20777 members Mstep: Class 18 contains 195512 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep Score: -119147552.000000 Penalty: 121793.007812 Splitting cluster 7 changes total score from -119144680.000000 to -119147552.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 9 (8002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Entering Unmasked Estep Score: -1593273.000000 Penalty: 5504.811035 Iteration 0F: 2 clusters Score -1593273 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1585077.250000 Penalty: 11009.622070 Iteration 0F: 3 clusters Score -1585077 nChanged 3094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -1591544.500000 Penalty: 11009.622070 Iteration 1F: 3 clusters Score -1591544 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1599845.250000 Penalty: 11009.622070 Iteration 2F: 3 clusters Score -1599845 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1602501.000000 Penalty: 11009.622070 Iteration 3F: 3 clusters Score -1602501 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1602975.500000 Penalty: 11009.622070 Iteration 4Q: 3 clusters Score -1602976 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1603076.000000 Penalty: 11009.622070 Iteration 5Q: 3 clusters Score -1603076 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1603123.875000 Penalty: 11009.622070 Iteration 6Q: 3 clusters Score -1603124 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1603144.000000 Penalty: 11009.622070 Iteration 7Q: 3 clusters Score -1603144 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1603155.250000 Penalty: 11009.622070 Iteration 8Q: 3 clusters Score -1603155 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1603166.250000 Penalty: 11009.622070 Iteration 9Q: 3 clusters Score -1603166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1603163.625000 Penalty: 11009.622070 Iteration 10Q: 3 clusters Score -1603164 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1603171.125000 Penalty: 11009.622070 Iteration 11Q: 3 clusters Score -1603171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1603171.875000 Penalty: 11009.622070 Iteration 12Q: 3 clusters Score -1603172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1603172.250000 Penalty: 11009.622070 Iteration 13Q: 3 clusters Score -1603172 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1603173.750000 Penalty: 11009.622070 Iteration 14Q: 3 clusters Score -1603174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1603176.125000 Penalty: 11009.622070 Iteration 15Q: 3 clusters Score -1603176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1603176.750000 Penalty: 11009.622070 Iteration 16Q: 3 clusters Score -1603177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1603176.750000 Penalty: 11009.622070 Iteration 17Q: 3 clusters Score -1603177 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1603176.750000 Penalty: 11009.622070 Iteration 18F: 3 clusters Score -1603177 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 39291 members Mstep: Class 2 contains 18708 members Mstep: Class 3 contains 1336 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30076 members Mstep: Class 7 contains 6889 members Mstep: Class 9 contains 6666 members Mstep: Class 10 contains 171157 members Mstep: Class 12 contains 23644 members Mstep: Class 13 contains 3675 members Mstep: Class 14 contains 44804 members Mstep: Class 15 contains 4225 members Mstep: Class 16 contains 955 members Mstep: Class 17 contains 20777 members Mstep: Class 18 contains 195512 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep Score: -119154808.000000 Penalty: 129912.546875 Splitting cluster 9 changes total score from -119144680.000000 to -119154808.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 10 (171157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171157 members Entering Unmasked Estep Score: -36144196.000000 Penalty: 7380.831543 Iteration 0F: 2 clusters Score -3.61442e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85508 members Mstep: Class 2 contains 85649 members Entering Unmasked Estep Score: -36029032.000000 Penalty: 14761.663086 Iteration 0F: 3 clusters Score -3.602903e+07 nChanged 79809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84993 members Mstep: Class 2 contains 86164 members Entering Unmasked Estep Score: -36073808.000000 Penalty: 14761.663086 Iteration 1F: 3 clusters Score -3.607381e+07 nChanged 5585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84990 members Mstep: Class 2 contains 86167 members Entering Unmasked Estep Score: -36075216.000000 Penalty: 14761.663086 Iteration 2Q: 3 clusters Score -3.607522e+07 nChanged 5226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84884 members Mstep: Class 2 contains 86273 members Entering Unmasked Estep Score: -36076312.000000 Penalty: 14761.663086 Iteration 3Q: 3 clusters Score -3.607631e+07 nChanged 4885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84799 members Mstep: Class 2 contains 86358 members Entering Unmasked Estep Score: -36077352.000000 Penalty: 14761.663086 Iteration 4Q: 3 clusters Score -3.607735e+07 nChanged 4707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84676 members Mstep: Class 2 contains 86481 members Entering Unmasked Estep Score: -36078252.000000 Penalty: 14761.663086 Iteration 5Q: 3 clusters Score -3.607825e+07 nChanged 4644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84516 members Mstep: Class 2 contains 86641 members Entering Unmasked Estep Score: -36079312.000000 Penalty: 14761.663086 Iteration 6Q: 3 clusters Score -3.607931e+07 nChanged 4635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84389 members Mstep: Class 2 contains 86768 members Entering Unmasked Estep Score: -36080412.000000 Penalty: 14761.663086 Iteration 7Q: 3 clusters Score -3.608041e+07 nChanged 4635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84084 members Mstep: Class 2 contains 87073 members Entering Unmasked Estep Score: -36081576.000000 Penalty: 14761.663086 Iteration 8Q: 3 clusters Score -3.608158e+07 nChanged 4790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83610 members Mstep: Class 2 contains 87547 members Entering Unmasked Estep Score: -36082384.000000 Penalty: 14761.663086 Iteration 9Q: 3 clusters Score -3.608238e+07 nChanged 4784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82810 members Mstep: Class 2 contains 88347 members Entering Unmasked Estep Score: -36083656.000000 Penalty: 14761.663086 Iteration 10Q: 3 clusters Score -3.608366e+07 nChanged 4947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81615 members Mstep: Class 2 contains 89542 members Entering Unmasked Estep Score: -36084884.000000 Penalty: 14761.663086 Iteration 11Q: 3 clusters Score -3.608488e+07 nChanged 5184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79901 members Mstep: Class 2 contains 91256 members Entering Unmasked Estep Score: -36086744.000000 Penalty: 14761.663086 Iteration 12Q: 3 clusters Score -3.608674e+07 nChanged 5714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77453 members Mstep: Class 2 contains 93704 members Entering Unmasked Estep Score: -36088776.000000 Penalty: 14761.663086 Iteration 13Q: 3 clusters Score -3.608878e+07 nChanged 6434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74193 members Mstep: Class 2 contains 96964 members Entering Unmasked Estep Score: -36091656.000000 Penalty: 14761.663086 Iteration 14Q: 3 clusters Score -3.609166e+07 nChanged 7376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70067 members Mstep: Class 2 contains 101090 members Entering Unmasked Estep Score: -36095836.000000 Penalty: 14761.663086 Iteration 15Q: 3 clusters Score -3.609584e+07 nChanged 8334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65297 members Mstep: Class 2 contains 105860 members Entering Unmasked Estep Score: -36100764.000000 Penalty: 14761.663086 Iteration 16Q: 3 clusters Score -3.610076e+07 nChanged 8586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60363 members Mstep: Class 2 contains 110794 members Entering Unmasked Estep Score: -36106288.000000 Penalty: 14761.663086 Iteration 17F: 3 clusters Score -3.610629e+07 nChanged 7793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55988 members Mstep: Class 2 contains 115169 members Entering Unmasked Estep Score: -36110676.000000 Penalty: 14761.663086 Iteration 18Q: 3 clusters Score -3.611068e+07 nChanged 6196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52262 members Mstep: Class 2 contains 118895 members Entering Unmasked Estep Score: -36113416.000000 Penalty: 14761.663086 Iteration 19Q: 3 clusters Score -3.611342e+07 nChanged 4474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48832 members Mstep: Class 2 contains 122325 members Entering Unmasked Estep Score: -36115024.000000 Penalty: 14761.663086 Iteration 20F: 3 clusters Score -3.611502e+07 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45428 members Mstep: Class 2 contains 125729 members Entering Unmasked Estep Score: -36116204.000000 Penalty: 14761.663086 Iteration 21Q: 3 clusters Score -3.61162e+07 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41924 members Mstep: Class 2 contains 129233 members Entering Unmasked Estep Score: -36117524.000000 Penalty: 14761.663086 Iteration 22Q: 3 clusters Score -3.611752e+07 nChanged 3610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38324 members Mstep: Class 2 contains 132833 members Entering Unmasked Estep Score: -36118796.000000 Penalty: 14761.663086 Iteration 23Q: 3 clusters Score -3.61188e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34653 members Mstep: Class 2 contains 136504 members Entering Unmasked Estep Score: -36120340.000000 Penalty: 14761.663086 Iteration 24Q: 3 clusters Score -3.612034e+07 nChanged 3739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30914 members Mstep: Class 2 contains 140243 members Entering Unmasked Estep Score: -36122252.000000 Penalty: 14761.663086 Iteration 25Q: 3 clusters Score -3.612225e+07 nChanged 3645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27271 members Mstep: Class 2 contains 143886 members Entering Unmasked Estep Score: -36124140.000000 Penalty: 14761.663086 Iteration 26Q: 3 clusters Score -3.612414e+07 nChanged 3583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23692 members Mstep: Class 2 contains 147465 members Entering Unmasked Estep Score: -36125968.000000 Penalty: 14761.663086 Iteration 27Q: 3 clusters Score -3.612597e+07 nChanged 3317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20379 members Mstep: Class 2 contains 150778 members Entering Unmasked Estep Score: -36127840.000000 Penalty: 14761.663086 Iteration 28Q: 3 clusters Score -3.612784e+07 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17281 members Mstep: Class 2 contains 153876 members Entering Unmasked Estep Score: -36129672.000000 Penalty: 14761.663086 Iteration 29Q: 3 clusters Score -3.612967e+07 nChanged 2737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 156607 members Entering Unmasked Estep Score: -36131216.000000 Penalty: 14761.663086 Iteration 30Q: 3 clusters Score -3.613122e+07 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 158984 members Entering Unmasked Estep Score: -36132592.000000 Penalty: 14761.663086 Iteration 31Q: 3 clusters Score -3.613259e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 160977 members Entering Unmasked Estep Score: -36133712.000000 Penalty: 14761.663086 Iteration 32Q: 3 clusters Score -3.613371e+07 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 162611 members Entering Unmasked Estep Score: -36134724.000000 Penalty: 14761.663086 Iteration 33Q: 3 clusters Score -3.613472e+07 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 163955 members Entering Unmasked Estep Score: -36135604.000000 Penalty: 14761.663086 Iteration 34Q: 3 clusters Score -3.61356e+07 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 165014 members Entering Unmasked Estep Score: -36136188.000000 Penalty: 14761.663086 Iteration 35Q: 3 clusters Score -3.613619e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 165833 members Entering Unmasked Estep Score: -36136764.000000 Penalty: 14761.663086 Iteration 36Q: 3 clusters Score -3.613676e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 166433 members Entering Unmasked Estep Score: -36137192.000000 Penalty: 14761.663086 Iteration 37Q: 3 clusters Score -3.613719e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 166871 members Entering Unmasked Estep Score: -36137560.000000 Penalty: 14761.663086 Iteration 38Q: 3 clusters Score -3.613756e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 167202 members Entering Unmasked Estep Score: -36137704.000000 Penalty: 14761.663086 Iteration 39Q: 3 clusters Score -3.61377e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 167442 members Entering Unmasked Estep Score: -36137788.000000 Penalty: 14761.663086 Iteration 40F: 3 clusters Score -3.613779e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 167645 members Entering Unmasked Estep Score: -36137892.000000 Penalty: 14761.663086 Iteration 41Q: 3 clusters Score -3.613789e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 167819 members Entering Unmasked Estep Score: -36137964.000000 Penalty: 14761.663086 Iteration 42Q: 3 clusters Score -3.613796e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 167960 members Entering Unmasked Estep Score: -36137928.000000 Penalty: 14761.663086 Iteration 43Q: 3 clusters Score -3.613793e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 168092 members Entering Unmasked Estep Score: -36138028.000000 Penalty: 14761.663086 Iteration 44Q: 3 clusters Score -3.613803e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 168193 members Entering Unmasked Estep Score: -36138064.000000 Penalty: 14761.663086 Iteration 45Q: 3 clusters Score -3.613806e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 168287 members Entering Unmasked Estep Score: -36138112.000000 Penalty: 14761.663086 Iteration 46Q: 3 clusters Score -3.613811e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 168363 members Entering Unmasked Estep Score: -36138120.000000 Penalty: 14761.663086 Iteration 47Q: 3 clusters Score -3.613812e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 168429 members Entering Unmasked Estep Score: -36138124.000000 Penalty: 14761.663086 Iteration 48Q: 3 clusters Score -3.613812e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 168471 members Entering Unmasked Estep Score: -36138188.000000 Penalty: 14761.663086 Iteration 49Q: 3 clusters Score -3.613819e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 168508 members Entering Unmasked Estep Score: -36138164.000000 Penalty: 14761.663086 Iteration 50Q: 3 clusters Score -3.613816e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 168543 members Entering Unmasked Estep Score: -36138184.000000 Penalty: 14761.663086 Iteration 51Q: 3 clusters Score -3.613818e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 168567 members Entering Unmasked Estep Score: -36138188.000000 Penalty: 14761.663086 Iteration 52Q: 3 clusters Score -3.613819e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 168586 members Entering Unmasked Estep Score: -36138176.000000 Penalty: 14761.663086 Iteration 53Q: 3 clusters Score -3.613818e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 168594 members Entering Unmasked Estep Score: -36138228.000000 Penalty: 14761.663086 Iteration 54Q: 3 clusters Score -3.613823e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 168604 members Entering Unmasked Estep Score: -36138196.000000 Penalty: 14761.663086 Iteration 55Q: 3 clusters Score -3.61382e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 168610 members Entering Unmasked Estep Score: -36138196.000000 Penalty: 14761.663086 Iteration 56Q: 3 clusters Score -3.61382e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 168617 members Entering Unmasked Estep Score: -36138192.000000 Penalty: 14761.663086 Iteration 57Q: 3 clusters Score -3.613819e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 168625 members Entering Unmasked Estep Score: -36138228.000000 Penalty: 14761.663086 Iteration 58Q: 3 clusters Score -3.613823e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 168633 members Entering Unmasked Estep Score: -36138232.000000 Penalty: 14761.663086 Iteration 59Q: 3 clusters Score -3.613823e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 168640 members Entering Unmasked Estep Score: -36138244.000000 Penalty: 14761.663086 Iteration 60F: 3 clusters Score -3.613824e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 168650 members Entering Unmasked Estep Score: -36138224.000000 Penalty: 14761.663086 Iteration 61Q: 3 clusters Score -3.613822e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 168655 members Entering Unmasked Estep Score: -36138244.000000 Penalty: 14761.663086 Iteration 62Q: 3 clusters Score -3.613824e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 168663 members Entering Unmasked Estep Score: -36138244.000000 Penalty: 14761.663086 Iteration 63Q: 3 clusters Score -3.613824e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 168674 members Entering Unmasked Estep Score: -36138268.000000 Penalty: 14761.663086 Iteration 64Q: 3 clusters Score -3.613827e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 168682 members Entering Unmasked Estep Score: -36138272.000000 Penalty: 14761.663086 Iteration 65Q: 3 clusters Score -3.613827e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 168687 members Entering Unmasked Estep Score: -36138268.000000 Penalty: 14761.663086 Iteration 66Q: 3 clusters Score -3.613827e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 168688 members Entering Unmasked Estep Score: -36138272.000000 Penalty: 14761.663086 Iteration 67Q: 3 clusters Score -3.613827e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 168690 members Entering Unmasked Estep Score: -36138288.000000 Penalty: 14761.663086 Iteration 68Q: 3 clusters Score -3.613829e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 168690 members Entering Unmasked Estep Score: -36138288.000000 Penalty: 14761.663086 Iteration 69F: 3 clusters Score -3.613829e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (23644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23644 members Entering Unmasked Estep Score: -4983975.000000 Penalty: 6168.404785 Iteration 0F: 2 clusters Score -4983975 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11739 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -4965068.500000 Penalty: 12336.809570 Iteration 0F: 3 clusters Score -4965068 nChanged 9792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -4970350.500000 Penalty: 12336.809570 Iteration 1F: 3 clusters Score -4970350 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11757 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -4971152.500000 Penalty: 12336.809570 Iteration 2F: 3 clusters Score -4971152 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -4971917.500000 Penalty: 12336.809570 Iteration 3F: 3 clusters Score -4971918 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11969 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -4972777.000000 Penalty: 12336.809570 Iteration 4F: 3 clusters Score -4972777 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 11447 members Entering Unmasked Estep Score: -4973759.000000 Penalty: 12336.809570 Iteration 5F: 3 clusters Score -4973759 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -4974869.500000 Penalty: 12336.809570 Iteration 6F: 3 clusters Score -4974870 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13006 members Mstep: Class 2 contains 10638 members Entering Unmasked Estep Score: -4975922.000000 Penalty: 12336.809570 Iteration 7F: 3 clusters Score -4975922 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13560 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -4976884.500000 Penalty: 12336.809570 Iteration 8F: 3 clusters Score -4976884 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -4977707.500000 Penalty: 12336.809570 Iteration 9F: 3 clusters Score -4977708 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14621 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -4978307.500000 Penalty: 12336.809570 Iteration 10Q: 3 clusters Score -4978308 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15087 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -4978848.000000 Penalty: 12336.809570 Iteration 11Q: 3 clusters Score -4978848 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15556 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -4979335.500000 Penalty: 12336.809570 Iteration 12Q: 3 clusters Score -4979336 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16029 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -4979849.500000 Penalty: 12336.809570 Iteration 13Q: 3 clusters Score -4979850 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16466 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -4980308.500000 Penalty: 12336.809570 Iteration 14Q: 3 clusters Score -4980308 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16867 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -4980631.000000 Penalty: 12336.809570 Iteration 15Q: 3 clusters Score -4980631 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17197 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -4980871.000000 Penalty: 12336.809570 Iteration 16Q: 3 clusters Score -4980871 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17465 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -4981023.500000 Penalty: 12336.809570 Iteration 17Q: 3 clusters Score -4981024 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17677 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -4981107.500000 Penalty: 12336.809570 Iteration 18Q: 3 clusters Score -4981108 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17870 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -4981183.000000 Penalty: 12336.809570 Iteration 19Q: 3 clusters Score -4981183 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18030 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -4981278.000000 Penalty: 12336.809570 Iteration 20F: 3 clusters Score -4981278 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18161 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -4981327.500000 Penalty: 12336.809570 Iteration 21Q: 3 clusters Score -4981328 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18263 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -4981357.500000 Penalty: 12336.809570 Iteration 22Q: 3 clusters Score -4981358 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18340 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -4981400.000000 Penalty: 12336.809570 Iteration 23Q: 3 clusters Score -4981400 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -4981421.500000 Penalty: 12336.809570 Iteration 24Q: 3 clusters Score -4981422 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18484 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -4981437.000000 Penalty: 12336.809570 Iteration 25Q: 3 clusters Score -4981437 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18534 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -4981448.500000 Penalty: 12336.809570 Iteration 26Q: 3 clusters Score -4981448 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18585 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -4981466.500000 Penalty: 12336.809570 Iteration 27Q: 3 clusters Score -4981466 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18630 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -4981484.000000 Penalty: 12336.809570 Iteration 28Q: 3 clusters Score -4981484 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18668 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -4981497.000000 Penalty: 12336.809570 Iteration 29Q: 3 clusters Score -4981497 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18692 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -4981508.000000 Penalty: 12336.809570 Iteration 30Q: 3 clusters Score -4981508 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18713 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -4981506.500000 Penalty: 12336.809570 Iteration 31Q: 3 clusters Score -4981506 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -4981510.000000 Penalty: 12336.809570 Iteration 32Q: 3 clusters Score -4981510 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -4981515.500000 Penalty: 12336.809570 Iteration 33Q: 3 clusters Score -4981516 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18772 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -4981521.000000 Penalty: 12336.809570 Iteration 34Q: 3 clusters Score -4981521 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18792 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -4981529.500000 Penalty: 12336.809570 Iteration 35Q: 3 clusters Score -4981530 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18812 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -4981527.500000 Penalty: 12336.809570 Iteration 36Q: 3 clusters Score -4981528 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18829 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -4981537.500000 Penalty: 12336.809570 Iteration 37Q: 3 clusters Score -4981538 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18843 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -4981540.500000 Penalty: 12336.809570 Iteration 38Q: 3 clusters Score -4981540 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18855 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -4981534.500000 Penalty: 12336.809570 Iteration 39Q: 3 clusters Score -4981534 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18862 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -4981533.000000 Penalty: 12336.809570 Iteration 40F: 3 clusters Score -4981533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -4981536.500000 Penalty: 12336.809570 Iteration 41Q: 3 clusters Score -4981536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18866 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -4981531.000000 Penalty: 12336.809570 Iteration 42Q: 3 clusters Score -4981531 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18871 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -4981539.500000 Penalty: 12336.809570 Iteration 43Q: 3 clusters Score -4981540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18874 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -4981540.500000 Penalty: 12336.809570 Iteration 44Q: 3 clusters Score -4981540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18876 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -4981540.000000 Penalty: 12336.809570 Iteration 45Q: 3 clusters Score -4981540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18878 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -4981541.500000 Penalty: 12336.809570 Iteration 46Q: 3 clusters Score -4981542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18878 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -4981541.500000 Penalty: 12336.809570 Iteration 47F: 3 clusters Score -4981542 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Entering Unmasked Estep Score: -653284.937500 Penalty: 5028.201660 Iteration 0F: 2 clusters Score -653284.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -648141.250000 Penalty: 10056.403320 Iteration 0F: 3 clusters Score -648141.2 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -658236.187500 Penalty: 10056.403320 Iteration 1F: 3 clusters Score -658236.2 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -677608.625000 Penalty: 10056.403320 Iteration 2F: 3 clusters Score -677608.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -686108.750000 Penalty: 10056.403320 Iteration 3Q: 3 clusters Score -686108.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -687780.312500 Penalty: 10056.403320 Iteration 4Q: 3 clusters Score -687780.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -688308.937500 Penalty: 10056.403320 Iteration 5Q: 3 clusters Score -688308.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -688308.937500 Penalty: 10056.403320 Iteration 6F: 3 clusters Score -688308.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 39291 members Mstep: Class 2 contains 18708 members Mstep: Class 3 contains 1336 members Mstep: Class 4 contains 1086 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30076 members Mstep: Class 7 contains 6889 members Mstep: Class 9 contains 6666 members Mstep: Class 10 contains 171157 members Mstep: Class 12 contains 23644 members Mstep: Class 13 contains 2589 members Mstep: Class 14 contains 44804 members Mstep: Class 15 contains 4225 members Mstep: Class 16 contains 955 members Mstep: Class 17 contains 20777 members Mstep: Class 18 contains 195512 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep Score: -119186824.000000 Penalty: 138032.078125 Splitting cluster 13 changes total score from -119144680.000000 to -119186824.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 14 (44804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44804 members Entering Unmasked Estep Score: -9523373.000000 Penalty: 6559.907227 Iteration 0F: 2 clusters Score -9523373 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22188 members Mstep: Class 2 contains 22616 members Entering Unmasked Estep Score: -9491087.000000 Penalty: 13119.814453 Iteration 0F: 3 clusters Score -9491087 nChanged 19652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21410 members Mstep: Class 2 contains 23394 members Entering Unmasked Estep Score: -9501477.000000 Penalty: 13119.814453 Iteration 1F: 3 clusters Score -9501477 nChanged 2385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20895 members Mstep: Class 2 contains 23909 members Entering Unmasked Estep Score: -9502300.000000 Penalty: 13119.814453 Iteration 2F: 3 clusters Score -9502300 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20239 members Mstep: Class 2 contains 24565 members Entering Unmasked Estep Score: -9503072.000000 Penalty: 13119.814453 Iteration 3Q: 3 clusters Score -9503072 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19503 members Mstep: Class 2 contains 25301 members Entering Unmasked Estep Score: -9503703.000000 Penalty: 13119.814453 Iteration 4Q: 3 clusters Score -9503703 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18582 members Mstep: Class 2 contains 26222 members Entering Unmasked Estep Score: -9504416.000000 Penalty: 13119.814453 Iteration 5Q: 3 clusters Score -9504416 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17534 members Mstep: Class 2 contains 27270 members Entering Unmasked Estep Score: -9505275.000000 Penalty: 13119.814453 Iteration 6Q: 3 clusters Score -9505275 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16278 members Mstep: Class 2 contains 28526 members Entering Unmasked Estep Score: -9506448.000000 Penalty: 13119.814453 Iteration 7Q: 3 clusters Score -9506448 nChanged 1972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 29868 members Entering Unmasked Estep Score: -9507717.000000 Penalty: 13119.814453 Iteration 8Q: 3 clusters Score -9507717 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13519 members Mstep: Class 2 contains 31285 members Entering Unmasked Estep Score: -9509160.000000 Penalty: 13119.814453 Iteration 9Q: 3 clusters Score -9509160 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12009 members Mstep: Class 2 contains 32795 members Entering Unmasked Estep Score: -9510872.000000 Penalty: 13119.814453 Iteration 10Q: 3 clusters Score -9510872 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 34236 members Entering Unmasked Estep Score: -9512450.000000 Penalty: 13119.814453 Iteration 11Q: 3 clusters Score -9512450 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 35587 members Entering Unmasked Estep Score: -9513876.000000 Penalty: 13119.814453 Iteration 12Q: 3 clusters Score -9513876 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 36787 members Entering Unmasked Estep Score: -9514950.000000 Penalty: 13119.814453 Iteration 13Q: 3 clusters Score -9514950 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 37772 members Entering Unmasked Estep Score: -9515688.000000 Penalty: 13119.814453 Iteration 14Q: 3 clusters Score -9515688 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 38571 members Entering Unmasked Estep Score: -9516208.000000 Penalty: 13119.814453 Iteration 15Q: 3 clusters Score -9516208 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 39220 members Entering Unmasked Estep Score: -9516669.000000 Penalty: 13119.814453 Iteration 16Q: 3 clusters Score -9516669 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 39738 members Entering Unmasked Estep Score: -9516990.000000 Penalty: 13119.814453 Iteration 17Q: 3 clusters Score -9516990 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 40147 members Entering Unmasked Estep Score: -9517231.000000 Penalty: 13119.814453 Iteration 18Q: 3 clusters Score -9517231 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 40449 members Entering Unmasked Estep Score: -9517349.000000 Penalty: 13119.814453 Iteration 19Q: 3 clusters Score -9517349 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 40680 members Entering Unmasked Estep Score: -9517451.000000 Penalty: 13119.814453 Iteration 20F: 3 clusters Score -9517451 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 40898 members Entering Unmasked Estep Score: -9517573.000000 Penalty: 13119.814453 Iteration 21Q: 3 clusters Score -9517573 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 41076 members Entering Unmasked Estep Score: -9517636.000000 Penalty: 13119.814453 Iteration 22Q: 3 clusters Score -9517636 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 41213 members Entering Unmasked Estep Score: -9517699.000000 Penalty: 13119.814453 Iteration 23Q: 3 clusters Score -9517699 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 41334 members Entering Unmasked Estep Score: -9517735.000000 Penalty: 13119.814453 Iteration 24Q: 3 clusters Score -9517735 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 41443 members Entering Unmasked Estep Score: -9517783.000000 Penalty: 13119.814453 Iteration 25Q: 3 clusters Score -9517783 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 41551 members Entering Unmasked Estep Score: -9517834.000000 Penalty: 13119.814453 Iteration 26Q: 3 clusters Score -9517834 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 41616 members Entering Unmasked Estep Score: -9517864.000000 Penalty: 13119.814453 Iteration 27Q: 3 clusters Score -9517864 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 41671 members Entering Unmasked Estep Score: -9517889.000000 Penalty: 13119.814453 Iteration 28Q: 3 clusters Score -9517889 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 41730 members Entering Unmasked Estep Score: -9517887.000000 Penalty: 13119.814453 Iteration 29Q: 3 clusters Score -9517887 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 41783 members Entering Unmasked Estep Score: -9517917.000000 Penalty: 13119.814453 Iteration 30Q: 3 clusters Score -9517917 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 41829 members Entering Unmasked Estep Score: -9517929.000000 Penalty: 13119.814453 Iteration 31Q: 3 clusters Score -9517929 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 41865 members Entering Unmasked Estep Score: -9517947.000000 Penalty: 13119.814453 Iteration 32Q: 3 clusters Score -9517947 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 41891 members Entering Unmasked Estep Score: -9517965.000000 Penalty: 13119.814453 Iteration 33Q: 3 clusters Score -9517965 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 41915 members Entering Unmasked Estep Score: -9517961.000000 Penalty: 13119.814453 Iteration 34Q: 3 clusters Score -9517961 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 41933 members Entering Unmasked Estep Score: -9517979.000000 Penalty: 13119.814453 Iteration 35Q: 3 clusters Score -9517979 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 41952 members Entering Unmasked Estep Score: -9517984.000000 Penalty: 13119.814453 Iteration 36Q: 3 clusters Score -9517984 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 41968 members Entering Unmasked Estep Score: -9517977.000000 Penalty: 13119.814453 Iteration 37Q: 3 clusters Score -9517977 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 41978 members Entering Unmasked Estep Score: -9517979.000000 Penalty: 13119.814453 Iteration 38Q: 3 clusters Score -9517979 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 41990 members Entering Unmasked Estep Score: -9517999.000000 Penalty: 13119.814453 Iteration 39Q: 3 clusters Score -9517999 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 42002 members Entering Unmasked Estep Score: -9517999.000000 Penalty: 13119.814453 Iteration 40F: 3 clusters Score -9517999 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 42021 members Entering Unmasked Estep Score: -9517996.000000 Penalty: 13119.814453 Iteration 41Q: 3 clusters Score -9517996 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 42035 members Entering Unmasked Estep Score: -9517988.000000 Penalty: 13119.814453 Iteration 42Q: 3 clusters Score -9517988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 42046 members Entering Unmasked Estep Score: -9517998.000000 Penalty: 13119.814453 Iteration 43Q: 3 clusters Score -9517998 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 42058 members Entering Unmasked Estep Score: -9518015.000000 Penalty: 13119.814453 Iteration 44Q: 3 clusters Score -9518015 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 42067 members Entering Unmasked Estep Score: -9518007.000000 Penalty: 13119.814453 Iteration 45Q: 3 clusters Score -9518007 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 42074 members Entering Unmasked Estep Score: -9518021.000000 Penalty: 13119.814453 Iteration 46Q: 3 clusters Score -9518021 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 42079 members Entering Unmasked Estep Score: -9518022.000000 Penalty: 13119.814453 Iteration 47Q: 3 clusters Score -9518022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 42083 members Entering Unmasked Estep Score: -9518030.000000 Penalty: 13119.814453 Iteration 48Q: 3 clusters Score -9518030 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 42084 members Entering Unmasked Estep Score: -9518030.000000 Penalty: 13119.814453 Iteration 49Q: 3 clusters Score -9518030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 42086 members Entering Unmasked Estep Score: -9518022.000000 Penalty: 13119.814453 Iteration 50Q: 3 clusters Score -9518022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 42090 members Entering Unmasked Estep Score: -9518029.000000 Penalty: 13119.814453 Iteration 51Q: 3 clusters Score -9518029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 42093 members Entering Unmasked Estep Score: -9518025.000000 Penalty: 13119.814453 Iteration 52Q: 3 clusters Score -9518025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 42096 members Entering Unmasked Estep Score: -9518023.000000 Penalty: 13119.814453 Iteration 53Q: 3 clusters Score -9518023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 42099 members Entering Unmasked Estep Score: -9518032.000000 Penalty: 13119.814453 Iteration 54Q: 3 clusters Score -9518032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 42102 members Entering Unmasked Estep Score: -9518033.000000 Penalty: 13119.814453 Iteration 55Q: 3 clusters Score -9518033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 42102 members Entering Unmasked Estep Score: -9518039.000000 Penalty: 13119.814453 Iteration 56Q: 3 clusters Score -9518039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 42104 members Entering Unmasked Estep Score: -9518034.000000 Penalty: 13119.814453 Iteration 57Q: 3 clusters Score -9518034 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 42108 members Entering Unmasked Estep Score: -9518028.000000 Penalty: 13119.814453 Iteration 58Q: 3 clusters Score -9518028 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 42110 members Entering Unmasked Estep Score: -9518028.000000 Penalty: 13119.814453 Iteration 59Q: 3 clusters Score -9518028 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 42112 members Entering Unmasked Estep Score: -9518033.000000 Penalty: 13119.814453 Iteration 60F: 3 clusters Score -9518033 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Entering Unmasked Estep Score: -840609.500000 Penalty: 5113.624512 Iteration 0F: 2 clusters Score -840609.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -834177.125000 Penalty: 10227.249023 Iteration 0F: 3 clusters Score -834177.1 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -835385.937500 Penalty: 10227.249023 Iteration 1F: 3 clusters Score -835385.9 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -835804.062500 Penalty: 10227.249023 Iteration 2F: 3 clusters Score -835804.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -836036.250000 Penalty: 10227.249023 Iteration 3F: 3 clusters Score -836036.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -836211.937500 Penalty: 10227.249023 Iteration 4Q: 3 clusters Score -836211.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -836388.625000 Penalty: 10227.249023 Iteration 5Q: 3 clusters Score -836388.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -836562.500000 Penalty: 10227.249023 Iteration 6Q: 3 clusters Score -836562.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -836684.000000 Penalty: 10227.249023 Iteration 7Q: 3 clusters Score -836684 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -836793.750000 Penalty: 10227.249023 Iteration 8Q: 3 clusters Score -836793.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -836870.500000 Penalty: 10227.249023 Iteration 9Q: 3 clusters Score -836870.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -836926.312500 Penalty: 10227.249023 Iteration 10Q: 3 clusters Score -836926.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -836970.562500 Penalty: 10227.249023 Iteration 11Q: 3 clusters Score -836970.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -837004.500000 Penalty: 10227.249023 Iteration 12Q: 3 clusters Score -837004.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -837027.562500 Penalty: 10227.249023 Iteration 13Q: 3 clusters Score -837027.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -837053.625000 Penalty: 10227.249023 Iteration 14Q: 3 clusters Score -837053.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -837078.812500 Penalty: 10227.249023 Iteration 15Q: 3 clusters Score -837078.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -837104.000000 Penalty: 10227.249023 Iteration 16Q: 3 clusters Score -837104 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -837129.687500 Penalty: 10227.249023 Iteration 17Q: 3 clusters Score -837129.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -837153.125000 Penalty: 10227.249023 Iteration 18Q: 3 clusters Score -837153.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -837178.312500 Penalty: 10227.249023 Iteration 19Q: 3 clusters Score -837178.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -837216.312500 Penalty: 10227.249023 Iteration 20F: 3 clusters Score -837216.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -837251.875000 Penalty: 10227.249023 Iteration 21Q: 3 clusters Score -837251.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -837283.625000 Penalty: 10227.249023 Iteration 22Q: 3 clusters Score -837283.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -837332.375000 Penalty: 10227.249023 Iteration 23Q: 3 clusters Score -837332.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -837358.375000 Penalty: 10227.249023 Iteration 24Q: 3 clusters Score -837358.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -837373.750000 Penalty: 10227.249023 Iteration 25Q: 3 clusters Score -837373.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -837398.250000 Penalty: 10227.249023 Iteration 26Q: 3 clusters Score -837398.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -837416.687500 Penalty: 10227.249023 Iteration 27Q: 3 clusters Score -837416.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -837435.562500 Penalty: 10227.249023 Iteration 28Q: 3 clusters Score -837435.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -837457.250000 Penalty: 10227.249023 Iteration 29Q: 3 clusters Score -837457.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -837476.937500 Penalty: 10227.249023 Iteration 30Q: 3 clusters Score -837476.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -837502.312500 Penalty: 10227.249023 Iteration 31Q: 3 clusters Score -837502.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -837546.000000 Penalty: 10227.249023 Iteration 32Q: 3 clusters Score -837546 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -837572.187500 Penalty: 10227.249023 Iteration 33Q: 3 clusters Score -837572.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -837615.687500 Penalty: 10227.249023 Iteration 34Q: 3 clusters Score -837615.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -837657.750000 Penalty: 10227.249023 Iteration 35Q: 3 clusters Score -837657.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -837690.562500 Penalty: 10227.249023 Iteration 36Q: 3 clusters Score -837690.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -837724.375000 Penalty: 10227.249023 Iteration 37Q: 3 clusters Score -837724.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -837752.875000 Penalty: 10227.249023 Iteration 38Q: 3 clusters Score -837752.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -837771.312500 Penalty: 10227.249023 Iteration 39Q: 3 clusters Score -837771.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -837836.625000 Penalty: 10227.249023 Iteration 40F: 3 clusters Score -837836.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -838012.562500 Penalty: 10227.249023 Iteration 41Q: 3 clusters Score -838012.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -838213.750000 Penalty: 10227.249023 Iteration 42Q: 3 clusters Score -838213.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -838307.812500 Penalty: 10227.249023 Iteration 43Q: 3 clusters Score -838307.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -838403.375000 Penalty: 10227.249023 Iteration 44Q: 3 clusters Score -838403.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -838478.187500 Penalty: 10227.249023 Iteration 45Q: 3 clusters Score -838478.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -838540.437500 Penalty: 10227.249023 Iteration 46Q: 3 clusters Score -838540.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -838589.750000 Penalty: 10227.249023 Iteration 47Q: 3 clusters Score -838589.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -838622.000000 Penalty: 10227.249023 Iteration 48Q: 3 clusters Score -838622 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -838641.750000 Penalty: 10227.249023 Iteration 49Q: 3 clusters Score -838641.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -838669.875000 Penalty: 10227.249023 Iteration 50Q: 3 clusters Score -838669.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -838694.750000 Penalty: 10227.249023 Iteration 51Q: 3 clusters Score -838694.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -838714.375000 Penalty: 10227.249023 Iteration 52Q: 3 clusters Score -838714.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -838729.937500 Penalty: 10227.249023 Iteration 53Q: 3 clusters Score -838729.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -838742.125000 Penalty: 10227.249023 Iteration 54Q: 3 clusters Score -838742.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -838747.750000 Penalty: 10227.249023 Iteration 55Q: 3 clusters Score -838747.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -838756.000000 Penalty: 10227.249023 Iteration 56Q: 3 clusters Score -838756 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -838764.125000 Penalty: 10227.249023 Iteration 57Q: 3 clusters Score -838764.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -838774.250000 Penalty: 10227.249023 Iteration 58Q: 3 clusters Score -838774.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -838782.937500 Penalty: 10227.249023 Iteration 59Q: 3 clusters Score -838782.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -838793.062500 Penalty: 10227.249023 Iteration 60F: 3 clusters Score -838793.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -838795.937500 Penalty: 10227.249023 Iteration 61Q: 3 clusters Score -838795.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -838796.937500 Penalty: 10227.249023 Iteration 62Q: 3 clusters Score -838796.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -838802.062500 Penalty: 10227.249023 Iteration 63Q: 3 clusters Score -838802.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -838802.062500 Penalty: 10227.249023 Iteration 64F: 3 clusters Score -838802.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Entering Unmasked Estep Score: -187936.484375 Penalty: 4202.798340 Iteration 0F: 2 clusters Score -187936.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -183821.609375 Penalty: 8405.596680 Iteration 0F: 3 clusters Score -183821.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -184146.468750 Penalty: 8405.596680 Iteration 1F: 3 clusters Score -184146.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -184259.828125 Penalty: 8405.596680 Iteration 2Q: 3 clusters Score -184259.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -184314.750000 Penalty: 8405.596680 Iteration 3Q: 3 clusters Score -184314.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -184351.187500 Penalty: 8405.596680 Iteration 4Q: 3 clusters Score -184351.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -184368.562500 Penalty: 8405.596680 Iteration 5Q: 3 clusters Score -184368.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -184376.171875 Penalty: 8405.596680 Iteration 6Q: 3 clusters Score -184376.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -184382.453125 Penalty: 8405.596680 Iteration 7Q: 3 clusters Score -184382.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -184389.921875 Penalty: 8405.596680 Iteration 8Q: 3 clusters Score -184389.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -184395.187500 Penalty: 8405.596680 Iteration 9Q: 3 clusters Score -184395.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -184399.156250 Penalty: 8405.596680 Iteration 10Q: 3 clusters Score -184399.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -184400.796875 Penalty: 8405.596680 Iteration 11Q: 3 clusters Score -184400.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -184405.343750 Penalty: 8405.596680 Iteration 12Q: 3 clusters Score -184405.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -184412.718750 Penalty: 8405.596680 Iteration 13Q: 3 clusters Score -184412.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -184420.390625 Penalty: 8405.596680 Iteration 14Q: 3 clusters Score -184420.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -184432.406250 Penalty: 8405.596680 Iteration 15Q: 3 clusters Score -184432.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -184444.375000 Penalty: 8405.596680 Iteration 16Q: 3 clusters Score -184444.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -184450.515625 Penalty: 8405.596680 Iteration 17Q: 3 clusters Score -184450.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -184451.390625 Penalty: 8405.596680 Iteration 18Q: 3 clusters Score -184451.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -184451.390625 Penalty: 8405.596680 Iteration 19F: 3 clusters Score -184451.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (20777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Entering Unmasked Estep Score: -4444824.000000 Penalty: 6089.230957 Iteration 0F: 2 clusters Score -4444824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 10410 members Entering Unmasked Estep Score: -4427873.500000 Penalty: 12178.461914 Iteration 0F: 3 clusters Score -4427874 nChanged 8335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10274 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -4432218.000000 Penalty: 12178.461914 Iteration 1F: 3 clusters Score -4432218 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -4432856.000000 Penalty: 12178.461914 Iteration 2F: 3 clusters Score -4432856 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -4433345.000000 Penalty: 12178.461914 Iteration 3F: 3 clusters Score -4433345 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -4433707.500000 Penalty: 12178.461914 Iteration 4Q: 3 clusters Score -4433708 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -4434136.500000 Penalty: 12178.461914 Iteration 5Q: 3 clusters Score -4434136 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -4434610.500000 Penalty: 12178.461914 Iteration 6Q: 3 clusters Score -4434610 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10139 members Mstep: Class 2 contains 10638 members Entering Unmasked Estep Score: -4435195.000000 Penalty: 12178.461914 Iteration 7Q: 3 clusters Score -4435195 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10143 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -4435899.000000 Penalty: 12178.461914 Iteration 8Q: 3 clusters Score -4435899 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 10570 members Entering Unmasked Estep Score: -4436722.000000 Penalty: 12178.461914 Iteration 9Q: 3 clusters Score -4436722 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -4437501.000000 Penalty: 12178.461914 Iteration 10Q: 3 clusters Score -4437501 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -4438154.000000 Penalty: 12178.461914 Iteration 11Q: 3 clusters Score -4438154 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10952 members Mstep: Class 2 contains 9825 members Entering Unmasked Estep Score: -4438655.000000 Penalty: 12178.461914 Iteration 12Q: 3 clusters Score -4438655 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -4439087.000000 Penalty: 12178.461914 Iteration 13Q: 3 clusters Score -4439087 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -4439547.500000 Penalty: 12178.461914 Iteration 14Q: 3 clusters Score -4439548 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12455 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -4439999.500000 Penalty: 12178.461914 Iteration 15Q: 3 clusters Score -4440000 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13012 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -4440450.000000 Penalty: 12178.461914 Iteration 16Q: 3 clusters Score -4440450 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -4440824.000000 Penalty: 12178.461914 Iteration 17Q: 3 clusters Score -4440824 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13993 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -4441204.000000 Penalty: 12178.461914 Iteration 18Q: 3 clusters Score -4441204 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14436 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -4441525.000000 Penalty: 12178.461914 Iteration 19Q: 3 clusters Score -4441525 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14799 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -4441754.000000 Penalty: 12178.461914 Iteration 20F: 3 clusters Score -4441754 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15084 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -4441898.000000 Penalty: 12178.461914 Iteration 21Q: 3 clusters Score -4441898 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -4442016.000000 Penalty: 12178.461914 Iteration 22Q: 3 clusters Score -4442016 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15513 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -4442099.500000 Penalty: 12178.461914 Iteration 23Q: 3 clusters Score -4442100 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -4442169.500000 Penalty: 12178.461914 Iteration 24Q: 3 clusters Score -4442170 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15792 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -4442209.500000 Penalty: 12178.461914 Iteration 25Q: 3 clusters Score -4442210 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15889 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -4442239.000000 Penalty: 12178.461914 Iteration 26Q: 3 clusters Score -4442239 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -4442263.000000 Penalty: 12178.461914 Iteration 27Q: 3 clusters Score -4442263 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -4442268.000000 Penalty: 12178.461914 Iteration 28Q: 3 clusters Score -4442268 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16080 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -4442302.500000 Penalty: 12178.461914 Iteration 29Q: 3 clusters Score -4442302 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16128 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -4442319.000000 Penalty: 12178.461914 Iteration 30Q: 3 clusters Score -4442319 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16155 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -4442340.000000 Penalty: 12178.461914 Iteration 31Q: 3 clusters Score -4442340 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16175 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -4442344.000000 Penalty: 12178.461914 Iteration 32Q: 3 clusters Score -4442344 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16191 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -4442349.500000 Penalty: 12178.461914 Iteration 33Q: 3 clusters Score -4442350 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16211 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -4442364.000000 Penalty: 12178.461914 Iteration 34Q: 3 clusters Score -4442364 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16232 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -4442364.000000 Penalty: 12178.461914 Iteration 35Q: 3 clusters Score -4442364 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16251 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -4442372.000000 Penalty: 12178.461914 Iteration 36Q: 3 clusters Score -4442372 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16270 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -4442381.000000 Penalty: 12178.461914 Iteration 37Q: 3 clusters Score -4442381 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16283 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -4442376.000000 Penalty: 12178.461914 Iteration 38Q: 3 clusters Score -4442376 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -4442368.000000 Penalty: 12178.461914 Iteration 39Q: 3 clusters Score -4442368 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16308 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -4442373.000000 Penalty: 12178.461914 Iteration 40F: 3 clusters Score -4442373 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16316 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -4442374.000000 Penalty: 12178.461914 Iteration 41Q: 3 clusters Score -4442374 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16325 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -4442377.500000 Penalty: 12178.461914 Iteration 42Q: 3 clusters Score -4442378 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16332 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -4442382.500000 Penalty: 12178.461914 Iteration 43Q: 3 clusters Score -4442382 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -4442385.500000 Penalty: 12178.461914 Iteration 44Q: 3 clusters Score -4442386 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -4442386.500000 Penalty: 12178.461914 Iteration 45Q: 3 clusters Score -4442386 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16361 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -4442379.500000 Penalty: 12178.461914 Iteration 46Q: 3 clusters Score -4442380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16367 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -4442385.500000 Penalty: 12178.461914 Iteration 47Q: 3 clusters Score -4442386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -4442384.500000 Penalty: 12178.461914 Iteration 48Q: 3 clusters Score -4442384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16371 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -4442376.000000 Penalty: 12178.461914 Iteration 49Q: 3 clusters Score -4442376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16371 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -4442376.000000 Penalty: 12178.461914 Iteration 50F: 3 clusters Score -4442376 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (195512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195512 members Entering Unmasked Estep Score: -41156416.000000 Penalty: 7462.318359 Iteration 0F: 2 clusters Score -4.115642e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97513 members Mstep: Class 2 contains 97999 members Entering Unmasked Estep Score: -41029096.000000 Penalty: 14924.636719 Iteration 0F: 3 clusters Score -4.10291e+07 nChanged 91893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95006 members Mstep: Class 2 contains 100506 members Entering Unmasked Estep Score: -41084992.000000 Penalty: 14924.636719 Iteration 1F: 3 clusters Score -4.108499e+07 nChanged 10146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94254 members Mstep: Class 2 contains 101258 members Entering Unmasked Estep Score: -41093568.000000 Penalty: 14924.636719 Iteration 2F: 3 clusters Score -4.109357e+07 nChanged 13718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95748 members Mstep: Class 2 contains 99764 members Entering Unmasked Estep Score: -41108596.000000 Penalty: 14924.636719 Iteration 3F: 3 clusters Score -4.11086e+07 nChanged 17607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101609 members Mstep: Class 2 contains 93903 members Entering Unmasked Estep Score: -41128872.000000 Penalty: 14924.636719 Iteration 4F: 3 clusters Score -4.112887e+07 nChanged 18459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110004 members Mstep: Class 2 contains 85508 members Entering Unmasked Estep Score: -41148756.000000 Penalty: 14924.636719 Iteration 5F: 3 clusters Score -4.114876e+07 nChanged 15015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117147 members Mstep: Class 2 contains 78365 members Entering Unmasked Estep Score: -41161384.000000 Penalty: 14924.636719 Iteration 6F: 3 clusters Score -4.116138e+07 nChanged 10706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122543 members Mstep: Class 2 contains 72969 members Entering Unmasked Estep Score: -41168004.000000 Penalty: 14924.636719 Iteration 7F: 3 clusters Score -4.1168e+07 nChanged 7412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127121 members Mstep: Class 2 contains 68391 members Entering Unmasked Estep Score: -41172064.000000 Penalty: 14924.636719 Iteration 8Q: 3 clusters Score -4.117206e+07 nChanged 5219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131268 members Mstep: Class 2 contains 64244 members Entering Unmasked Estep Score: -41174608.000000 Penalty: 14924.636719 Iteration 9Q: 3 clusters Score -4.117461e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135129 members Mstep: Class 2 contains 60383 members Entering Unmasked Estep Score: -41176780.000000 Penalty: 14924.636719 Iteration 10Q: 3 clusters Score -4.117678e+07 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138801 members Mstep: Class 2 contains 56711 members Entering Unmasked Estep Score: -41178524.000000 Penalty: 14924.636719 Iteration 11Q: 3 clusters Score -4.117852e+07 nChanged 3553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142348 members Mstep: Class 2 contains 53164 members Entering Unmasked Estep Score: -41180272.000000 Penalty: 14924.636719 Iteration 12Q: 3 clusters Score -4.118027e+07 nChanged 3353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145693 members Mstep: Class 2 contains 49819 members Entering Unmasked Estep Score: -41182236.000000 Penalty: 14924.636719 Iteration 13Q: 3 clusters Score -4.118224e+07 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148837 members Mstep: Class 2 contains 46675 members Entering Unmasked Estep Score: -41183688.000000 Penalty: 14924.636719 Iteration 14Q: 3 clusters Score -4.118369e+07 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151627 members Mstep: Class 2 contains 43885 members Entering Unmasked Estep Score: -41185216.000000 Penalty: 14924.636719 Iteration 15Q: 3 clusters Score -4.118522e+07 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153979 members Mstep: Class 2 contains 41533 members Entering Unmasked Estep Score: -41186272.000000 Penalty: 14924.636719 Iteration 16Q: 3 clusters Score -4.118627e+07 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155919 members Mstep: Class 2 contains 39593 members Entering Unmasked Estep Score: -41187152.000000 Penalty: 14924.636719 Iteration 17Q: 3 clusters Score -4.118715e+07 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157512 members Mstep: Class 2 contains 38000 members Entering Unmasked Estep Score: -41187968.000000 Penalty: 14924.636719 Iteration 18Q: 3 clusters Score -4.118797e+07 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158755 members Mstep: Class 2 contains 36757 members Entering Unmasked Estep Score: -41188208.000000 Penalty: 14924.636719 Iteration 19Q: 3 clusters Score -4.118821e+07 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159718 members Mstep: Class 2 contains 35794 members Entering Unmasked Estep Score: -41188444.000000 Penalty: 14924.636719 Iteration 20F: 3 clusters Score -4.118844e+07 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160451 members Mstep: Class 2 contains 35061 members Entering Unmasked Estep Score: -41188536.000000 Penalty: 14924.636719 Iteration 21Q: 3 clusters Score -4.118854e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161010 members Mstep: Class 2 contains 34502 members Entering Unmasked Estep Score: -41188560.000000 Penalty: 14924.636719 Iteration 22Q: 3 clusters Score -4.118856e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161444 members Mstep: Class 2 contains 34068 members Entering Unmasked Estep Score: -41188572.000000 Penalty: 14924.636719 Iteration 23Q: 3 clusters Score -4.118857e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161784 members Mstep: Class 2 contains 33728 members Entering Unmasked Estep Score: -41188608.000000 Penalty: 14924.636719 Iteration 24Q: 3 clusters Score -4.118861e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162067 members Mstep: Class 2 contains 33445 members Entering Unmasked Estep Score: -41188572.000000 Penalty: 14924.636719 Iteration 25Q: 3 clusters Score -4.118857e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162293 members Mstep: Class 2 contains 33219 members Entering Unmasked Estep Score: -41188560.000000 Penalty: 14924.636719 Iteration 26Q: 3 clusters Score -4.118856e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162508 members Mstep: Class 2 contains 33004 members Entering Unmasked Estep Score: -41188620.000000 Penalty: 14924.636719 Iteration 27Q: 3 clusters Score -4.118862e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162665 members Mstep: Class 2 contains 32847 members Entering Unmasked Estep Score: -41188648.000000 Penalty: 14924.636719 Iteration 28Q: 3 clusters Score -4.118865e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162768 members Mstep: Class 2 contains 32744 members Entering Unmasked Estep Score: -41188644.000000 Penalty: 14924.636719 Iteration 29Q: 3 clusters Score -4.118864e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162841 members Mstep: Class 2 contains 32671 members Entering Unmasked Estep Score: -41188608.000000 Penalty: 14924.636719 Iteration 30Q: 3 clusters Score -4.118861e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162898 members Mstep: Class 2 contains 32614 members Entering Unmasked Estep Score: -41188624.000000 Penalty: 14924.636719 Iteration 31Q: 3 clusters Score -4.118862e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162949 members Mstep: Class 2 contains 32563 members Entering Unmasked Estep Score: -41188632.000000 Penalty: 14924.636719 Iteration 32Q: 3 clusters Score -4.118863e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162999 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -41188588.000000 Penalty: 14924.636719 Iteration 33Q: 3 clusters Score -4.118859e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163048 members Mstep: Class 2 contains 32464 members Entering Unmasked Estep Score: -41188576.000000 Penalty: 14924.636719 Iteration 34Q: 3 clusters Score -4.118858e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163087 members Mstep: Class 2 contains 32425 members Entering Unmasked Estep Score: -41188576.000000 Penalty: 14924.636719 Iteration 35Q: 3 clusters Score -4.118858e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163121 members Mstep: Class 2 contains 32391 members Entering Unmasked Estep Score: -41188588.000000 Penalty: 14924.636719 Iteration 36Q: 3 clusters Score -4.118859e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163153 members Mstep: Class 2 contains 32359 members Entering Unmasked Estep Score: -41188584.000000 Penalty: 14924.636719 Iteration 37Q: 3 clusters Score -4.118858e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163181 members Mstep: Class 2 contains 32331 members Entering Unmasked Estep Score: -41188560.000000 Penalty: 14924.636719 Iteration 38Q: 3 clusters Score -4.118856e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163205 members Mstep: Class 2 contains 32307 members Entering Unmasked Estep Score: -41188588.000000 Penalty: 14924.636719 Iteration 39Q: 3 clusters Score -4.118859e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163226 members Mstep: Class 2 contains 32286 members Entering Unmasked Estep Score: -41188592.000000 Penalty: 14924.636719 Iteration 40F: 3 clusters Score -4.118859e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163246 members Mstep: Class 2 contains 32266 members Entering Unmasked Estep Score: -41188604.000000 Penalty: 14924.636719 Iteration 41Q: 3 clusters Score -4.11886e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163266 members Mstep: Class 2 contains 32246 members Entering Unmasked Estep Score: -41188616.000000 Penalty: 14924.636719 Iteration 42Q: 3 clusters Score -4.118862e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163281 members Mstep: Class 2 contains 32231 members Entering Unmasked Estep Score: -41188648.000000 Penalty: 14924.636719 Iteration 43Q: 3 clusters Score -4.118865e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163291 members Mstep: Class 2 contains 32221 members Entering Unmasked Estep Score: -41188652.000000 Penalty: 14924.636719 Iteration 44Q: 3 clusters Score -4.118865e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163302 members Mstep: Class 2 contains 32210 members Entering Unmasked Estep Score: -41188652.000000 Penalty: 14924.636719 Iteration 45Q: 3 clusters Score -4.118865e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163309 members Mstep: Class 2 contains 32203 members Entering Unmasked Estep Score: -41188644.000000 Penalty: 14924.636719 Iteration 46Q: 3 clusters Score -4.118864e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163315 members Mstep: Class 2 contains 32197 members Entering Unmasked Estep Score: -41188640.000000 Penalty: 14924.636719 Iteration 47Q: 3 clusters Score -4.118864e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163320 members Mstep: Class 2 contains 32192 members Entering Unmasked Estep Score: -41188628.000000 Penalty: 14924.636719 Iteration 48Q: 3 clusters Score -4.118863e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163324 members Mstep: Class 2 contains 32188 members Entering Unmasked Estep Score: -41188640.000000 Penalty: 14924.636719 Iteration 49Q: 3 clusters Score -4.118864e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163329 members Mstep: Class 2 contains 32183 members Entering Unmasked Estep Score: -41188648.000000 Penalty: 14924.636719 Iteration 50Q: 3 clusters Score -4.118865e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163333 members Mstep: Class 2 contains 32179 members Entering Unmasked Estep Score: -41188672.000000 Penalty: 14924.636719 Iteration 51Q: 3 clusters Score -4.118867e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163334 members Mstep: Class 2 contains 32178 members Entering Unmasked Estep Score: -41188676.000000 Penalty: 14924.636719 Iteration 52Q: 3 clusters Score -4.118868e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163335 members Mstep: Class 2 contains 32177 members Entering Unmasked Estep Score: -41188664.000000 Penalty: 14924.636719 Iteration 53Q: 3 clusters Score -4.118866e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163336 members Mstep: Class 2 contains 32176 members Entering Unmasked Estep Score: -41188664.000000 Penalty: 14924.636719 Iteration 54Q: 3 clusters Score -4.118866e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163336 members Mstep: Class 2 contains 32176 members Entering Unmasked Estep Score: -41188664.000000 Penalty: 14924.636719 Iteration 55F: 3 clusters Score -4.118866e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 39291 members Mstep: Class 2 contains 18708 members Mstep: Class 3 contains 1336 members Mstep: Class 4 contains 1086 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30076 members Mstep: Class 7 contains 6889 members Mstep: Class 8 contains 32176 members Mstep: Class 9 contains 6666 members Mstep: Class 10 contains 171157 members Mstep: Class 12 contains 23644 members Mstep: Class 13 contains 2589 members Mstep: Class 14 contains 44804 members Mstep: Class 15 contains 4225 members Mstep: Class 16 contains 955 members Mstep: Class 17 contains 20777 members Mstep: Class 18 contains 163336 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep Score: -119218336.000000 Penalty: 146151.609375 Splitting cluster 18 changes total score from -119144680.000000 to -119218336.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 19 (2490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Entering Unmasked Estep Score: -520112.218750 Penalty: 4789.772949 Iteration 0F: 2 clusters Score -520112.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -515051.312500 Penalty: 9579.545898 Iteration 0F: 3 clusters Score -515051.3 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -516738.250000 Penalty: 9579.545898 Iteration 1F: 3 clusters Score -516738.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -517757.406250 Penalty: 9579.545898 Iteration 2F: 3 clusters Score -517757.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -518362.875000 Penalty: 9579.545898 Iteration 3F: 3 clusters Score -518362.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -518744.218750 Penalty: 9579.545898 Iteration 4F: 3 clusters Score -518744.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -518976.437500 Penalty: 9579.545898 Iteration 5Q: 3 clusters Score -518976.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -519068.218750 Penalty: 9579.545898 Iteration 6Q: 3 clusters Score -519068.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -519118.218750 Penalty: 9579.545898 Iteration 7Q: 3 clusters Score -519118.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -519141.562500 Penalty: 9579.545898 Iteration 8Q: 3 clusters Score -519141.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -519147.718750 Penalty: 9579.545898 Iteration 9Q: 3 clusters Score -519147.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -519150.593750 Penalty: 9579.545898 Iteration 10Q: 3 clusters Score -519150.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -519150.593750 Penalty: 9579.545898 Iteration 11F: 3 clusters Score -519150.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 39291 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30076 members Mstep: Class 7 contains 6889 members Mstep: Class 9 contains 6666 members Mstep: Class 10 contains 171157 members Mstep: Class 12 contains 23644 members Mstep: Class 13 contains 2589 members Mstep: Class 14 contains 44804 members Mstep: Class 15 contains 4225 members Mstep: Class 16 contains 955 members Mstep: Class 17 contains 20777 members Mstep: Class 18 contains 163336 members Mstep: Class 19 contains 2490 members Entering Unmasked Estep ConsiderDeletion Score: -119226016.000000 Penalty: 146151.609375 Iteration 39Q: 19 clusters Score -1.19226e+08 nChanged 13666 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 40357 members Mstep: Class 2 contains 18805 members Mstep: Class 3 contains 1333 members Mstep: Class 4 contains 1085 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30108 members Mstep: Class 7 contains 7423 members Mstep: Class 8 contains 32091 members Mstep: Class 9 contains 7640 members Mstep: Class 10 contains 170987 members Mstep: Class 12 contains 22625 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 44754 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 20296 members Mstep: Class 18 contains 162505 members Mstep: Class 19 contains 2487 members Entering Unmasked Estep ConsiderDeletion Score: -119234880.000000 Penalty: 146151.609375 Iteration 40F: 19 clusters Score -1.192349e+08 nChanged 7193 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 41446 members Mstep: Class 2 contains 19378 members Mstep: Class 3 contains 1360 members Mstep: Class 4 contains 1106 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30154 members Mstep: Class 7 contains 7623 members Mstep: Class 8 contains 32838 members Mstep: Class 9 contains 7983 members Mstep: Class 10 contains 170781 members Mstep: Class 12 contains 21890 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 44058 members Mstep: Class 15 contains 4146 members Mstep: Class 16 contains 890 members Mstep: Class 17 contains 19773 members Mstep: Class 18 contains 161745 members Mstep: Class 19 contains 2487 members Entering Unmasked Estep ConsiderDeletion Score: -119238464.000000 Penalty: 146151.609375 Iteration 41Q: 19 clusters Score -1.192385e+08 nChanged 5100 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 42457 members Mstep: Class 2 contains 20041 members Mstep: Class 3 contains 1358 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30275 members Mstep: Class 7 contains 7742 members Mstep: Class 8 contains 33234 members Mstep: Class 9 contains 8146 members Mstep: Class 10 contains 170674 members Mstep: Class 12 contains 21337 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 43578 members Mstep: Class 15 contains 3965 members Mstep: Class 16 contains 856 members Mstep: Class 17 contains 19318 members Mstep: Class 18 contains 161087 members Mstep: Class 19 contains 2486 members Entering Unmasked Estep ConsiderDeletion Score: -119239944.000000 Penalty: 146151.609375 Iteration 42Q: 19 clusters Score -1.192399e+08 nChanged 3905 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 43339 members Mstep: Class 2 contains 20648 members Mstep: Class 3 contains 1357 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30352 members Mstep: Class 7 contains 7820 members Mstep: Class 8 contains 33509 members Mstep: Class 9 contains 8234 members Mstep: Class 10 contains 170522 members Mstep: Class 12 contains 20892 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 43257 members Mstep: Class 15 contains 3848 members Mstep: Class 16 contains 819 members Mstep: Class 17 contains 18974 members Mstep: Class 18 contains 160498 members Mstep: Class 19 contains 2485 members Entering Unmasked Estep ConsiderDeletion Score: -119241176.000000 Penalty: 146151.609375 Iteration 43Q: 19 clusters Score -1.192412e+08 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 44110 members Mstep: Class 2 contains 21207 members Mstep: Class 3 contains 1359 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30409 members Mstep: Class 7 contains 7877 members Mstep: Class 8 contains 33721 members Mstep: Class 9 contains 8268 members Mstep: Class 10 contains 170389 members Mstep: Class 12 contains 20530 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42986 members Mstep: Class 15 contains 3743 members Mstep: Class 16 contains 786 members Mstep: Class 17 contains 18721 members Mstep: Class 18 contains 159967 members Mstep: Class 19 contains 2481 members Entering Unmasked Estep ConsiderDeletion Score: -119242144.000000 Penalty: 146151.609375 Iteration 44Q: 19 clusters Score -1.192421e+08 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 44737 members Mstep: Class 2 contains 21713 members Mstep: Class 3 contains 1362 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30452 members Mstep: Class 7 contains 7913 members Mstep: Class 8 contains 33841 members Mstep: Class 9 contains 8290 members Mstep: Class 10 contains 170264 members Mstep: Class 12 contains 20173 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42808 members Mstep: Class 15 contains 3659 members Mstep: Class 16 contains 759 members Mstep: Class 17 contains 18565 members Mstep: Class 18 contains 159538 members Mstep: Class 19 contains 2480 members Entering Unmasked Estep ConsiderDeletion Score: -119242504.000000 Penalty: 146151.609375 Iteration 45Q: 19 clusters Score -1.192425e+08 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 45307 members Mstep: Class 2 contains 22187 members Mstep: Class 3 contains 1363 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30486 members Mstep: Class 7 contains 7935 members Mstep: Class 8 contains 33918 members Mstep: Class 9 contains 8312 members Mstep: Class 10 contains 170154 members Mstep: Class 12 contains 19883 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42672 members Mstep: Class 15 contains 3586 members Mstep: Class 16 contains 726 members Mstep: Class 17 contains 18431 members Mstep: Class 18 contains 159114 members Mstep: Class 19 contains 2480 members Entering Unmasked Estep ConsiderDeletion Score: -119243056.000000 Penalty: 146151.609375 Iteration 46Q: 19 clusters Score -1.192431e+08 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 45782 members Mstep: Class 2 contains 22612 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30509 members Mstep: Class 7 contains 7956 members Mstep: Class 8 contains 33956 members Mstep: Class 9 contains 8324 members Mstep: Class 10 contains 170045 members Mstep: Class 12 contains 19684 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42555 members Mstep: Class 15 contains 3516 members Mstep: Class 16 contains 694 members Mstep: Class 17 contains 18318 members Mstep: Class 18 contains 158760 members Mstep: Class 19 contains 2479 members Entering Unmasked Estep ConsiderDeletion Score: -119243512.000000 Penalty: 146151.609375 Iteration 47Q: 19 clusters Score -1.192435e+08 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 46154 members Mstep: Class 2 contains 22992 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30526 members Mstep: Class 7 contains 7979 members Mstep: Class 8 contains 33984 members Mstep: Class 9 contains 8326 members Mstep: Class 10 contains 169913 members Mstep: Class 12 contains 19555 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42457 members Mstep: Class 15 contains 3466 members Mstep: Class 16 contains 669 members Mstep: Class 17 contains 18229 members Mstep: Class 18 contains 158461 members Mstep: Class 19 contains 2479 members Entering Unmasked Estep ConsiderDeletion Score: -119243984.000000 Penalty: 146151.609375 Iteration 48Q: 19 clusters Score -1.19244e+08 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 46427 members Mstep: Class 2 contains 23304 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30531 members Mstep: Class 7 contains 8001 members Mstep: Class 8 contains 34001 members Mstep: Class 9 contains 8331 members Mstep: Class 10 contains 169825 members Mstep: Class 12 contains 19436 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42391 members Mstep: Class 15 contains 3426 members Mstep: Class 16 contains 653 members Mstep: Class 17 contains 18167 members Mstep: Class 18 contains 158218 members Mstep: Class 19 contains 2479 members Entering Unmasked Estep ConsiderDeletion Score: -119243856.000000 Penalty: 146151.609375 Iteration 49Q: 19 clusters Score -1.192439e+08 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 46642 members Mstep: Class 2 contains 23592 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30522 members Mstep: Class 7 contains 8016 members Mstep: Class 8 contains 34025 members Mstep: Class 9 contains 8335 members Mstep: Class 10 contains 169748 members Mstep: Class 12 contains 19367 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42330 members Mstep: Class 15 contains 3403 members Mstep: Class 16 contains 635 members Mstep: Class 17 contains 18122 members Mstep: Class 18 contains 157974 members Mstep: Class 19 contains 2479 members Entering Unmasked Estep ConsiderDeletion Score: -119244000.000000 Penalty: 146151.609375 Iteration 50Q: 19 clusters Score -1.19244e+08 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 46807 members Mstep: Class 2 contains 23860 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30524 members Mstep: Class 7 contains 8029 members Mstep: Class 8 contains 34044 members Mstep: Class 9 contains 8340 members Mstep: Class 10 contains 169665 members Mstep: Class 12 contains 19333 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42280 members Mstep: Class 15 contains 3380 members Mstep: Class 16 contains 625 members Mstep: Class 17 contains 18094 members Mstep: Class 18 contains 157733 members Mstep: Class 19 contains 2476 members Entering Unmasked Estep ConsiderDeletion Score: -119243808.000000 Penalty: 146151.609375 Iteration 51Q: 19 clusters Score -1.192438e+08 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 46933 members Mstep: Class 2 contains 24076 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30522 members Mstep: Class 7 contains 8044 members Mstep: Class 8 contains 34050 members Mstep: Class 9 contains 8338 members Mstep: Class 10 contains 169604 members Mstep: Class 12 contains 19320 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42242 members Mstep: Class 15 contains 3357 members Mstep: Class 16 contains 621 members Mstep: Class 17 contains 18066 members Mstep: Class 18 contains 157541 members Mstep: Class 19 contains 2476 members Entering Unmasked Estep ConsiderDeletion Score: -119243848.000000 Penalty: 146151.609375 Iteration 52Q: 19 clusters Score -1.192438e+08 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47051 members Mstep: Class 2 contains 24257 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30521 members Mstep: Class 7 contains 8054 members Mstep: Class 8 contains 34067 members Mstep: Class 9 contains 8342 members Mstep: Class 10 contains 169541 members Mstep: Class 12 contains 19314 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42225 members Mstep: Class 15 contains 3334 members Mstep: Class 16 contains 613 members Mstep: Class 17 contains 18035 members Mstep: Class 18 contains 157360 members Mstep: Class 19 contains 2476 members Entering Unmasked Estep ConsiderDeletion Score: -119244008.000000 Penalty: 146151.609375 Iteration 53Q: 19 clusters Score -1.19244e+08 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47157 members Mstep: Class 2 contains 24419 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30518 members Mstep: Class 7 contains 8068 members Mstep: Class 8 contains 34069 members Mstep: Class 9 contains 8345 members Mstep: Class 10 contains 169505 members Mstep: Class 12 contains 19313 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42214 members Mstep: Class 15 contains 3314 members Mstep: Class 16 contains 605 members Mstep: Class 17 contains 18011 members Mstep: Class 18 contains 157177 members Mstep: Class 19 contains 2475 members Entering Unmasked Estep ConsiderDeletion Score: -119243920.000000 Penalty: 146151.609375 Iteration 54Q: 19 clusters Score -1.192439e+08 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47241 members Mstep: Class 2 contains 24582 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30519 members Mstep: Class 7 contains 8087 members Mstep: Class 8 contains 34076 members Mstep: Class 9 contains 8348 members Mstep: Class 10 contains 169463 members Mstep: Class 12 contains 19332 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42195 members Mstep: Class 15 contains 3295 members Mstep: Class 16 contains 596 members Mstep: Class 17 contains 17983 members Mstep: Class 18 contains 156998 members Mstep: Class 19 contains 2475 members Entering Unmasked Estep ConsiderDeletion Score: -119244216.000000 Penalty: 146151.609375 Iteration 55Q: 19 clusters Score -1.192442e+08 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47322 members Mstep: Class 2 contains 24714 members Mstep: Class 3 contains 1364 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30519 members Mstep: Class 7 contains 8102 members Mstep: Class 8 contains 34088 members Mstep: Class 9 contains 8351 members Mstep: Class 10 contains 169401 members Mstep: Class 12 contains 19348 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42183 members Mstep: Class 15 contains 3282 members Mstep: Class 16 contains 591 members Mstep: Class 17 contains 17953 members Mstep: Class 18 contains 156861 members Mstep: Class 19 contains 2475 members Entering Unmasked Estep ConsiderDeletion Score: -119244256.000000 Penalty: 146151.609375 Iteration 56Q: 19 clusters Score -1.192443e+08 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47399 members Mstep: Class 2 contains 24810 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30509 members Mstep: Class 7 contains 8119 members Mstep: Class 8 contains 34095 members Mstep: Class 9 contains 8352 members Mstep: Class 10 contains 169359 members Mstep: Class 12 contains 19373 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42174 members Mstep: Class 15 contains 3272 members Mstep: Class 16 contains 586 members Mstep: Class 17 contains 17925 members Mstep: Class 18 contains 156741 members Mstep: Class 19 contains 2475 members Entering Unmasked Estep ConsiderDeletion Score: -119244240.000000 Penalty: 146151.609375 Iteration 57Q: 19 clusters Score -1.192442e+08 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47480 members Mstep: Class 2 contains 24888 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30503 members Mstep: Class 7 contains 8131 members Mstep: Class 8 contains 34100 members Mstep: Class 9 contains 8352 members Mstep: Class 10 contains 169333 members Mstep: Class 12 contains 19386 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42162 members Mstep: Class 15 contains 3260 members Mstep: Class 16 contains 582 members Mstep: Class 17 contains 17892 members Mstep: Class 18 contains 156646 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244240.000000 Penalty: 146151.609375 Iteration 58Q: 19 clusters Score -1.192442e+08 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47566 members Mstep: Class 2 contains 24948 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30501 members Mstep: Class 7 contains 8135 members Mstep: Class 8 contains 34108 members Mstep: Class 9 contains 8352 members Mstep: Class 10 contains 169301 members Mstep: Class 12 contains 19401 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42154 members Mstep: Class 15 contains 3246 members Mstep: Class 16 contains 578 members Mstep: Class 17 contains 17860 members Mstep: Class 18 contains 156565 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244048.000000 Penalty: 146151.609375 Iteration 59Q: 19 clusters Score -1.19244e+08 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 47626 members Mstep: Class 2 contains 25006 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30491 members Mstep: Class 7 contains 8138 members Mstep: Class 8 contains 34106 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169296 members Mstep: Class 12 contains 19419 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42152 members Mstep: Class 15 contains 3238 members Mstep: Class 16 contains 571 members Mstep: Class 17 contains 17828 members Mstep: Class 18 contains 156494 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244160.000000 Penalty: 146151.609375 Iteration 60F: 19 clusters Score -1.192442e+08 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47692 members Mstep: Class 2 contains 25065 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30488 members Mstep: Class 7 contains 8140 members Mstep: Class 8 contains 34110 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169272 members Mstep: Class 12 contains 19437 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42146 members Mstep: Class 15 contains 3230 members Mstep: Class 16 contains 564 members Mstep: Class 17 contains 17800 members Mstep: Class 18 contains 156422 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244352.000000 Penalty: 146151.609375 Iteration 61Q: 19 clusters Score -1.192444e+08 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47728 members Mstep: Class 2 contains 25141 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30487 members Mstep: Class 7 contains 8140 members Mstep: Class 8 contains 34104 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169259 members Mstep: Class 12 contains 19447 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42139 members Mstep: Class 15 contains 3221 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 17775 members Mstep: Class 18 contains 156364 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244376.000000 Penalty: 146151.609375 Iteration 62Q: 19 clusters Score -1.192444e+08 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47778 members Mstep: Class 2 contains 25214 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30488 members Mstep: Class 7 contains 8142 members Mstep: Class 8 contains 34098 members Mstep: Class 9 contains 8351 members Mstep: Class 10 contains 169235 members Mstep: Class 12 contains 19448 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42133 members Mstep: Class 15 contains 3210 members Mstep: Class 16 contains 555 members Mstep: Class 17 contains 17757 members Mstep: Class 18 contains 156306 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244536.000000 Penalty: 146151.609375 Iteration 63Q: 19 clusters Score -1.192445e+08 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47821 members Mstep: Class 2 contains 25290 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30485 members Mstep: Class 7 contains 8143 members Mstep: Class 8 contains 34085 members Mstep: Class 9 contains 8353 members Mstep: Class 10 contains 169229 members Mstep: Class 12 contains 19444 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42126 members Mstep: Class 15 contains 3200 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 17740 members Mstep: Class 18 contains 156251 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244704.000000 Penalty: 146151.609375 Iteration 64Q: 19 clusters Score -1.192447e+08 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47857 members Mstep: Class 2 contains 25342 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30480 members Mstep: Class 7 contains 8145 members Mstep: Class 8 contains 34081 members Mstep: Class 9 contains 8351 members Mstep: Class 10 contains 169220 members Mstep: Class 12 contains 19451 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42118 members Mstep: Class 15 contains 3193 members Mstep: Class 16 contains 550 members Mstep: Class 17 contains 17724 members Mstep: Class 18 contains 156203 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244672.000000 Penalty: 146151.609375 Iteration 65Q: 19 clusters Score -1.192447e+08 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47886 members Mstep: Class 2 contains 25405 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30480 members Mstep: Class 7 contains 8146 members Mstep: Class 8 contains 34078 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169211 members Mstep: Class 12 contains 19451 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42106 members Mstep: Class 15 contains 3184 members Mstep: Class 16 contains 547 members Mstep: Class 17 contains 17708 members Mstep: Class 18 contains 156164 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244624.000000 Penalty: 146151.609375 Iteration 66Q: 19 clusters Score -1.192446e+08 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47910 members Mstep: Class 2 contains 25456 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30480 members Mstep: Class 7 contains 8148 members Mstep: Class 8 contains 34077 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169197 members Mstep: Class 12 contains 19455 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42101 members Mstep: Class 15 contains 3175 members Mstep: Class 16 contains 546 members Mstep: Class 17 contains 17694 members Mstep: Class 18 contains 156126 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244688.000000 Penalty: 146151.609375 Iteration 67Q: 19 clusters Score -1.192447e+08 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47928 members Mstep: Class 2 contains 25510 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30480 members Mstep: Class 7 contains 8153 members Mstep: Class 8 contains 34073 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169186 members Mstep: Class 12 contains 19454 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42093 members Mstep: Class 15 contains 3169 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17688 members Mstep: Class 18 contains 156089 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244632.000000 Penalty: 146151.609375 Iteration 68Q: 19 clusters Score -1.192446e+08 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47944 members Mstep: Class 2 contains 25543 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30477 members Mstep: Class 7 contains 8156 members Mstep: Class 8 contains 34065 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169187 members Mstep: Class 12 contains 19462 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42091 members Mstep: Class 15 contains 3165 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17677 members Mstep: Class 18 contains 156056 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244680.000000 Penalty: 146151.609375 Iteration 69Q: 19 clusters Score -1.192447e+08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47963 members Mstep: Class 2 contains 25573 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30479 members Mstep: Class 7 contains 8156 members Mstep: Class 8 contains 34063 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169176 members Mstep: Class 12 contains 19465 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42089 members Mstep: Class 15 contains 3157 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17670 members Mstep: Class 18 contains 156032 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244688.000000 Penalty: 146151.609375 Iteration 70Q: 19 clusters Score -1.192447e+08 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47974 members Mstep: Class 2 contains 25611 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30481 members Mstep: Class 7 contains 8157 members Mstep: Class 8 contains 34062 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169162 members Mstep: Class 12 contains 19464 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42091 members Mstep: Class 15 contains 3151 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17661 members Mstep: Class 18 contains 156009 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244792.000000 Penalty: 146151.609375 Iteration 71Q: 19 clusters Score -1.192448e+08 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47984 members Mstep: Class 2 contains 25634 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30485 members Mstep: Class 7 contains 8157 members Mstep: Class 8 contains 34062 members Mstep: Class 9 contains 8348 members Mstep: Class 10 contains 169158 members Mstep: Class 12 contains 19470 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42092 members Mstep: Class 15 contains 3137 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17656 members Mstep: Class 18 contains 155989 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244808.000000 Penalty: 146151.609375 Iteration 72Q: 19 clusters Score -1.192448e+08 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 47994 members Mstep: Class 2 contains 25661 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30484 members Mstep: Class 7 contains 8159 members Mstep: Class 8 contains 34057 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169154 members Mstep: Class 12 contains 19469 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42092 members Mstep: Class 15 contains 3129 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17650 members Mstep: Class 18 contains 155974 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244768.000000 Penalty: 146151.609375 Iteration 73Q: 19 clusters Score -1.192448e+08 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48010 members Mstep: Class 2 contains 25680 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30483 members Mstep: Class 7 contains 8164 members Mstep: Class 8 contains 34054 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169148 members Mstep: Class 12 contains 19470 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42088 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17645 members Mstep: Class 18 contains 155955 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244848.000000 Penalty: 146151.609375 Iteration 74Q: 19 clusters Score -1.192448e+08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48025 members Mstep: Class 2 contains 25690 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30478 members Mstep: Class 7 contains 8165 members Mstep: Class 8 contains 34057 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169143 members Mstep: Class 12 contains 19470 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42086 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17637 members Mstep: Class 18 contains 155946 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244912.000000 Penalty: 146151.609375 Iteration 75Q: 19 clusters Score -1.192449e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48034 members Mstep: Class 2 contains 25692 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8167 members Mstep: Class 8 contains 34059 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169139 members Mstep: Class 12 contains 19471 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42086 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17633 members Mstep: Class 18 contains 155940 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244856.000000 Penalty: 146151.609375 Iteration 76Q: 19 clusters Score -1.192449e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48042 members Mstep: Class 2 contains 25695 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8167 members Mstep: Class 8 contains 34058 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 169136 members Mstep: Class 12 contains 19472 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42084 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17629 members Mstep: Class 18 contains 155938 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244880.000000 Penalty: 146151.609375 Iteration 77Q: 19 clusters Score -1.192449e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48048 members Mstep: Class 2 contains 25702 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8167 members Mstep: Class 8 contains 34059 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169135 members Mstep: Class 12 contains 19472 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42081 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17624 members Mstep: Class 18 contains 155932 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119244888.000000 Penalty: 146151.609375 Iteration 78Q: 19 clusters Score -1.192449e+08 nChanged 18 Entering ConstructFrom: Score: -119244888.000000 Penalty: 146151.609375 Entering ConstructFrom: Trying to split cluster 1 (48052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48052 members Entering Unmasked Estep Score: -10250660.000000 Penalty: 6602.773926 Iteration 0F: 2 clusters Score -1.025066e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 23999 members Entering Unmasked Estep Score: -10216368.000000 Penalty: 13205.547852 Iteration 0F: 3 clusters Score -1.021637e+07 nChanged 21114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24325 members Mstep: Class 2 contains 23727 members Entering Unmasked Estep Score: -10227723.000000 Penalty: 13205.547852 Iteration 1F: 3 clusters Score -1.022772e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24431 members Mstep: Class 2 contains 23621 members Entering Unmasked Estep Score: -10228652.000000 Penalty: 13205.547852 Iteration 2F: 3 clusters Score -1.022865e+07 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24553 members Mstep: Class 2 contains 23499 members Entering Unmasked Estep Score: -10229494.000000 Penalty: 13205.547852 Iteration 3Q: 3 clusters Score -1.022949e+07 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24664 members Mstep: Class 2 contains 23388 members Entering Unmasked Estep Score: -10230331.000000 Penalty: 13205.547852 Iteration 4Q: 3 clusters Score -1.023033e+07 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24786 members Mstep: Class 2 contains 23266 members Entering Unmasked Estep Score: -10231278.000000 Penalty: 13205.547852 Iteration 5Q: 3 clusters Score -1.023128e+07 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24900 members Mstep: Class 2 contains 23152 members Entering Unmasked Estep Score: -10232290.000000 Penalty: 13205.547852 Iteration 6Q: 3 clusters Score -1.023229e+07 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24867 members Mstep: Class 2 contains 23185 members Entering Unmasked Estep Score: -10233110.000000 Penalty: 13205.547852 Iteration 7Q: 3 clusters Score -1.023311e+07 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24683 members Mstep: Class 2 contains 23369 members Entering Unmasked Estep Score: -10233912.000000 Penalty: 13205.547852 Iteration 8Q: 3 clusters Score -1.023391e+07 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24386 members Mstep: Class 2 contains 23666 members Entering Unmasked Estep Score: -10234673.000000 Penalty: 13205.547852 Iteration 9Q: 3 clusters Score -1.023467e+07 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23939 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -10235497.000000 Penalty: 13205.547852 Iteration 10Q: 3 clusters Score -1.02355e+07 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23410 members Mstep: Class 2 contains 24642 members Entering Unmasked Estep Score: -10236423.000000 Penalty: 13205.547852 Iteration 11Q: 3 clusters Score -1.023642e+07 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22792 members Mstep: Class 2 contains 25260 members Entering Unmasked Estep Score: -10237466.000000 Penalty: 13205.547852 Iteration 12Q: 3 clusters Score -1.023747e+07 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22212 members Mstep: Class 2 contains 25840 members Entering Unmasked Estep Score: -10238539.000000 Penalty: 13205.547852 Iteration 13Q: 3 clusters Score -1.023854e+07 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21599 members Mstep: Class 2 contains 26453 members Entering Unmasked Estep Score: -10239726.000000 Penalty: 13205.547852 Iteration 14Q: 3 clusters Score -1.023973e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21050 members Mstep: Class 2 contains 27002 members Entering Unmasked Estep Score: -10240976.000000 Penalty: 13205.547852 Iteration 15Q: 3 clusters Score -1.024098e+07 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20608 members Mstep: Class 2 contains 27444 members Entering Unmasked Estep Score: -10242098.000000 Penalty: 13205.547852 Iteration 16Q: 3 clusters Score -1.02421e+07 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20236 members Mstep: Class 2 contains 27816 members Entering Unmasked Estep Score: -10243058.000000 Penalty: 13205.547852 Iteration 17Q: 3 clusters Score -1.024306e+07 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 28032 members Entering Unmasked Estep Score: -10243706.000000 Penalty: 13205.547852 Iteration 18Q: 3 clusters Score -1.024371e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 28160 members Entering Unmasked Estep Score: -10244132.000000 Penalty: 13205.547852 Iteration 19Q: 3 clusters Score -1.024413e+07 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19857 members Mstep: Class 2 contains 28195 members Entering Unmasked Estep Score: -10244453.000000 Penalty: 13205.547852 Iteration 20F: 3 clusters Score -1.024445e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19845 members Mstep: Class 2 contains 28207 members Entering Unmasked Estep Score: -10244733.000000 Penalty: 13205.547852 Iteration 21Q: 3 clusters Score -1.024473e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19868 members Mstep: Class 2 contains 28184 members Entering Unmasked Estep Score: -10244909.000000 Penalty: 13205.547852 Iteration 22Q: 3 clusters Score -1.024491e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 28107 members Entering Unmasked Estep Score: -10245040.000000 Penalty: 13205.547852 Iteration 23Q: 3 clusters Score -1.024504e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20034 members Mstep: Class 2 contains 28018 members Entering Unmasked Estep Score: -10245196.000000 Penalty: 13205.547852 Iteration 24Q: 3 clusters Score -1.02452e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20143 members Mstep: Class 2 contains 27909 members Entering Unmasked Estep Score: -10245287.000000 Penalty: 13205.547852 Iteration 25Q: 3 clusters Score -1.024529e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20260 members Mstep: Class 2 contains 27792 members Entering Unmasked Estep Score: -10245424.000000 Penalty: 13205.547852 Iteration 26Q: 3 clusters Score -1.024542e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20396 members Mstep: Class 2 contains 27656 members Entering Unmasked Estep Score: -10245517.000000 Penalty: 13205.547852 Iteration 27Q: 3 clusters Score -1.024552e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20522 members Mstep: Class 2 contains 27530 members Entering Unmasked Estep Score: -10245557.000000 Penalty: 13205.547852 Iteration 28Q: 3 clusters Score -1.024556e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 27401 members Entering Unmasked Estep Score: -10245633.000000 Penalty: 13205.547852 Iteration 29Q: 3 clusters Score -1.024563e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20800 members Mstep: Class 2 contains 27252 members Entering Unmasked Estep Score: -10245677.000000 Penalty: 13205.547852 Iteration 30Q: 3 clusters Score -1.024568e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 27088 members Entering Unmasked Estep Score: -10245714.000000 Penalty: 13205.547852 Iteration 31Q: 3 clusters Score -1.024571e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21141 members Mstep: Class 2 contains 26911 members Entering Unmasked Estep Score: -10245747.000000 Penalty: 13205.547852 Iteration 32Q: 3 clusters Score -1.024575e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21287 members Mstep: Class 2 contains 26765 members Entering Unmasked Estep Score: -10245792.000000 Penalty: 13205.547852 Iteration 33Q: 3 clusters Score -1.024579e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21408 members Mstep: Class 2 contains 26644 members Entering Unmasked Estep Score: -10245844.000000 Penalty: 13205.547852 Iteration 34Q: 3 clusters Score -1.024584e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21525 members Mstep: Class 2 contains 26527 members Entering Unmasked Estep Score: -10245855.000000 Penalty: 13205.547852 Iteration 35Q: 3 clusters Score -1.024586e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21633 members Mstep: Class 2 contains 26419 members Entering Unmasked Estep Score: -10245866.000000 Penalty: 13205.547852 Iteration 36Q: 3 clusters Score -1.024587e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21731 members Mstep: Class 2 contains 26321 members Entering Unmasked Estep Score: -10245886.000000 Penalty: 13205.547852 Iteration 37Q: 3 clusters Score -1.024589e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21802 members Mstep: Class 2 contains 26250 members Entering Unmasked Estep Score: -10245881.000000 Penalty: 13205.547852 Iteration 38Q: 3 clusters Score -1.024588e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21868 members Mstep: Class 2 contains 26184 members Entering Unmasked Estep Score: -10245892.000000 Penalty: 13205.547852 Iteration 39Q: 3 clusters Score -1.024589e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 26127 members Entering Unmasked Estep Score: -10245899.000000 Penalty: 13205.547852 Iteration 40F: 3 clusters Score -1.02459e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21974 members Mstep: Class 2 contains 26078 members Entering Unmasked Estep Score: -10245885.000000 Penalty: 13205.547852 Iteration 41Q: 3 clusters Score -1.024588e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22025 members Mstep: Class 2 contains 26027 members Entering Unmasked Estep Score: -10245907.000000 Penalty: 13205.547852 Iteration 42Q: 3 clusters Score -1.024591e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22071 members Mstep: Class 2 contains 25981 members Entering Unmasked Estep Score: -10245903.000000 Penalty: 13205.547852 Iteration 43Q: 3 clusters Score -1.02459e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22106 members Mstep: Class 2 contains 25946 members Entering Unmasked Estep Score: -10245923.000000 Penalty: 13205.547852 Iteration 44Q: 3 clusters Score -1.024592e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22139 members Mstep: Class 2 contains 25913 members Entering Unmasked Estep Score: -10245903.000000 Penalty: 13205.547852 Iteration 45Q: 3 clusters Score -1.02459e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22167 members Mstep: Class 2 contains 25885 members Entering Unmasked Estep Score: -10245910.000000 Penalty: 13205.547852 Iteration 46Q: 3 clusters Score -1.024591e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22195 members Mstep: Class 2 contains 25857 members Entering Unmasked Estep Score: -10245914.000000 Penalty: 13205.547852 Iteration 47Q: 3 clusters Score -1.024591e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22221 members Mstep: Class 2 contains 25831 members Entering Unmasked Estep Score: -10245927.000000 Penalty: 13205.547852 Iteration 48Q: 3 clusters Score -1.024593e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22247 members Mstep: Class 2 contains 25805 members Entering Unmasked Estep Score: -10245926.000000 Penalty: 13205.547852 Iteration 49Q: 3 clusters Score -1.024593e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22269 members Mstep: Class 2 contains 25783 members Entering Unmasked Estep Score: -10245949.000000 Penalty: 13205.547852 Iteration 50Q: 3 clusters Score -1.024595e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22285 members Mstep: Class 2 contains 25767 members Entering Unmasked Estep Score: -10245956.000000 Penalty: 13205.547852 Iteration 51Q: 3 clusters Score -1.024596e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22298 members Mstep: Class 2 contains 25754 members Entering Unmasked Estep Score: -10245960.000000 Penalty: 13205.547852 Iteration 52Q: 3 clusters Score -1.024596e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22310 members Mstep: Class 2 contains 25742 members Entering Unmasked Estep Score: -10245963.000000 Penalty: 13205.547852 Iteration 53Q: 3 clusters Score -1.024596e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22327 members Mstep: Class 2 contains 25725 members Entering Unmasked Estep Score: -10245962.000000 Penalty: 13205.547852 Iteration 54Q: 3 clusters Score -1.024596e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22337 members Mstep: Class 2 contains 25715 members Entering Unmasked Estep Score: -10245969.000000 Penalty: 13205.547852 Iteration 55Q: 3 clusters Score -1.024597e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22348 members Mstep: Class 2 contains 25704 members Entering Unmasked Estep Score: -10245959.000000 Penalty: 13205.547852 Iteration 56Q: 3 clusters Score -1.024596e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22356 members Mstep: Class 2 contains 25696 members Entering Unmasked Estep Score: -10245959.000000 Penalty: 13205.547852 Iteration 57Q: 3 clusters Score -1.024596e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22362 members Mstep: Class 2 contains 25690 members Entering Unmasked Estep Score: -10245959.000000 Penalty: 13205.547852 Iteration 58Q: 3 clusters Score -1.024596e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22369 members Mstep: Class 2 contains 25683 members Entering Unmasked Estep Score: -10245955.000000 Penalty: 13205.547852 Iteration 59Q: 3 clusters Score -1.024596e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22373 members Mstep: Class 2 contains 25679 members Entering Unmasked Estep Score: -10245959.000000 Penalty: 13205.547852 Iteration 60F: 3 clusters Score -1.024596e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22380 members Mstep: Class 2 contains 25672 members Entering Unmasked Estep Score: -10245962.000000 Penalty: 13205.547852 Iteration 61Q: 3 clusters Score -1.024596e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22390 members Mstep: Class 2 contains 25662 members Entering Unmasked Estep Score: -10245963.000000 Penalty: 13205.547852 Iteration 62Q: 3 clusters Score -1.024596e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22399 members Mstep: Class 2 contains 25653 members Entering Unmasked Estep Score: -10245993.000000 Penalty: 13205.547852 Iteration 63Q: 3 clusters Score -1.024599e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22406 members Mstep: Class 2 contains 25646 members Entering Unmasked Estep Score: -10245983.000000 Penalty: 13205.547852 Iteration 64Q: 3 clusters Score -1.024598e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22412 members Mstep: Class 2 contains 25640 members Entering Unmasked Estep Score: -10245977.000000 Penalty: 13205.547852 Iteration 65Q: 3 clusters Score -1.024598e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 25631 members Entering Unmasked Estep Score: -10245998.000000 Penalty: 13205.547852 Iteration 66Q: 3 clusters Score -1.0246e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22427 members Mstep: Class 2 contains 25625 members Entering Unmasked Estep Score: -10245989.000000 Penalty: 13205.547852 Iteration 67Q: 3 clusters Score -1.024599e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22430 members Mstep: Class 2 contains 25622 members Entering Unmasked Estep Score: -10245991.000000 Penalty: 13205.547852 Iteration 68Q: 3 clusters Score -1.024599e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22433 members Mstep: Class 2 contains 25619 members Entering Unmasked Estep Score: -10245993.000000 Penalty: 13205.547852 Iteration 69Q: 3 clusters Score -1.024599e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22437 members Mstep: Class 2 contains 25615 members Entering Unmasked Estep Score: -10246002.000000 Penalty: 13205.547852 Iteration 70Q: 3 clusters Score -1.0246e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22441 members Mstep: Class 2 contains 25611 members Entering Unmasked Estep Score: -10246003.000000 Penalty: 13205.547852 Iteration 71Q: 3 clusters Score -1.0246e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22450 members Mstep: Class 2 contains 25602 members Entering Unmasked Estep Score: -10245998.000000 Penalty: 13205.547852 Iteration 72Q: 3 clusters Score -1.0246e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22457 members Mstep: Class 2 contains 25595 members Entering Unmasked Estep Score: -10245996.000000 Penalty: 13205.547852 Iteration 73Q: 3 clusters Score -1.0246e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22467 members Mstep: Class 2 contains 25585 members Entering Unmasked Estep Score: -10245994.000000 Penalty: 13205.547852 Iteration 74Q: 3 clusters Score -1.024599e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22468 members Mstep: Class 2 contains 25584 members Entering Unmasked Estep Score: -10245995.000000 Penalty: 13205.547852 Iteration 75Q: 3 clusters Score -1.0246e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22468 members Mstep: Class 2 contains 25584 members Entering Unmasked Estep Score: -10245995.000000 Penalty: 13205.547852 Iteration 76F: 3 clusters Score -1.0246e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25707 members Entering Unmasked Estep Score: -5210181.000000 Penalty: 6219.642578 Iteration 0F: 2 clusters Score -5210181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -5190135.500000 Penalty: 12439.285156 Iteration 0F: 3 clusters Score -5190136 nChanged 10631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -5195648.000000 Penalty: 12439.285156 Iteration 1F: 3 clusters Score -5195648 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -5196313.000000 Penalty: 12439.285156 Iteration 2F: 3 clusters Score -5196313 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -5196761.500000 Penalty: 12439.285156 Iteration 3Q: 3 clusters Score -5196762 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -5197197.500000 Penalty: 12439.285156 Iteration 4Q: 3 clusters Score -5197198 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11185 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -5197581.000000 Penalty: 12439.285156 Iteration 5Q: 3 clusters Score -5197581 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 15003 members Entering Unmasked Estep Score: -5198095.500000 Penalty: 12439.285156 Iteration 6Q: 3 clusters Score -5198096 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 15534 members Entering Unmasked Estep Score: -5198710.000000 Penalty: 12439.285156 Iteration 7Q: 3 clusters Score -5198710 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -5199339.500000 Penalty: 12439.285156 Iteration 8Q: 3 clusters Score -5199340 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -5200063.500000 Penalty: 12439.285156 Iteration 9Q: 3 clusters Score -5200064 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 17555 members Entering Unmasked Estep Score: -5200806.000000 Penalty: 12439.285156 Iteration 10Q: 3 clusters Score -5200806 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 18243 members Entering Unmasked Estep Score: -5201431.000000 Penalty: 12439.285156 Iteration 11Q: 3 clusters Score -5201431 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 18873 members Entering Unmasked Estep Score: -5202006.500000 Penalty: 12439.285156 Iteration 12Q: 3 clusters Score -5202006 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 19416 members Entering Unmasked Estep Score: -5202458.000000 Penalty: 12439.285156 Iteration 13Q: 3 clusters Score -5202458 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 19922 members Entering Unmasked Estep Score: -5202903.500000 Penalty: 12439.285156 Iteration 14Q: 3 clusters Score -5202904 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 20359 members Entering Unmasked Estep Score: -5203284.000000 Penalty: 12439.285156 Iteration 15Q: 3 clusters Score -5203284 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -5203589.500000 Penalty: 12439.285156 Iteration 16Q: 3 clusters Score -5203590 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 21103 members Entering Unmasked Estep Score: -5203951.500000 Penalty: 12439.285156 Iteration 17Q: 3 clusters Score -5203952 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 21404 members Entering Unmasked Estep Score: -5204246.000000 Penalty: 12439.285156 Iteration 18Q: 3 clusters Score -5204246 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 21627 members Entering Unmasked Estep Score: -5204487.500000 Penalty: 12439.285156 Iteration 19Q: 3 clusters Score -5204488 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 21798 members Entering Unmasked Estep Score: -5204646.000000 Penalty: 12439.285156 Iteration 20F: 3 clusters Score -5204646 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 21945 members Entering Unmasked Estep Score: -5204788.500000 Penalty: 12439.285156 Iteration 21Q: 3 clusters Score -5204788 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 22066 members Entering Unmasked Estep Score: -5204907.500000 Penalty: 12439.285156 Iteration 22Q: 3 clusters Score -5204908 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 22163 members Entering Unmasked Estep Score: -5204993.000000 Penalty: 12439.285156 Iteration 23Q: 3 clusters Score -5204993 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 22248 members Entering Unmasked Estep Score: -5205036.500000 Penalty: 12439.285156 Iteration 24Q: 3 clusters Score -5205036 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 22321 members Entering Unmasked Estep Score: -5205088.500000 Penalty: 12439.285156 Iteration 25Q: 3 clusters Score -5205088 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 22398 members Entering Unmasked Estep Score: -5205130.000000 Penalty: 12439.285156 Iteration 26Q: 3 clusters Score -5205130 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 22456 members Entering Unmasked Estep Score: -5205177.500000 Penalty: 12439.285156 Iteration 27Q: 3 clusters Score -5205178 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 22488 members Entering Unmasked Estep Score: -5205221.500000 Penalty: 12439.285156 Iteration 28Q: 3 clusters Score -5205222 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 22523 members Entering Unmasked Estep Score: -5205227.500000 Penalty: 12439.285156 Iteration 29Q: 3 clusters Score -5205228 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 22562 members Entering Unmasked Estep Score: -5205252.500000 Penalty: 12439.285156 Iteration 30Q: 3 clusters Score -5205252 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 22602 members Entering Unmasked Estep Score: -5205280.000000 Penalty: 12439.285156 Iteration 31Q: 3 clusters Score -5205280 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 22635 members Entering Unmasked Estep Score: -5205310.500000 Penalty: 12439.285156 Iteration 32Q: 3 clusters Score -5205310 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 22671 members Entering Unmasked Estep Score: -5205324.000000 Penalty: 12439.285156 Iteration 33Q: 3 clusters Score -5205324 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 22705 members Entering Unmasked Estep Score: -5205330.000000 Penalty: 12439.285156 Iteration 34Q: 3 clusters Score -5205330 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 22725 members Entering Unmasked Estep Score: -5205342.500000 Penalty: 12439.285156 Iteration 35Q: 3 clusters Score -5205342 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -5205360.000000 Penalty: 12439.285156 Iteration 36Q: 3 clusters Score -5205360 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 22750 members Entering Unmasked Estep Score: -5205368.500000 Penalty: 12439.285156 Iteration 37Q: 3 clusters Score -5205368 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 22769 members Entering Unmasked Estep Score: -5205382.000000 Penalty: 12439.285156 Iteration 38Q: 3 clusters Score -5205382 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 22784 members Entering Unmasked Estep Score: -5205379.500000 Penalty: 12439.285156 Iteration 39Q: 3 clusters Score -5205380 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -5205393.500000 Penalty: 12439.285156 Iteration 40F: 3 clusters Score -5205394 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -5205391.500000 Penalty: 12439.285156 Iteration 41Q: 3 clusters Score -5205392 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 22816 members Entering Unmasked Estep Score: -5205397.500000 Penalty: 12439.285156 Iteration 42Q: 3 clusters Score -5205398 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 22829 members Entering Unmasked Estep Score: -5205408.500000 Penalty: 12439.285156 Iteration 43Q: 3 clusters Score -5205408 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 22849 members Entering Unmasked Estep Score: -5205417.500000 Penalty: 12439.285156 Iteration 44Q: 3 clusters Score -5205418 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 22872 members Entering Unmasked Estep Score: -5205437.500000 Penalty: 12439.285156 Iteration 45Q: 3 clusters Score -5205438 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -5205430.500000 Penalty: 12439.285156 Iteration 46Q: 3 clusters Score -5205430 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 22904 members Entering Unmasked Estep Score: -5205440.000000 Penalty: 12439.285156 Iteration 47Q: 3 clusters Score -5205440 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 22924 members Entering Unmasked Estep Score: -5205458.500000 Penalty: 12439.285156 Iteration 48Q: 3 clusters Score -5205458 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 22938 members Entering Unmasked Estep Score: -5205465.500000 Penalty: 12439.285156 Iteration 49Q: 3 clusters Score -5205466 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 22952 members Entering Unmasked Estep Score: -5205473.500000 Penalty: 12439.285156 Iteration 50Q: 3 clusters Score -5205474 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -5205482.500000 Penalty: 12439.285156 Iteration 51Q: 3 clusters Score -5205482 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 22969 members Entering Unmasked Estep Score: -5205489.500000 Penalty: 12439.285156 Iteration 52Q: 3 clusters Score -5205490 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 22974 members Entering Unmasked Estep Score: -5205492.500000 Penalty: 12439.285156 Iteration 53Q: 3 clusters Score -5205492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 22981 members Entering Unmasked Estep Score: -5205503.500000 Penalty: 12439.285156 Iteration 54Q: 3 clusters Score -5205504 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 22988 members Entering Unmasked Estep Score: -5205500.000000 Penalty: 12439.285156 Iteration 55Q: 3 clusters Score -5205500 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 22998 members Entering Unmasked Estep Score: -5205495.000000 Penalty: 12439.285156 Iteration 56Q: 3 clusters Score -5205495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 23008 members Entering Unmasked Estep Score: -5205507.000000 Penalty: 12439.285156 Iteration 57Q: 3 clusters Score -5205507 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 23011 members Entering Unmasked Estep Score: -5205509.500000 Penalty: 12439.285156 Iteration 58Q: 3 clusters Score -5205510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 23014 members Entering Unmasked Estep Score: -5205512.000000 Penalty: 12439.285156 Iteration 59Q: 3 clusters Score -5205512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 23017 members Entering Unmasked Estep Score: -5205509.500000 Penalty: 12439.285156 Iteration 60F: 3 clusters Score -5205510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 23021 members Entering Unmasked Estep Score: -5205510.500000 Penalty: 12439.285156 Iteration 61Q: 3 clusters Score -5205510 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 23030 members Entering Unmasked Estep Score: -5205503.500000 Penalty: 12439.285156 Iteration 62Q: 3 clusters Score -5205504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 23037 members Entering Unmasked Estep Score: -5205504.500000 Penalty: 12439.285156 Iteration 63Q: 3 clusters Score -5205504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 23041 members Entering Unmasked Estep Score: -5205504.000000 Penalty: 12439.285156 Iteration 64Q: 3 clusters Score -5205504 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 23044 members Entering Unmasked Estep Score: -5205495.500000 Penalty: 12439.285156 Iteration 65Q: 3 clusters Score -5205496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 23046 members Entering Unmasked Estep Score: -5205494.000000 Penalty: 12439.285156 Iteration 66Q: 3 clusters Score -5205494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 23048 members Entering Unmasked Estep Score: -5205497.500000 Penalty: 12439.285156 Iteration 67Q: 3 clusters Score -5205498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 23048 members Entering Unmasked Estep Score: -5205497.500000 Penalty: 12439.285156 Iteration 68F: 3 clusters Score -5205498 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Entering Unmasked Estep Score: -253069.187500 Penalty: 4422.030762 Iteration 0F: 2 clusters Score -253069.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -248902.421875 Penalty: 8844.061523 Iteration 0F: 3 clusters Score -248902.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -249642.578125 Penalty: 8844.061523 Iteration 1F: 3 clusters Score -249642.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -249990.468750 Penalty: 8844.061523 Iteration 2F: 3 clusters Score -249990.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -250237.171875 Penalty: 8844.061523 Iteration 3F: 3 clusters Score -250237.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -250368.218750 Penalty: 8844.061523 Iteration 4Q: 3 clusters Score -250368.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -250481.703125 Penalty: 8844.061523 Iteration 5Q: 3 clusters Score -250481.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -250583.500000 Penalty: 8844.061523 Iteration 6Q: 3 clusters Score -250583.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -250700.484375 Penalty: 8844.061523 Iteration 7Q: 3 clusters Score -250700.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -250746.203125 Penalty: 8844.061523 Iteration 8Q: 3 clusters Score -250746.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -250812.734375 Penalty: 8844.061523 Iteration 9Q: 3 clusters Score -250812.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -250912.250000 Penalty: 8844.061523 Iteration 10Q: 3 clusters Score -250912.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -250943.015625 Penalty: 8844.061523 Iteration 11Q: 3 clusters Score -250943 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -250962.375000 Penalty: 8844.061523 Iteration 12Q: 3 clusters Score -250962.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -250968.437500 Penalty: 8844.061523 Iteration 13Q: 3 clusters Score -250968.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -250975.390625 Penalty: 8844.061523 Iteration 14Q: 3 clusters Score -250975.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -250982.203125 Penalty: 8844.061523 Iteration 15Q: 3 clusters Score -250982.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -250984.281250 Penalty: 8844.061523 Iteration 16Q: 3 clusters Score -250984.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -250986.484375 Penalty: 8844.061523 Iteration 17Q: 3 clusters Score -250986.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -250990.453125 Penalty: 8844.061523 Iteration 18Q: 3 clusters Score -250990.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -250993.531250 Penalty: 8844.061523 Iteration 19Q: 3 clusters Score -250993.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -251010.281250 Penalty: 8844.061523 Iteration 20F: 3 clusters Score -251010.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -251099.359375 Penalty: 8844.061523 Iteration 21Q: 3 clusters Score -251099.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -251141.468750 Penalty: 8844.061523 Iteration 22Q: 3 clusters Score -251141.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -251193.406250 Penalty: 8844.061523 Iteration 23Q: 3 clusters Score -251193.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -251215.140625 Penalty: 8844.061523 Iteration 24Q: 3 clusters Score -251215.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -251232.828125 Penalty: 8844.061523 Iteration 25Q: 3 clusters Score -251232.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -251244.218750 Penalty: 8844.061523 Iteration 26Q: 3 clusters Score -251244.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -251250.140625 Penalty: 8844.061523 Iteration 27Q: 3 clusters Score -251250.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -251250.140625 Penalty: 8844.061523 Iteration 28F: 3 clusters Score -251250.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Entering Unmasked Estep Score: -186969.218750 Penalty: 4297.673340 Iteration 0F: 2 clusters Score -186969.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -183287.906250 Penalty: 8595.346680 Iteration 0F: 3 clusters Score -183287.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -185286.843750 Penalty: 8595.346680 Iteration 1F: 3 clusters Score -185286.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -186823.703125 Penalty: 8595.346680 Iteration 2F: 3 clusters Score -186823.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -187686.421875 Penalty: 8595.346680 Iteration 3F: 3 clusters Score -187686.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -188110.703125 Penalty: 8595.346680 Iteration 4F: 3 clusters Score -188110.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -188436.343750 Penalty: 8595.346680 Iteration 5Q: 3 clusters Score -188436.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -188605.078125 Penalty: 8595.346680 Iteration 6Q: 3 clusters Score -188605.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -188690.609375 Penalty: 8595.346680 Iteration 7Q: 3 clusters Score -188690.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -188724.687500 Penalty: 8595.346680 Iteration 8Q: 3 clusters Score -188724.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -188741.468750 Penalty: 8595.346680 Iteration 9Q: 3 clusters Score -188741.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -188753.859375 Penalty: 8595.346680 Iteration 10Q: 3 clusters Score -188753.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -188757.953125 Penalty: 8595.346680 Iteration 11Q: 3 clusters Score -188758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -188763.140625 Penalty: 8595.346680 Iteration 12F: 3 clusters Score -188763.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -188793.218750 Penalty: 8595.346680 Iteration 13Q: 3 clusters Score -188793.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -188793.218750 Penalty: 8595.346680 Iteration 14F: 3 clusters Score -188793.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48052 members Mstep: Class 2 contains 25707 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 713 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8168 members Mstep: Class 8 contains 34058 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169131 members Mstep: Class 11 contains 402 members Mstep: Class 12 contains 19474 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42080 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17621 members Mstep: Class 18 contains 155929 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep Score: -119242744.000000 Penalty: 154271.140625 Splitting cluster 4 changes total score from -119244888.000000 to -119242744.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Entering Unmasked Estep Score: -243240.000000 Penalty: 4429.163086 Iteration 0F: 2 clusters Score -243240 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -238957.656250 Penalty: 8858.326172 Iteration 0F: 3 clusters Score -238957.7 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -240122.281250 Penalty: 8858.326172 Iteration 1F: 3 clusters Score -240122.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -241751.718750 Penalty: 8858.326172 Iteration 2F: 3 clusters Score -241751.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -242741.718750 Penalty: 8858.326172 Iteration 3F: 3 clusters Score -242741.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -243849.187500 Penalty: 8858.326172 Iteration 4F: 3 clusters Score -243849.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -244531.187500 Penalty: 8858.326172 Iteration 5Q: 3 clusters Score -244531.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -244653.812500 Penalty: 8858.326172 Iteration 6Q: 3 clusters Score -244653.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -244691.906250 Penalty: 8858.326172 Iteration 7Q: 3 clusters Score -244691.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -244716.421875 Penalty: 8858.326172 Iteration 8Q: 3 clusters Score -244716.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -244740.687500 Penalty: 8858.326172 Iteration 9Q: 3 clusters Score -244740.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -244771.343750 Penalty: 8858.326172 Iteration 10Q: 3 clusters Score -244771.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -244789.343750 Penalty: 8858.326172 Iteration 11Q: 3 clusters Score -244789.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -244802.937500 Penalty: 8858.326172 Iteration 12Q: 3 clusters Score -244802.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -244814.156250 Penalty: 8858.326172 Iteration 13Q: 3 clusters Score -244814.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -244824.421875 Penalty: 8858.326172 Iteration 14Q: 3 clusters Score -244824.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -244827.328125 Penalty: 8858.326172 Iteration 15Q: 3 clusters Score -244827.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -244829.140625 Penalty: 8858.326172 Iteration 16Q: 3 clusters Score -244829.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -244836.218750 Penalty: 8858.326172 Iteration 17Q: 3 clusters Score -244836.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -244845.453125 Penalty: 8858.326172 Iteration 18Q: 3 clusters Score -244845.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -244852.562500 Penalty: 8858.326172 Iteration 19Q: 3 clusters Score -244852.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -244855.953125 Penalty: 8858.326172 Iteration 20F: 3 clusters Score -244856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -244857.609375 Penalty: 8858.326172 Iteration 21Q: 3 clusters Score -244857.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -244857.609375 Penalty: 8858.326172 Iteration 22F: 3 clusters Score -244857.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48052 members Mstep: Class 2 contains 25707 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1016 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8168 members Mstep: Class 8 contains 34058 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169131 members Mstep: Class 11 contains 366 members Mstep: Class 12 contains 19474 members Mstep: Class 13 contains 2588 members Mstep: Class 14 contains 42080 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17621 members Mstep: Class 18 contains 155929 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep Score: -119242664.000000 Penalty: 154271.140625 Splitting cluster 5 changes total score from -119244888.000000 to -119242664.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (30476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30476 members Entering Unmasked Estep Score: -6382479.500000 Penalty: 6323.875488 Iteration 0F: 2 clusters Score -6382480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -6359410.500000 Penalty: 12647.750977 Iteration 0F: 3 clusters Score -6359410 nChanged 12788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15954 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -6366006.000000 Penalty: 12647.750977 Iteration 1F: 3 clusters Score -6366006 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 14133 members Entering Unmasked Estep Score: -6366681.500000 Penalty: 12647.750977 Iteration 2F: 3 clusters Score -6366682 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16842 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -6367232.500000 Penalty: 12647.750977 Iteration 3Q: 3 clusters Score -6367232 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17507 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -6367678.000000 Penalty: 12647.750977 Iteration 4Q: 3 clusters Score -6367678 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18256 members Mstep: Class 2 contains 12220 members Entering Unmasked Estep Score: -6368174.500000 Penalty: 12647.750977 Iteration 5Q: 3 clusters Score -6368174 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19194 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -6368670.500000 Penalty: 12647.750977 Iteration 6Q: 3 clusters Score -6368670 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20283 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -6369230.000000 Penalty: 12647.750977 Iteration 7Q: 3 clusters Score -6369230 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21537 members Mstep: Class 2 contains 8939 members Entering Unmasked Estep Score: -6370002.500000 Penalty: 12647.750977 Iteration 8Q: 3 clusters Score -6370002 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22977 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -6370936.000000 Penalty: 12647.750977 Iteration 9Q: 3 clusters Score -6370936 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24553 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -6372150.000000 Penalty: 12647.750977 Iteration 10F: 3 clusters Score -6372150 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26103 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -6373403.500000 Penalty: 12647.750977 Iteration 11F: 3 clusters Score -6373404 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27402 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -6374534.000000 Penalty: 12647.750977 Iteration 12Q: 3 clusters Score -6374534 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28325 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -6375400.000000 Penalty: 12647.750977 Iteration 13Q: 3 clusters Score -6375400 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28889 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -6375901.000000 Penalty: 12647.750977 Iteration 14Q: 3 clusters Score -6375901 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29234 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -6376261.500000 Penalty: 12647.750977 Iteration 15Q: 3 clusters Score -6376262 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29434 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -6376468.000000 Penalty: 12647.750977 Iteration 16Q: 3 clusters Score -6376468 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29530 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -6376585.000000 Penalty: 12647.750977 Iteration 17Q: 3 clusters Score -6376585 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29599 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -6376641.500000 Penalty: 12647.750977 Iteration 18Q: 3 clusters Score -6376642 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29645 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -6376711.000000 Penalty: 12647.750977 Iteration 19Q: 3 clusters Score -6376711 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29683 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -6376754.000000 Penalty: 12647.750977 Iteration 20F: 3 clusters Score -6376754 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29708 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -6376796.000000 Penalty: 12647.750977 Iteration 21Q: 3 clusters Score -6376796 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29725 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -6376816.500000 Penalty: 12647.750977 Iteration 22Q: 3 clusters Score -6376816 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29744 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -6376835.500000 Penalty: 12647.750977 Iteration 23Q: 3 clusters Score -6376836 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29764 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -6376863.000000 Penalty: 12647.750977 Iteration 24Q: 3 clusters Score -6376863 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29772 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -6376869.000000 Penalty: 12647.750977 Iteration 25Q: 3 clusters Score -6376869 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29777 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -6376882.000000 Penalty: 12647.750977 Iteration 26Q: 3 clusters Score -6376882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29780 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -6376889.500000 Penalty: 12647.750977 Iteration 27Q: 3 clusters Score -6376890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29783 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -6376898.000000 Penalty: 12647.750977 Iteration 28Q: 3 clusters Score -6376898 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29783 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -6376898.000000 Penalty: 12647.750977 Iteration 29F: 3 clusters Score -6376898 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Entering Unmasked Estep Score: -1718528.250000 Penalty: 5517.387207 Iteration 0F: 2 clusters Score -1718528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1709420.375000 Penalty: 11034.774414 Iteration 0F: 3 clusters Score -1709420 nChanged 2898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1711319.250000 Penalty: 11034.774414 Iteration 1F: 3 clusters Score -1711319 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1711945.250000 Penalty: 11034.774414 Iteration 2F: 3 clusters Score -1711945 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1712334.375000 Penalty: 11034.774414 Iteration 3F: 3 clusters Score -1712334 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1712607.375000 Penalty: 11034.774414 Iteration 4Q: 3 clusters Score -1712607 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1712818.250000 Penalty: 11034.774414 Iteration 5Q: 3 clusters Score -1712818 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1713006.375000 Penalty: 11034.774414 Iteration 6Q: 3 clusters Score -1713006 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1713176.125000 Penalty: 11034.774414 Iteration 7Q: 3 clusters Score -1713176 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -1713331.000000 Penalty: 11034.774414 Iteration 8Q: 3 clusters Score -1713331 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -1713460.750000 Penalty: 11034.774414 Iteration 9Q: 3 clusters Score -1713461 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1713595.875000 Penalty: 11034.774414 Iteration 10Q: 3 clusters Score -1713596 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1713694.750000 Penalty: 11034.774414 Iteration 11Q: 3 clusters Score -1713695 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1713779.625000 Penalty: 11034.774414 Iteration 12Q: 3 clusters Score -1713780 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1713863.500000 Penalty: 11034.774414 Iteration 13Q: 3 clusters Score -1713864 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1713936.125000 Penalty: 11034.774414 Iteration 14Q: 3 clusters Score -1713936 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1714003.125000 Penalty: 11034.774414 Iteration 15Q: 3 clusters Score -1714003 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1714069.875000 Penalty: 11034.774414 Iteration 16Q: 3 clusters Score -1714070 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1714131.375000 Penalty: 11034.774414 Iteration 17Q: 3 clusters Score -1714131 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1714174.500000 Penalty: 11034.774414 Iteration 18Q: 3 clusters Score -1714174 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1714229.250000 Penalty: 11034.774414 Iteration 19Q: 3 clusters Score -1714229 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1714271.875000 Penalty: 11034.774414 Iteration 20F: 3 clusters Score -1714272 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1714312.625000 Penalty: 11034.774414 Iteration 21Q: 3 clusters Score -1714313 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1714339.875000 Penalty: 11034.774414 Iteration 22Q: 3 clusters Score -1714340 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1714373.375000 Penalty: 11034.774414 Iteration 23Q: 3 clusters Score -1714373 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1714412.000000 Penalty: 11034.774414 Iteration 24Q: 3 clusters Score -1714412 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1714458.250000 Penalty: 11034.774414 Iteration 25Q: 3 clusters Score -1714458 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -1714497.000000 Penalty: 11034.774414 Iteration 26Q: 3 clusters Score -1714497 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1714533.750000 Penalty: 11034.774414 Iteration 27Q: 3 clusters Score -1714534 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1714569.500000 Penalty: 11034.774414 Iteration 28Q: 3 clusters Score -1714570 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1714595.750000 Penalty: 11034.774414 Iteration 29Q: 3 clusters Score -1714596 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -1714621.000000 Penalty: 11034.774414 Iteration 30Q: 3 clusters Score -1714621 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1714633.875000 Penalty: 11034.774414 Iteration 31Q: 3 clusters Score -1714634 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1714649.250000 Penalty: 11034.774414 Iteration 32Q: 3 clusters Score -1714649 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1714656.375000 Penalty: 11034.774414 Iteration 33Q: 3 clusters Score -1714656 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1714662.500000 Penalty: 11034.774414 Iteration 34Q: 3 clusters Score -1714662 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -1714672.750000 Penalty: 11034.774414 Iteration 35Q: 3 clusters Score -1714673 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1714685.125000 Penalty: 11034.774414 Iteration 36Q: 3 clusters Score -1714685 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1714691.250000 Penalty: 11034.774414 Iteration 37Q: 3 clusters Score -1714691 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1714705.125000 Penalty: 11034.774414 Iteration 38Q: 3 clusters Score -1714705 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -1714723.125000 Penalty: 11034.774414 Iteration 39Q: 3 clusters Score -1714723 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -1714743.750000 Penalty: 11034.774414 Iteration 40F: 3 clusters Score -1714744 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1714759.750000 Penalty: 11034.774414 Iteration 41Q: 3 clusters Score -1714760 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1714772.750000 Penalty: 11034.774414 Iteration 42Q: 3 clusters Score -1714773 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1714788.125000 Penalty: 11034.774414 Iteration 43Q: 3 clusters Score -1714788 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1714799.625000 Penalty: 11034.774414 Iteration 44Q: 3 clusters Score -1714800 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1714804.500000 Penalty: 11034.774414 Iteration 45Q: 3 clusters Score -1714804 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -1714808.875000 Penalty: 11034.774414 Iteration 46Q: 3 clusters Score -1714809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1714811.125000 Penalty: 11034.774414 Iteration 47Q: 3 clusters Score -1714811 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1714817.625000 Penalty: 11034.774414 Iteration 48Q: 3 clusters Score -1714818 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1714821.125000 Penalty: 11034.774414 Iteration 49Q: 3 clusters Score -1714821 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1714819.125000 Penalty: 11034.774414 Iteration 50Q: 3 clusters Score -1714819 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1714818.625000 Penalty: 11034.774414 Iteration 51Q: 3 clusters Score -1714819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1714819.000000 Penalty: 11034.774414 Iteration 52Q: 3 clusters Score -1714819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1714816.750000 Penalty: 11034.774414 Iteration 53Q: 3 clusters Score -1714817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1714819.000000 Penalty: 11034.774414 Iteration 54Q: 3 clusters Score -1714819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1714818.375000 Penalty: 11034.774414 Iteration 55Q: 3 clusters Score -1714818 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -1714824.000000 Penalty: 11034.774414 Iteration 56Q: 3 clusters Score -1714824 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1714829.250000 Penalty: 11034.774414 Iteration 57Q: 3 clusters Score -1714829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1714829.000000 Penalty: 11034.774414 Iteration 58Q: 3 clusters Score -1714829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1714826.000000 Penalty: 11034.774414 Iteration 59Q: 3 clusters Score -1714826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1714827.125000 Penalty: 11034.774414 Iteration 60F: 3 clusters Score -1714827 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -1714834.625000 Penalty: 11034.774414 Iteration 61Q: 3 clusters Score -1714835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1714835.625000 Penalty: 11034.774414 Iteration 62Q: 3 clusters Score -1714836 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1714839.500000 Penalty: 11034.774414 Iteration 63Q: 3 clusters Score -1714840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -1714839.000000 Penalty: 11034.774414 Iteration 64Q: 3 clusters Score -1714839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1714842.875000 Penalty: 11034.774414 Iteration 65Q: 3 clusters Score -1714843 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1714845.875000 Penalty: 11034.774414 Iteration 66Q: 3 clusters Score -1714846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1714847.375000 Penalty: 11034.774414 Iteration 67Q: 3 clusters Score -1714847 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -1714850.000000 Penalty: 11034.774414 Iteration 68Q: 3 clusters Score -1714850 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -1714850.000000 Penalty: 11034.774414 Iteration 69F: 3 clusters Score -1714850 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (34058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34058 members Entering Unmasked Estep Score: -7236047.500000 Penalty: 6391.939941 Iteration 0F: 2 clusters Score -7236048 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16927 members Mstep: Class 2 contains 17131 members Entering Unmasked Estep Score: -7210735.000000 Penalty: 12783.879883 Iteration 0F: 3 clusters Score -7210735 nChanged 14516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16685 members Mstep: Class 2 contains 17373 members Entering Unmasked Estep Score: -7218436.000000 Penalty: 12783.879883 Iteration 1F: 3 clusters Score -7218436 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16619 members Mstep: Class 2 contains 17439 members Entering Unmasked Estep Score: -7219244.500000 Penalty: 12783.879883 Iteration 2F: 3 clusters Score -7219244 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16526 members Mstep: Class 2 contains 17532 members Entering Unmasked Estep Score: -7219746.500000 Penalty: 12783.879883 Iteration 3Q: 3 clusters Score -7219746 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -7220125.500000 Penalty: 12783.879883 Iteration 4Q: 3 clusters Score -7220126 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 17676 members Entering Unmasked Estep Score: -7220413.000000 Penalty: 12783.879883 Iteration 5Q: 3 clusters Score -7220413 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16272 members Mstep: Class 2 contains 17786 members Entering Unmasked Estep Score: -7220631.500000 Penalty: 12783.879883 Iteration 6Q: 3 clusters Score -7220632 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 17942 members Entering Unmasked Estep Score: -7220830.500000 Penalty: 12783.879883 Iteration 7Q: 3 clusters Score -7220830 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15957 members Mstep: Class 2 contains 18101 members Entering Unmasked Estep Score: -7221057.500000 Penalty: 12783.879883 Iteration 8Q: 3 clusters Score -7221058 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 18289 members Entering Unmasked Estep Score: -7221301.000000 Penalty: 12783.879883 Iteration 9Q: 3 clusters Score -7221301 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15527 members Mstep: Class 2 contains 18531 members Entering Unmasked Estep Score: -7221557.000000 Penalty: 12783.879883 Iteration 10Q: 3 clusters Score -7221557 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 18859 members Entering Unmasked Estep Score: -7221906.000000 Penalty: 12783.879883 Iteration 11Q: 3 clusters Score -7221906 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14855 members Mstep: Class 2 contains 19203 members Entering Unmasked Estep Score: -7222242.000000 Penalty: 12783.879883 Iteration 12Q: 3 clusters Score -7222242 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -7222611.000000 Penalty: 12783.879883 Iteration 13Q: 3 clusters Score -7222611 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13902 members Mstep: Class 2 contains 20156 members Entering Unmasked Estep Score: -7223052.500000 Penalty: 12783.879883 Iteration 14Q: 3 clusters Score -7223052 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13309 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -7223556.500000 Penalty: 12783.879883 Iteration 15Q: 3 clusters Score -7223556 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 21436 members Entering Unmasked Estep Score: -7224013.000000 Penalty: 12783.879883 Iteration 16Q: 3 clusters Score -7224013 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 22148 members Entering Unmasked Estep Score: -7224465.500000 Penalty: 12783.879883 Iteration 17Q: 3 clusters Score -7224466 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 22897 members Entering Unmasked Estep Score: -7224942.000000 Penalty: 12783.879883 Iteration 18Q: 3 clusters Score -7224942 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -7225450.000000 Penalty: 12783.879883 Iteration 19Q: 3 clusters Score -7225450 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 24499 members Entering Unmasked Estep Score: -7225884.000000 Penalty: 12783.879883 Iteration 20F: 3 clusters Score -7225884 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 25359 members Entering Unmasked Estep Score: -7226390.000000 Penalty: 12783.879883 Iteration 21Q: 3 clusters Score -7226390 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 26218 members Entering Unmasked Estep Score: -7226920.500000 Penalty: 12783.879883 Iteration 22Q: 3 clusters Score -7226920 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 27073 members Entering Unmasked Estep Score: -7227399.500000 Penalty: 12783.879883 Iteration 23Q: 3 clusters Score -7227400 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 27914 members Entering Unmasked Estep Score: -7227899.000000 Penalty: 12783.879883 Iteration 24Q: 3 clusters Score -7227899 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 28642 members Entering Unmasked Estep Score: -7228349.000000 Penalty: 12783.879883 Iteration 25Q: 3 clusters Score -7228349 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 29302 members Entering Unmasked Estep Score: -7228712.000000 Penalty: 12783.879883 Iteration 26Q: 3 clusters Score -7228712 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 29850 members Entering Unmasked Estep Score: -7229056.500000 Penalty: 12783.879883 Iteration 27Q: 3 clusters Score -7229056 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 30308 members Entering Unmasked Estep Score: -7229315.500000 Penalty: 12783.879883 Iteration 28Q: 3 clusters Score -7229316 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 30690 members Entering Unmasked Estep Score: -7229529.500000 Penalty: 12783.879883 Iteration 29Q: 3 clusters Score -7229530 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 30989 members Entering Unmasked Estep Score: -7229705.500000 Penalty: 12783.879883 Iteration 30Q: 3 clusters Score -7229706 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 31218 members Entering Unmasked Estep Score: -7229840.500000 Penalty: 12783.879883 Iteration 31Q: 3 clusters Score -7229840 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 31430 members Entering Unmasked Estep Score: -7229961.500000 Penalty: 12783.879883 Iteration 32Q: 3 clusters Score -7229962 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 31606 members Entering Unmasked Estep Score: -7230074.500000 Penalty: 12783.879883 Iteration 33Q: 3 clusters Score -7230074 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 31758 members Entering Unmasked Estep Score: -7230149.500000 Penalty: 12783.879883 Iteration 34Q: 3 clusters Score -7230150 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 31899 members Entering Unmasked Estep Score: -7230263.000000 Penalty: 12783.879883 Iteration 35Q: 3 clusters Score -7230263 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 31997 members Entering Unmasked Estep Score: -7230325.500000 Penalty: 12783.879883 Iteration 36Q: 3 clusters Score -7230326 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 32075 members Entering Unmasked Estep Score: -7230383.500000 Penalty: 12783.879883 Iteration 37Q: 3 clusters Score -7230384 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 32146 members Entering Unmasked Estep Score: -7230446.500000 Penalty: 12783.879883 Iteration 38Q: 3 clusters Score -7230446 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 32198 members Entering Unmasked Estep Score: -7230494.000000 Penalty: 12783.879883 Iteration 39Q: 3 clusters Score -7230494 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 32237 members Entering Unmasked Estep Score: -7230516.000000 Penalty: 12783.879883 Iteration 40F: 3 clusters Score -7230516 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 32272 members Entering Unmasked Estep Score: -7230542.000000 Penalty: 12783.879883 Iteration 41Q: 3 clusters Score -7230542 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 32302 members Entering Unmasked Estep Score: -7230566.500000 Penalty: 12783.879883 Iteration 42Q: 3 clusters Score -7230566 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 32333 members Entering Unmasked Estep Score: -7230579.500000 Penalty: 12783.879883 Iteration 43Q: 3 clusters Score -7230580 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 32356 members Entering Unmasked Estep Score: -7230591.000000 Penalty: 12783.879883 Iteration 44Q: 3 clusters Score -7230591 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 32377 members Entering Unmasked Estep Score: -7230609.500000 Penalty: 12783.879883 Iteration 45Q: 3 clusters Score -7230610 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 32404 members Entering Unmasked Estep Score: -7230624.500000 Penalty: 12783.879883 Iteration 46Q: 3 clusters Score -7230624 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 32418 members Entering Unmasked Estep Score: -7230627.000000 Penalty: 12783.879883 Iteration 47Q: 3 clusters Score -7230627 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 32429 members Entering Unmasked Estep Score: -7230635.000000 Penalty: 12783.879883 Iteration 48Q: 3 clusters Score -7230635 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 32435 members Entering Unmasked Estep Score: -7230636.500000 Penalty: 12783.879883 Iteration 49Q: 3 clusters Score -7230636 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 32441 members Entering Unmasked Estep Score: -7230644.500000 Penalty: 12783.879883 Iteration 50Q: 3 clusters Score -7230644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 32445 members Entering Unmasked Estep Score: -7230644.000000 Penalty: 12783.879883 Iteration 51Q: 3 clusters Score -7230644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 32447 members Entering Unmasked Estep Score: -7230640.000000 Penalty: 12783.879883 Iteration 52Q: 3 clusters Score -7230640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 32450 members Entering Unmasked Estep Score: -7230644.000000 Penalty: 12783.879883 Iteration 53Q: 3 clusters Score -7230644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 32453 members Entering Unmasked Estep Score: -7230648.500000 Penalty: 12783.879883 Iteration 54Q: 3 clusters Score -7230648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 32451 members Entering Unmasked Estep Score: -7230657.500000 Penalty: 12783.879883 Iteration 55Q: 3 clusters Score -7230658 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 32452 members Entering Unmasked Estep Score: -7230656.500000 Penalty: 12783.879883 Iteration 56Q: 3 clusters Score -7230656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 32452 members Entering Unmasked Estep Score: -7230656.500000 Penalty: 12783.879883 Iteration 57F: 3 clusters Score -7230656 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Entering Unmasked Estep Score: -1709768.000000 Penalty: 5530.885254 Iteration 0F: 2 clusters Score -1709768 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1700587.500000 Penalty: 11061.770508 Iteration 0F: 3 clusters Score -1700588 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1702509.250000 Penalty: 11061.770508 Iteration 1F: 3 clusters Score -1702509 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1703350.500000 Penalty: 11061.770508 Iteration 2F: 3 clusters Score -1703350 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1704327.750000 Penalty: 11061.770508 Iteration 3F: 3 clusters Score -1704328 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1705319.750000 Penalty: 11061.770508 Iteration 4F: 3 clusters Score -1705320 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1706147.125000 Penalty: 11061.770508 Iteration 5F: 3 clusters Score -1706147 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1706768.250000 Penalty: 11061.770508 Iteration 6F: 3 clusters Score -1706768 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1707136.125000 Penalty: 11061.770508 Iteration 7Q: 3 clusters Score -1707136 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1707336.375000 Penalty: 11061.770508 Iteration 8Q: 3 clusters Score -1707336 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -1707452.375000 Penalty: 11061.770508 Iteration 9Q: 3 clusters Score -1707452 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -1707518.625000 Penalty: 11061.770508 Iteration 10Q: 3 clusters Score -1707519 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1707560.875000 Penalty: 11061.770508 Iteration 11Q: 3 clusters Score -1707561 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1707586.875000 Penalty: 11061.770508 Iteration 12Q: 3 clusters Score -1707587 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1707610.250000 Penalty: 11061.770508 Iteration 13Q: 3 clusters Score -1707610 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1707625.500000 Penalty: 11061.770508 Iteration 14Q: 3 clusters Score -1707626 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1707640.625000 Penalty: 11061.770508 Iteration 15Q: 3 clusters Score -1707641 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -1707648.000000 Penalty: 11061.770508 Iteration 16Q: 3 clusters Score -1707648 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1707652.875000 Penalty: 11061.770508 Iteration 17Q: 3 clusters Score -1707653 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1707658.250000 Penalty: 11061.770508 Iteration 18Q: 3 clusters Score -1707658 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1707657.000000 Penalty: 11061.770508 Iteration 19Q: 3 clusters Score -1707657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1707665.250000 Penalty: 11061.770508 Iteration 20F: 3 clusters Score -1707665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1707665.000000 Penalty: 11061.770508 Iteration 21Q: 3 clusters Score -1707665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1707667.875000 Penalty: 11061.770508 Iteration 22Q: 3 clusters Score -1707668 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1707673.875000 Penalty: 11061.770508 Iteration 23Q: 3 clusters Score -1707674 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1707675.000000 Penalty: 11061.770508 Iteration 24Q: 3 clusters Score -1707675 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1707678.250000 Penalty: 11061.770508 Iteration 25Q: 3 clusters Score -1707678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1707679.750000 Penalty: 11061.770508 Iteration 26Q: 3 clusters Score -1707680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1707678.250000 Penalty: 11061.770508 Iteration 27Q: 3 clusters Score -1707678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1707678.375000 Penalty: 11061.770508 Iteration 28Q: 3 clusters Score -1707678 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1707682.125000 Penalty: 11061.770508 Iteration 29Q: 3 clusters Score -1707682 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1707680.500000 Penalty: 11061.770508 Iteration 30Q: 3 clusters Score -1707680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1707683.750000 Penalty: 11061.770508 Iteration 31Q: 3 clusters Score -1707684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1707686.625000 Penalty: 11061.770508 Iteration 32Q: 3 clusters Score -1707687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1707685.625000 Penalty: 11061.770508 Iteration 33Q: 3 clusters Score -1707686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1707688.125000 Penalty: 11061.770508 Iteration 34Q: 3 clusters Score -1707688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1707690.875000 Penalty: 11061.770508 Iteration 35Q: 3 clusters Score -1707691 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1707690.875000 Penalty: 11061.770508 Iteration 36Q: 3 clusters Score -1707691 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1707690.875000 Penalty: 11061.770508 Iteration 37F: 3 clusters Score -1707691 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (169131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169131 members Entering Unmasked Estep Score: -35726896.000000 Penalty: 7373.538086 Iteration 0F: 2 clusters Score -3.57269e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84459 members Mstep: Class 2 contains 84672 members Entering Unmasked Estep Score: -35613564.000000 Penalty: 14747.076172 Iteration 0F: 3 clusters Score -3.561356e+07 nChanged 78888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83145 members Mstep: Class 2 contains 85986 members Entering Unmasked Estep Score: -35657288.000000 Penalty: 14747.076172 Iteration 1F: 3 clusters Score -3.565729e+07 nChanged 5596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82533 members Mstep: Class 2 contains 86598 members Entering Unmasked Estep Score: -35658436.000000 Penalty: 14747.076172 Iteration 2Q: 3 clusters Score -3.565844e+07 nChanged 5126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81687 members Mstep: Class 2 contains 87444 members Entering Unmasked Estep Score: -35659484.000000 Penalty: 14747.076172 Iteration 3Q: 3 clusters Score -3.565948e+07 nChanged 4867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80420 members Mstep: Class 2 contains 88711 members Entering Unmasked Estep Score: -35660476.000000 Penalty: 14747.076172 Iteration 4Q: 3 clusters Score -3.566048e+07 nChanged 4948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78406 members Mstep: Class 2 contains 90725 members Entering Unmasked Estep Score: -35661592.000000 Penalty: 14747.076172 Iteration 5Q: 3 clusters Score -3.566159e+07 nChanged 5361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75397 members Mstep: Class 2 contains 93734 members Entering Unmasked Estep Score: -35663288.000000 Penalty: 14747.076172 Iteration 6Q: 3 clusters Score -3.566329e+07 nChanged 6172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71083 members Mstep: Class 2 contains 98048 members Entering Unmasked Estep Score: -35665468.000000 Penalty: 14747.076172 Iteration 7Q: 3 clusters Score -3.566547e+07 nChanged 7700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64923 members Mstep: Class 2 contains 104208 members Entering Unmasked Estep Score: -35669204.000000 Penalty: 14747.076172 Iteration 8Q: 3 clusters Score -3.56692e+07 nChanged 9745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56410 members Mstep: Class 2 contains 112721 members Entering Unmasked Estep Score: -35674792.000000 Penalty: 14747.076172 Iteration 9F: 3 clusters Score -3.567479e+07 nChanged 11730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45636 members Mstep: Class 2 contains 123495 members Entering Unmasked Estep Score: -35682836.000000 Penalty: 14747.076172 Iteration 10F: 3 clusters Score -3.568284e+07 nChanged 12701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33617 members Mstep: Class 2 contains 135514 members Entering Unmasked Estep Score: -35693464.000000 Penalty: 14747.076172 Iteration 11F: 3 clusters Score -3.569346e+07 nChanged 11440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22583 members Mstep: Class 2 contains 146548 members Entering Unmasked Estep Score: -35703236.000000 Penalty: 14747.076172 Iteration 12F: 3 clusters Score -3.570324e+07 nChanged 8727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14054 members Mstep: Class 2 contains 155077 members Entering Unmasked Estep Score: -35710644.000000 Penalty: 14747.076172 Iteration 13F: 3 clusters Score -3.571064e+07 nChanged 5625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 160608 members Entering Unmasked Estep Score: -35715264.000000 Penalty: 14747.076172 Iteration 14Q: 3 clusters Score -3.571526e+07 nChanged 3272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 163828 members Entering Unmasked Estep Score: -35717676.000000 Penalty: 14747.076172 Iteration 15Q: 3 clusters Score -3.571768e+07 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 165558 members Entering Unmasked Estep Score: -35718992.000000 Penalty: 14747.076172 Iteration 16Q: 3 clusters Score -3.571899e+07 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 166490 members Entering Unmasked Estep Score: -35719616.000000 Penalty: 14747.076172 Iteration 17Q: 3 clusters Score -3.571962e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 166981 members Entering Unmasked Estep Score: -35719932.000000 Penalty: 14747.076172 Iteration 18Q: 3 clusters Score -3.571993e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 167243 members Entering Unmasked Estep Score: -35720200.000000 Penalty: 14747.076172 Iteration 19Q: 3 clusters Score -3.57202e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 167405 members Entering Unmasked Estep Score: -35720308.000000 Penalty: 14747.076172 Iteration 20F: 3 clusters Score -3.572031e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 167514 members Entering Unmasked Estep Score: -35720344.000000 Penalty: 14747.076172 Iteration 21Q: 3 clusters Score -3.572034e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 167597 members Entering Unmasked Estep Score: -35720408.000000 Penalty: 14747.076172 Iteration 22Q: 3 clusters Score -3.572041e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 167649 members Entering Unmasked Estep Score: -35720404.000000 Penalty: 14747.076172 Iteration 23Q: 3 clusters Score -3.57204e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 167683 members Entering Unmasked Estep Score: -35720440.000000 Penalty: 14747.076172 Iteration 24Q: 3 clusters Score -3.572044e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 167714 members Entering Unmasked Estep Score: -35720428.000000 Penalty: 14747.076172 Iteration 25Q: 3 clusters Score -3.572043e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 167742 members Entering Unmasked Estep Score: -35720452.000000 Penalty: 14747.076172 Iteration 26Q: 3 clusters Score -3.572045e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 167777 members Entering Unmasked Estep Score: -35720492.000000 Penalty: 14747.076172 Iteration 27Q: 3 clusters Score -3.572049e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 167805 members Entering Unmasked Estep Score: -35720472.000000 Penalty: 14747.076172 Iteration 28Q: 3 clusters Score -3.572047e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 167819 members Entering Unmasked Estep Score: -35720484.000000 Penalty: 14747.076172 Iteration 29Q: 3 clusters Score -3.572048e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 167834 members Entering Unmasked Estep Score: -35720500.000000 Penalty: 14747.076172 Iteration 30Q: 3 clusters Score -3.57205e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 167845 members Entering Unmasked Estep Score: -35720508.000000 Penalty: 14747.076172 Iteration 31Q: 3 clusters Score -3.572051e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 167855 members Entering Unmasked Estep Score: -35720488.000000 Penalty: 14747.076172 Iteration 32Q: 3 clusters Score -3.572049e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 167862 members Entering Unmasked Estep Score: -35720484.000000 Penalty: 14747.076172 Iteration 33Q: 3 clusters Score -3.572048e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 167866 members Entering Unmasked Estep Score: -35720504.000000 Penalty: 14747.076172 Iteration 34Q: 3 clusters Score -3.57205e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 167867 members Entering Unmasked Estep Score: -35720496.000000 Penalty: 14747.076172 Iteration 35Q: 3 clusters Score -3.57205e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 167871 members Entering Unmasked Estep Score: -35720508.000000 Penalty: 14747.076172 Iteration 36Q: 3 clusters Score -3.572051e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 167874 members Entering Unmasked Estep Score: -35720528.000000 Penalty: 14747.076172 Iteration 37Q: 3 clusters Score -3.572053e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 167878 members Entering Unmasked Estep Score: -35720520.000000 Penalty: 14747.076172 Iteration 38Q: 3 clusters Score -3.572052e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 167882 members Entering Unmasked Estep Score: -35720536.000000 Penalty: 14747.076172 Iteration 39Q: 3 clusters Score -3.572054e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 167889 members Entering Unmasked Estep Score: -35720504.000000 Penalty: 14747.076172 Iteration 40F: 3 clusters Score -3.57205e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 167891 members Entering Unmasked Estep Score: -35720544.000000 Penalty: 14747.076172 Iteration 41Q: 3 clusters Score -3.572054e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 167893 members Entering Unmasked Estep Score: -35720508.000000 Penalty: 14747.076172 Iteration 42Q: 3 clusters Score -3.572051e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 167899 members Entering Unmasked Estep Score: -35720564.000000 Penalty: 14747.076172 Iteration 43Q: 3 clusters Score -3.572056e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 167899 members Entering Unmasked Estep Score: -35720572.000000 Penalty: 14747.076172 Iteration 44Q: 3 clusters Score -3.572057e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 167902 members Entering Unmasked Estep Score: -35720548.000000 Penalty: 14747.076172 Iteration 45Q: 3 clusters Score -3.572055e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 167903 members Entering Unmasked Estep Score: -35720552.000000 Penalty: 14747.076172 Iteration 46Q: 3 clusters Score -3.572055e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 167903 members Entering Unmasked Estep Score: -35720552.000000 Penalty: 14747.076172 Iteration 47F: 3 clusters Score -3.572055e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19474 members Entering Unmasked Estep Score: -4125211.750000 Penalty: 6049.562012 Iteration 0F: 2 clusters Score -4125212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -4108895.500000 Penalty: 12099.124023 Iteration 0F: 3 clusters Score -4108896 nChanged 7938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -4113146.500000 Penalty: 12099.124023 Iteration 1F: 3 clusters Score -4113146 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -4113783.000000 Penalty: 12099.124023 Iteration 2F: 3 clusters Score -4113783 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -4114197.500000 Penalty: 12099.124023 Iteration 3Q: 3 clusters Score -4114198 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -4114480.500000 Penalty: 12099.124023 Iteration 4Q: 3 clusters Score -4114480 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -4114698.000000 Penalty: 12099.124023 Iteration 5Q: 3 clusters Score -4114698 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -4114870.500000 Penalty: 12099.124023 Iteration 6Q: 3 clusters Score -4114870 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -4114977.250000 Penalty: 12099.124023 Iteration 7Q: 3 clusters Score -4114977 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -4115081.000000 Penalty: 12099.124023 Iteration 8Q: 3 clusters Score -4115081 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -4115162.500000 Penalty: 12099.124023 Iteration 9Q: 3 clusters Score -4115162 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -4115239.500000 Penalty: 12099.124023 Iteration 10Q: 3 clusters Score -4115240 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -4115297.750000 Penalty: 12099.124023 Iteration 11Q: 3 clusters Score -4115298 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -4115369.750000 Penalty: 12099.124023 Iteration 12Q: 3 clusters Score -4115370 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -4115420.250000 Penalty: 12099.124023 Iteration 13Q: 3 clusters Score -4115420 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 9687 members Entering Unmasked Estep Score: -4115468.750000 Penalty: 12099.124023 Iteration 14Q: 3 clusters Score -4115469 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 9683 members Entering Unmasked Estep Score: -4115516.000000 Penalty: 12099.124023 Iteration 15Q: 3 clusters Score -4115516 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -4115559.000000 Penalty: 12099.124023 Iteration 16Q: 3 clusters Score -4115559 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -4115605.500000 Penalty: 12099.124023 Iteration 17Q: 3 clusters Score -4115606 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 9634 members Entering Unmasked Estep Score: -4115638.000000 Penalty: 12099.124023 Iteration 18Q: 3 clusters Score -4115638 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -4115753.000000 Penalty: 12099.124023 Iteration 23Q: 3 clusters Score -4115753 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 9622 members Entering Unmasked Estep Score: -4115785.000000 Penalty: 12099.124023 Iteration 24Q: 3 clusters Score -4115785 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -4115809.250000 Penalty: 12099.124023 Iteration 25Q: 3 clusters Score -4115809 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 9640 members Entering Unmasked Estep Score: -4115831.500000 Penalty: 12099.124023 Iteration 26Q: 3 clusters Score -4115832 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 9651 members Entering Unmasked Estep Score: -4115841.250000 Penalty: 12099.124023 Iteration 27Q: 3 clusters Score -4115841 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -4115872.000000 Penalty: 12099.124023 Iteration 28Q: 3 clusters Score -4115872 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -4115885.250000 Penalty: 12099.124023 Iteration 29Q: 3 clusters Score -4115885 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -4115907.750000 Penalty: 12099.124023 Iteration 30Q: 3 clusters Score -4115908 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -4115915.500000 Penalty: 12099.124023 Iteration 31Q: 3 clusters Score -4115916 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -4115929.500000 Penalty: 12099.124023 Iteration 32Q: 3 clusters Score -4115930 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -4115954.000000 Penalty: 12099.124023 Iteration 33Q: 3 clusters Score -4115954 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -4115980.000000 Penalty: 12099.124023 Iteration 34Q: 3 clusters Score -4115980 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 9660 members Entering Unmasked Estep Score: -4115995.250000 Penalty: 12099.124023 Iteration 35Q: 3 clusters Score -4115995 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -4116014.500000 Penalty: 12099.124023 Iteration 36Q: 3 clusters Score -4116014 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -4116019.250000 Penalty: 12099.124023 Iteration 37Q: 3 clusters Score -4116019 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -4116043.250000 Penalty: 12099.124023 Iteration 38Q: 3 clusters Score -4116043 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -4116108.250000 Penalty: 12099.124023 Iteration 43Q: 3 clusters Score -4116108 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -4116128.000000 Penalty: 12099.124023 Iteration 44Q: 3 clusters Score -4116128 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -4116145.000000 Penalty: 12099.124023 Iteration 45Q: 3 clusters Score -4116145 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -4116165.000000 Penalty: 12099.124023 Iteration 46Q: 3 clusters Score -4116165 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -4116174.250000 Penalty: 12099.124023 Iteration 47Q: 3 clusters Score -4116174 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -4116183.500000 Penalty: 12099.124023 Iteration 48Q: 3 clusters Score -4116184 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -4116195.000000 Penalty: 12099.124023 Iteration 49Q: 3 clusters Score -4116195 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -4116213.750000 Penalty: 12099.124023 Iteration 50Q: 3 clusters Score -4116214 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -4116221.750000 Penalty: 12099.124023 Iteration 51Q: 3 clusters Score -4116222 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -4116236.500000 Penalty: 12099.124023 Iteration 52Q: 3 clusters Score -4116236 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -4116250.750000 Penalty: 12099.124023 Iteration 53Q: 3 clusters Score -4116251 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -4116270.750000 Penalty: 12099.124023 Iteration 54Q: 3 clusters Score -4116271 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9849 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -4116279.000000 Penalty: 12099.124023 Iteration 55Q: 3 clusters Score -4116279 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -4116286.000000 Penalty: 12099.124023 Iteration 56Q: 3 clusters Score -4116286 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -4116297.500000 Penalty: 12099.124023 Iteration 57Q: 3 clusters Score -4116298 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -4116326.000000 Penalty: 12099.124023 Iteration 58Q: 3 clusters Score -4116326 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -4116341.000000 Penalty: 12099.124023 Iteration 59Q: 3 clusters Score -4116341 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -4116353.250000 Penalty: 12099.124023 Iteration 60F: 3 clusters Score -4116353 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 9531 members Entering Unmasked Estep Score: -4116364.500000 Penalty: 12099.124023 Iteration 61Q: 3 clusters Score -4116364 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -4116391.750000 Penalty: 12099.124023 Iteration 62Q: 3 clusters Score -4116392 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -4116408.250000 Penalty: 12099.124023 Iteration 63Q: 3 clusters Score -4116408 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -4116423.250000 Penalty: 12099.124023 Iteration 64Q: 3 clusters Score -4116423 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -4116454.750000 Penalty: 12099.124023 Iteration 65Q: 3 clusters Score -4116455 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 9477 members Entering Unmasked Estep Score: -4116472.000000 Penalty: 12099.124023 Iteration 66Q: 3 clusters Score -4116472 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -4116497.000000 Penalty: 12099.124023 Iteration 67Q: 3 clusters Score -4116497 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -4116512.000000 Penalty: 12099.124023 Iteration 68Q: 3 clusters Score -4116512 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -4116541.250000 Penalty: 12099.124023 Iteration 69Q: 3 clusters Score -4116541 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -4116763.500000 Penalty: 12099.124023 Iteration 74Q: 3 clusters Score -4116764 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -4116819.000000 Penalty: 12099.124023 Iteration 75Q: 3 clusters Score -4116819 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -4116892.250000 Penalty: 12099.124023 Iteration 76Q: 3 clusters Score -4116892 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -4116983.500000 Penalty: 12099.124023 Iteration 77Q: 3 clusters Score -4116984 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -4117086.750000 Penalty: 12099.124023 Iteration 78Q: 3 clusters Score -4117087 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -4117192.250000 Penalty: 12099.124023 Iteration 79Q: 3 clusters Score -4117192 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -4117298.750000 Penalty: 12099.124023 Iteration 80F: 3 clusters Score -4117299 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -4117423.000000 Penalty: 12099.124023 Iteration 81Q: 3 clusters Score -4117423 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members 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12099.124023 Iteration 109Q: 3 clusters Score -4118323 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -4118326.250000 Penalty: 12099.124023 Iteration 110Q: 3 clusters Score -4118326 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -4118325.500000 Penalty: 12099.124023 Iteration 111Q: 3 clusters Score -4118326 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -4118329.750000 Penalty: 12099.124023 Iteration 112Q: 3 clusters Score -4118330 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -4118353.500000 Penalty: 12099.124023 Iteration 117Q: 3 clusters Score -4118354 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -4118362.250000 Penalty: 12099.124023 Iteration 118Q: 3 clusters Score -4118362 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -4118373.750000 Penalty: 12099.124023 Iteration 119Q: 3 clusters Score -4118374 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 11464 members Entering Unmasked Estep Score: -4118380.000000 Penalty: 12099.124023 Iteration 120F: 3 clusters Score -4118380 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -4118387.000000 Penalty: 12099.124023 Iteration 121Q: 3 clusters Score -4118387 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -4118395.750000 Penalty: 12099.124023 Iteration 122Q: 3 clusters Score -4118396 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 11505 members Entering Unmasked Estep Score: -4118384.000000 Penalty: 12099.124023 Iteration 123Q: 3 clusters Score -4118384 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -4118384.750000 Penalty: 12099.124023 Iteration 124Q: 3 clusters Score -4118385 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -4118372.750000 Penalty: 12099.124023 Iteration 125Q: 3 clusters Score -4118373 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -4118392.000000 Penalty: 12099.124023 Iteration 126Q: 3 clusters Score -4118392 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 11566 members Entering Unmasked Estep Score: -4118398.000000 Penalty: 12099.124023 Iteration 127Q: 3 clusters Score -4118398 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 11588 members Entering Unmasked Estep Score: -4118397.250000 Penalty: 12099.124023 Iteration 128Q: 3 clusters Score -4118397 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -4118407.000000 Penalty: 12099.124023 Iteration 129Q: 3 clusters Score -4118407 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -4118402.750000 Penalty: 12099.124023 Iteration 130Q: 3 clusters Score -4118403 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -4118405.750000 Penalty: 12099.124023 Iteration 131Q: 3 clusters Score -4118406 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -4118412.750000 Penalty: 12099.124023 Iteration 132Q: 3 clusters Score -4118413 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -4118410.750000 Penalty: 12099.124023 Iteration 133Q: 3 clusters Score -4118411 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -4118413.250000 Penalty: 12099.124023 Iteration 134Q: 3 clusters Score -4118413 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -4118429.250000 Penalty: 12099.124023 Iteration 135Q: 3 clusters Score -4118429 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -4118429.250000 Penalty: 12099.124023 Iteration 136Q: 3 clusters Score -4118429 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -4118433.000000 Penalty: 12099.124023 Iteration 137Q: 3 clusters Score -4118433 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -4118443.000000 Penalty: 12099.124023 Iteration 138Q: 3 clusters Score -4118443 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -4118447.750000 Penalty: 12099.124023 Iteration 139Q: 3 clusters Score -4118448 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 11738 members Entering Unmasked Estep Score: -4118451.500000 Penalty: 12099.124023 Iteration 140F: 3 clusters Score -4118452 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -4118446.500000 Penalty: 12099.124023 Iteration 141Q: 3 clusters Score -4118446 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -4118445.250000 Penalty: 12099.124023 Iteration 142Q: 3 clusters Score -4118445 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -4118454.500000 Penalty: 12099.124023 Iteration 143Q: 3 clusters Score -4118454 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -4118458.750000 Penalty: 12099.124023 Iteration 144Q: 3 clusters Score -4118459 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -4118464.000000 Penalty: 12099.124023 Iteration 145Q: 3 clusters Score -4118464 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -4118472.500000 Penalty: 12099.124023 Iteration 146Q: 3 clusters Score -4118472 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -4118485.500000 Penalty: 12099.124023 Iteration 147Q: 3 clusters Score -4118486 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -4118494.750000 Penalty: 12099.124023 Iteration 148Q: 3 clusters Score -4118495 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -4118507.250000 Penalty: 12099.124023 Iteration 149Q: 3 clusters Score -4118507 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -4118512.500000 Penalty: 12099.124023 Iteration 150Q: 3 clusters Score -4118512 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -4118520.250000 Penalty: 12099.124023 Iteration 151Q: 3 clusters Score -4118520 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -4118531.000000 Penalty: 12099.124023 Iteration 152Q: 3 clusters Score -4118531 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -4118544.500000 Penalty: 12099.124023 Iteration 153Q: 3 clusters Score -4118544 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -4118541.750000 Penalty: 12099.124023 Iteration 154Q: 3 clusters Score -4118542 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -4118545.250000 Penalty: 12099.124023 Iteration 155Q: 3 clusters Score -4118545 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -4118549.500000 Penalty: 12099.124023 Iteration 156Q: 3 clusters Score -4118550 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -4118566.750000 Penalty: 12099.124023 Iteration 157Q: 3 clusters Score -4118567 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -4118578.250000 Penalty: 12099.124023 Iteration 158Q: 3 clusters Score -4118578 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -4118582.000000 Penalty: 12099.124023 Iteration 159Q: 3 clusters Score -4118582 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -4118595.000000 Penalty: 12099.124023 Iteration 160F: 3 clusters Score -4118595 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -4118595.250000 Penalty: 12099.124023 Iteration 161Q: 3 clusters Score -4118595 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -4118598.000000 Penalty: 12099.124023 Iteration 162Q: 3 clusters Score -4118598 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -4118595.500000 Penalty: 12099.124023 Iteration 163Q: 3 clusters Score -4118596 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -4118602.000000 Penalty: 12099.124023 Iteration 164Q: 3 clusters Score -4118602 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -4118606.500000 Penalty: 12099.124023 Iteration 165Q: 3 clusters Score -4118606 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -4118603.000000 Penalty: 12099.124023 Iteration 166Q: 3 clusters Score -4118603 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 12395 members Entering Unmasked Estep Score: -4118611.250000 Penalty: 12099.124023 Iteration 167Q: 3 clusters Score -4118611 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -4118609.500000 Penalty: 12099.124023 Iteration 168Q: 3 clusters Score -4118610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 12414 members Entering Unmasked Estep Score: -4118611.000000 Penalty: 12099.124023 Iteration 169Q: 3 clusters Score -4118611 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -4118601.750000 Penalty: 12099.124023 Iteration 170Q: 3 clusters Score -4118602 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 12437 members Entering Unmasked Estep Score: -4118599.500000 Penalty: 12099.124023 Iteration 171Q: 3 clusters Score -4118600 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 12448 members Entering Unmasked Estep Score: -4118614.500000 Penalty: 12099.124023 Iteration 172Q: 3 clusters Score -4118614 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -4118618.750000 Penalty: 12099.124023 Iteration 173Q: 3 clusters Score -4118619 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 12468 members Entering Unmasked Estep Score: -4118621.750000 Penalty: 12099.124023 Iteration 174Q: 3 clusters Score -4118622 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -4118627.000000 Penalty: 12099.124023 Iteration 175Q: 3 clusters 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Iteration 179Q: 3 clusters Score -4118644 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -4118654.750000 Penalty: 12099.124023 Iteration 180F: 3 clusters Score -4118655 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -4118650.500000 Penalty: 12099.124023 Iteration 181Q: 3 clusters Score -4118650 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 12613 members Entering Unmasked Estep Score: -4118660.250000 Penalty: 12099.124023 Iteration 182Q: 3 clusters Score -4118660 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: 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contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -4118703.500000 Penalty: 12099.124023 Iteration 203Q: 3 clusters Score -4118704 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 12822 members Entering Unmasked Estep Score: -4118702.250000 Penalty: 12099.124023 Iteration 204Q: 3 clusters Score -4118702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -4118712.500000 Penalty: 12099.124023 Iteration 205Q: 3 clusters Score -4118712 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -4118714.500000 Penalty: 12099.124023 Iteration 206Q: 3 clusters Score -4118714 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 12851 members Entering Unmasked Estep Score: -4118713.500000 Penalty: 12099.124023 Iteration 207Q: 3 clusters Score -4118714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -4118719.250000 Penalty: 12099.124023 Iteration 208Q: 3 clusters Score -4118719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -4118713.250000 Penalty: 12099.124023 Iteration 209Q: 3 clusters Score -4118713 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 12873 members Entering Unmasked Estep Score: -4118707.750000 Penalty: 12099.124023 Iteration 210Q: 3 clusters Score -4118708 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -4118713.750000 Penalty: 12099.124023 Iteration 211Q: 3 clusters Score -4118714 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -4118714.250000 Penalty: 12099.124023 Iteration 212Q: 3 clusters Score -4118714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -4118712.750000 Penalty: 12099.124023 Iteration 213Q: 3 clusters Score -4118713 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 12902 members Entering Unmasked Estep Score: -4118723.250000 Penalty: 12099.124023 Iteration 214Q: 3 clusters Score -4118723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -4118727.750000 Penalty: 12099.124023 Iteration 215Q: 3 clusters Score -4118728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -4118723.000000 Penalty: 12099.124023 Iteration 216Q: 3 clusters Score -4118723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -4118717.250000 Penalty: 12099.124023 Iteration 217Q: 3 clusters Score -4118717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -4118718.250000 Penalty: 12099.124023 Iteration 218Q: 3 clusters Score -4118718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -4118722.250000 Penalty: 12099.124023 Iteration 219Q: 3 clusters Score -4118722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -4118728.250000 Penalty: 12099.124023 Iteration 220F: 3 clusters Score -4118728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 12929 members Entering Unmasked Estep Score: -4118730.750000 Penalty: 12099.124023 Iteration 221Q: 3 clusters Score -4118731 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -4118724.250000 Penalty: 12099.124023 Iteration 222Q: 3 clusters Score -4118724 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -4118732.000000 Penalty: 12099.124023 Iteration 223Q: 3 clusters Score -4118732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -4118731.000000 Penalty: 12099.124023 Iteration 224Q: 3 clusters Score -4118731 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -4118734.750000 Penalty: 12099.124023 Iteration 225Q: 3 clusters Score -4118735 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -4118737.250000 Penalty: 12099.124023 Iteration 226Q: 3 clusters Score -4118737 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -4118737.500000 Penalty: 12099.124023 Iteration 227Q: 3 clusters Score -4118738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -4118737.500000 Penalty: 12099.124023 Iteration 228Q: 3 clusters Score -4118738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -4118742.750000 Penalty: 12099.124023 Iteration 229Q: 3 clusters Score -4118743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -4118742.000000 Penalty: 12099.124023 Iteration 230Q: 3 clusters Score -4118742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -4118744.750000 Penalty: 12099.124023 Iteration 231Q: 3 clusters Score -4118745 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 12980 members Entering Unmasked Estep Score: -4118745.500000 Penalty: 12099.124023 Iteration 232Q: 3 clusters Score -4118746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -4118738.500000 Penalty: 12099.124023 Iteration 233Q: 3 clusters Score -4118738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -4118741.250000 Penalty: 12099.124023 Iteration 234Q: 3 clusters Score -4118741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 12990 members Entering Unmasked Estep Score: -4118735.750000 Penalty: 12099.124023 Iteration 235Q: 3 clusters Score -4118736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 12995 members Entering Unmasked Estep Score: -4118740.250000 Penalty: 12099.124023 Iteration 236Q: 3 clusters Score -4118740 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -4118745.500000 Penalty: 12099.124023 Iteration 237Q: 3 clusters Score -4118746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -4118745.000000 Penalty: 12099.124023 Iteration 238Q: 3 clusters Score -4118745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -4118747.250000 Penalty: 12099.124023 Iteration 239Q: 3 clusters Score -4118747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -4118747.250000 Penalty: 12099.124023 Iteration 240F: 3 clusters Score -4118747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -4118752.500000 Penalty: 12099.124023 Iteration 241Q: 3 clusters Score -4118752 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -4118752.250000 Penalty: 12099.124023 Iteration 242Q: 3 clusters Score -4118752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 13013 members Entering Unmasked Estep Score: -4118754.250000 Penalty: 12099.124023 Iteration 243Q: 3 clusters Score -4118754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 13018 members Entering Unmasked Estep Score: -4118750.000000 Penalty: 12099.124023 Iteration 244Q: 3 clusters Score -4118750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -4118750.750000 Penalty: 12099.124023 Iteration 245Q: 3 clusters Score -4118751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -4118751.500000 Penalty: 12099.124023 Iteration 246Q: 3 clusters Score -4118752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 13024 members Entering Unmasked Estep Score: -4118757.000000 Penalty: 12099.124023 Iteration 247Q: 3 clusters Score -4118757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -4118757.500000 Penalty: 12099.124023 Iteration 248Q: 3 clusters Score -4118758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -4118757.500000 Penalty: 12099.124023 Iteration 249F: 3 clusters Score -4118758 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Entering Unmasked Estep Score: -506903.781250 Penalty: 4813.417480 Iteration 0F: 2 clusters Score -506903.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -501649.000000 Penalty: 9626.834961 Iteration 0F: 3 clusters Score -501649 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -503503.531250 Penalty: 9626.834961 Iteration 1F: 3 clusters Score -503503.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -504973.875000 Penalty: 9626.834961 Iteration 2F: 3 clusters Score -504973.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -506025.437500 Penalty: 9626.834961 Iteration 3F: 3 clusters Score -506025.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -507570.593750 Penalty: 9626.834961 Iteration 4F: 3 clusters Score -507570.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -511631.156250 Penalty: 9626.834961 Iteration 5F: 3 clusters Score -511631.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -511962.343750 Penalty: 9626.834961 Iteration 6Q: 3 clusters Score -511962.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -512084.656250 Penalty: 9626.834961 Iteration 7Q: 3 clusters Score -512084.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -512139.468750 Penalty: 9626.834961 Iteration 8Q: 3 clusters Score -512139.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -512163.375000 Penalty: 9626.834961 Iteration 9Q: 3 clusters Score -512163.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -512168.218750 Penalty: 9626.834961 Iteration 10Q: 3 clusters Score -512168.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -512171.937500 Penalty: 9626.834961 Iteration 11Q: 3 clusters Score -512171.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -512171.937500 Penalty: 9626.834961 Iteration 12F: 3 clusters Score -512171.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48052 members Mstep: Class 2 contains 25707 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8168 members Mstep: Class 8 contains 34058 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169131 members Mstep: Class 11 contains 2280 members Mstep: Class 12 contains 19474 members Mstep: Class 13 contains 308 members Mstep: Class 14 contains 42080 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17621 members Mstep: Class 18 contains 155929 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep Score: -119246728.000000 Penalty: 154271.140625 Splitting cluster 13 changes total score from -119244888.000000 to -119246728.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 14 (42080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42080 members Entering Unmasked Estep Score: -8960387.000000 Penalty: 6521.488281 Iteration 0F: 2 clusters Score -8960387 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21092 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -8929945.000000 Penalty: 13042.976562 Iteration 0F: 3 clusters Score -8929945 nChanged 18207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21483 members Mstep: Class 2 contains 20597 members Entering Unmasked Estep Score: -8939520.000000 Penalty: 13042.976562 Iteration 1F: 3 clusters Score -8939520 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21890 members Mstep: Class 2 contains 20190 members Entering Unmasked Estep Score: -8940363.000000 Penalty: 13042.976562 Iteration 2F: 3 clusters Score -8940363 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22426 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -8941049.000000 Penalty: 13042.976562 Iteration 3Q: 3 clusters Score -8941049 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23099 members Mstep: Class 2 contains 18981 members Entering Unmasked Estep Score: -8941499.000000 Penalty: 13042.976562 Iteration 4Q: 3 clusters Score -8941499 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23899 members Mstep: Class 2 contains 18181 members Entering Unmasked Estep Score: -8942067.000000 Penalty: 13042.976562 Iteration 5Q: 3 clusters Score -8942067 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24928 members Mstep: Class 2 contains 17152 members Entering Unmasked Estep Score: -8942596.000000 Penalty: 13042.976562 Iteration 6Q: 3 clusters Score -8942596 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26200 members Mstep: Class 2 contains 15880 members Entering Unmasked Estep Score: -8943340.000000 Penalty: 13042.976562 Iteration 7Q: 3 clusters Score -8943340 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27822 members Mstep: Class 2 contains 14258 members Entering Unmasked Estep Score: -8944223.000000 Penalty: 13042.976562 Iteration 8Q: 3 clusters Score -8944223 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29755 members Mstep: Class 2 contains 12325 members Entering Unmasked Estep Score: -8945531.000000 Penalty: 13042.976562 Iteration 9F: 3 clusters Score -8945531 nChanged 2441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32046 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -8947310.000000 Penalty: 13042.976562 Iteration 10F: 3 clusters Score -8947310 nChanged 2455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34401 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -8949212.000000 Penalty: 13042.976562 Iteration 11F: 3 clusters Score -8949212 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36497 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -8951019.000000 Penalty: 13042.976562 Iteration 12F: 3 clusters Score -8951019 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38164 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -8952424.000000 Penalty: 13042.976562 Iteration 13Q: 3 clusters Score -8952424 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39309 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -8953391.000000 Penalty: 13042.976562 Iteration 14Q: 3 clusters Score -8953391 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39976 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -8953971.000000 Penalty: 13042.976562 Iteration 15Q: 3 clusters Score -8953971 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40401 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -8954306.000000 Penalty: 13042.976562 Iteration 16Q: 3 clusters Score -8954306 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40616 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -8954525.000000 Penalty: 13042.976562 Iteration 17Q: 3 clusters Score -8954525 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40755 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -8954646.000000 Penalty: 13042.976562 Iteration 18Q: 3 clusters Score -8954646 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40849 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -8954746.000000 Penalty: 13042.976562 Iteration 19Q: 3 clusters Score -8954746 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40915 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -8954814.000000 Penalty: 13042.976562 Iteration 20F: 3 clusters Score -8954814 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40963 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -8954843.000000 Penalty: 13042.976562 Iteration 21Q: 3 clusters Score -8954843 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40986 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -8954869.000000 Penalty: 13042.976562 Iteration 22Q: 3 clusters Score -8954869 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41012 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -8954874.000000 Penalty: 13042.976562 Iteration 23Q: 3 clusters Score -8954874 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41034 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -8954895.000000 Penalty: 13042.976562 Iteration 24Q: 3 clusters Score -8954895 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41051 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -8954906.000000 Penalty: 13042.976562 Iteration 25Q: 3 clusters Score -8954906 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41063 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -8954935.000000 Penalty: 13042.976562 Iteration 26Q: 3 clusters Score -8954935 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41076 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -8954969.000000 Penalty: 13042.976562 Iteration 27Q: 3 clusters Score -8954969 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41091 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -8954972.000000 Penalty: 13042.976562 Iteration 28Q: 3 clusters Score -8954972 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41108 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -8954998.000000 Penalty: 13042.976562 Iteration 29Q: 3 clusters Score -8954998 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41116 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -8954996.000000 Penalty: 13042.976562 Iteration 30Q: 3 clusters Score -8954996 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41120 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -8955009.000000 Penalty: 13042.976562 Iteration 31Q: 3 clusters Score -8955009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41122 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -8955025.000000 Penalty: 13042.976562 Iteration 32Q: 3 clusters Score -8955025 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41128 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -8955035.000000 Penalty: 13042.976562 Iteration 33Q: 3 clusters Score -8955035 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41134 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -8955037.000000 Penalty: 13042.976562 Iteration 34Q: 3 clusters Score -8955037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41135 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -8955037.000000 Penalty: 13042.976562 Iteration 35Q: 3 clusters Score -8955037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41136 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -8955046.000000 Penalty: 13042.976562 Iteration 36Q: 3 clusters Score -8955046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41137 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -8955047.000000 Penalty: 13042.976562 Iteration 37Q: 3 clusters Score -8955047 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41137 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -8955047.000000 Penalty: 13042.976562 Iteration 38F: 3 clusters Score -8955047 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Entering Unmasked Estep Score: -618568.000000 Penalty: 4929.099609 Iteration 0F: 2 clusters Score -618568 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -612827.500000 Penalty: 9858.199219 Iteration 0F: 3 clusters Score -612827.5 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -613795.375000 Penalty: 9858.199219 Iteration 1F: 3 clusters Score -613795.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -614595.000000 Penalty: 9858.199219 Iteration 2F: 3 clusters Score -614595 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -615279.000000 Penalty: 9858.199219 Iteration 3F: 3 clusters Score -615279 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -615850.625000 Penalty: 9858.199219 Iteration 4F: 3 clusters Score -615850.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -616371.312500 Penalty: 9858.199219 Iteration 5F: 3 clusters Score -616371.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -616761.437500 Penalty: 9858.199219 Iteration 6F: 3 clusters Score -616761.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -617021.062500 Penalty: 9858.199219 Iteration 7Q: 3 clusters Score -617021.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -617182.687500 Penalty: 9858.199219 Iteration 8Q: 3 clusters Score -617182.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -617254.187500 Penalty: 9858.199219 Iteration 9Q: 3 clusters Score -617254.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -617293.687500 Penalty: 9858.199219 Iteration 10Q: 3 clusters Score -617293.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -617320.687500 Penalty: 9858.199219 Iteration 11Q: 3 clusters Score -617320.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -617340.125000 Penalty: 9858.199219 Iteration 12Q: 3 clusters Score -617340.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -617347.312500 Penalty: 9858.199219 Iteration 13Q: 3 clusters Score -617347.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -617351.812500 Penalty: 9858.199219 Iteration 14Q: 3 clusters Score -617351.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -617354.375000 Penalty: 9858.199219 Iteration 15Q: 3 clusters Score -617354.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -617362.187500 Penalty: 9858.199219 Iteration 16F: 3 clusters Score -617362.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -617372.437500 Penalty: 9858.199219 Iteration 17Q: 3 clusters Score -617372.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -617378.312500 Penalty: 9858.199219 Iteration 18Q: 3 clusters Score -617378.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -617381.062500 Penalty: 9858.199219 Iteration 19Q: 3 clusters Score -617381.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -617381.062500 Penalty: 9858.199219 Iteration 20F: 3 clusters Score -617381.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Entering Unmasked Estep Score: -106882.437500 Penalty: 3856.979248 Iteration 0F: 2 clusters Score -106882.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -103396.726562 Penalty: 7713.958496 Iteration 0F: 3 clusters Score -103396.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -103565.656250 Penalty: 7713.958496 Iteration 1F: 3 clusters Score -103565.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -103590.031250 Penalty: 7713.958496 Iteration 2Q: 3 clusters Score -103590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -103607.031250 Penalty: 7713.958496 Iteration 3Q: 3 clusters Score -103607 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -103609.289062 Penalty: 7713.958496 Iteration 4Q: 3 clusters Score -103609.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -103614.242188 Penalty: 7713.958496 Iteration 5Q: 3 clusters Score -103614.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -103619.140625 Penalty: 7713.958496 Iteration 6Q: 3 clusters Score -103619.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -103632.859375 Penalty: 7713.958496 Iteration 7Q: 3 clusters Score -103632.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -103648.187500 Penalty: 7713.958496 Iteration 8Q: 3 clusters Score -103648.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -103660.164062 Penalty: 7713.958496 Iteration 9Q: 3 clusters Score -103660.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -103674.585938 Penalty: 7713.958496 Iteration 10Q: 3 clusters Score -103674.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -103680.273438 Penalty: 7713.958496 Iteration 11Q: 3 clusters Score -103680.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -103683.375000 Penalty: 7713.958496 Iteration 12Q: 3 clusters Score -103683.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -103683.375000 Penalty: 7713.958496 Iteration 13F: 3 clusters Score -103683.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (17621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17621 members Entering Unmasked Estep Score: -3773171.500000 Penalty: 5988.318848 Iteration 0F: 2 clusters Score -3773172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 8798 members Entering Unmasked Estep Score: -3758295.000000 Penalty: 11976.637695 Iteration 0F: 3 clusters Score -3758295 nChanged 6874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -3761963.000000 Penalty: 11976.637695 Iteration 1F: 3 clusters Score -3761963 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -3762679.250000 Penalty: 11976.637695 Iteration 2F: 3 clusters Score -3762679 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9135 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -3763272.500000 Penalty: 11976.637695 Iteration 3F: 3 clusters Score -3763272 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -3763838.250000 Penalty: 11976.637695 Iteration 4Q: 3 clusters Score -3763838 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -3764393.750000 Penalty: 11976.637695 Iteration 5Q: 3 clusters Score -3764394 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -3765058.000000 Penalty: 11976.637695 Iteration 6Q: 3 clusters Score -3765058 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10310 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -3765863.750000 Penalty: 11976.637695 Iteration 7F: 3 clusters Score -3765864 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -3766649.000000 Penalty: 11976.637695 Iteration 8F: 3 clusters Score -3766649 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -3767293.250000 Penalty: 11976.637695 Iteration 9F: 3 clusters Score -3767293 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11636 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -3767787.000000 Penalty: 11976.637695 Iteration 10Q: 3 clusters Score -3767787 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -3768162.750000 Penalty: 11976.637695 Iteration 11Q: 3 clusters Score -3768163 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -3768408.750000 Penalty: 11976.637695 Iteration 12Q: 3 clusters Score -3768409 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -3768596.000000 Penalty: 11976.637695 Iteration 13Q: 3 clusters Score -3768596 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -3768733.500000 Penalty: 11976.637695 Iteration 14Q: 3 clusters Score -3768734 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -3768862.000000 Penalty: 11976.637695 Iteration 15Q: 3 clusters Score -3768862 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13187 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -3768939.750000 Penalty: 11976.637695 Iteration 16Q: 3 clusters Score -3768940 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13322 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -3769000.250000 Penalty: 11976.637695 Iteration 17Q: 3 clusters Score -3769000 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13437 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -3769053.500000 Penalty: 11976.637695 Iteration 18Q: 3 clusters Score -3769054 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -3769094.250000 Penalty: 11976.637695 Iteration 19Q: 3 clusters Score -3769094 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13594 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -3769128.500000 Penalty: 11976.637695 Iteration 20F: 3 clusters Score -3769128 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -3769159.750000 Penalty: 11976.637695 Iteration 21Q: 3 clusters Score -3769160 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13718 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -3769184.500000 Penalty: 11976.637695 Iteration 22Q: 3 clusters Score -3769184 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13766 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -3769199.000000 Penalty: 11976.637695 Iteration 23Q: 3 clusters Score -3769199 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13808 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -3769222.250000 Penalty: 11976.637695 Iteration 24Q: 3 clusters Score -3769222 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -3769238.250000 Penalty: 11976.637695 Iteration 25Q: 3 clusters Score -3769238 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13890 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -3769254.500000 Penalty: 11976.637695 Iteration 26Q: 3 clusters Score -3769254 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13914 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -3769257.500000 Penalty: 11976.637695 Iteration 27Q: 3 clusters Score -3769258 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -3769267.000000 Penalty: 11976.637695 Iteration 28Q: 3 clusters Score -3769267 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13956 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -3769285.500000 Penalty: 11976.637695 Iteration 29Q: 3 clusters Score -3769286 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -3769287.250000 Penalty: 11976.637695 Iteration 30Q: 3 clusters Score -3769287 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13991 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -3769300.250000 Penalty: 11976.637695 Iteration 31Q: 3 clusters Score -3769300 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -3769305.000000 Penalty: 11976.637695 Iteration 32Q: 3 clusters Score -3769305 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14038 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -3769314.500000 Penalty: 11976.637695 Iteration 33Q: 3 clusters Score -3769314 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -3769309.000000 Penalty: 11976.637695 Iteration 34Q: 3 clusters Score -3769309 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14068 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -3769310.750000 Penalty: 11976.637695 Iteration 35Q: 3 clusters Score -3769311 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14081 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -3769313.250000 Penalty: 11976.637695 Iteration 36Q: 3 clusters Score -3769313 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -3769316.750000 Penalty: 11976.637695 Iteration 37Q: 3 clusters Score -3769317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14087 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -3769317.000000 Penalty: 11976.637695 Iteration 38Q: 3 clusters Score -3769317 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14087 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -3769317.000000 Penalty: 11976.637695 Iteration 39F: 3 clusters Score -3769317 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (155929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155929 members Entering Unmasked Estep Score: -32932228.000000 Penalty: 7323.758301 Iteration 0F: 2 clusters Score -3.293223e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77910 members Mstep: Class 2 contains 78019 members Entering Unmasked Estep Score: -32827616.000000 Penalty: 14647.516602 Iteration 0F: 3 clusters Score -3.282762e+07 nChanged 72580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77790 members Mstep: Class 2 contains 78139 members Entering Unmasked Estep Score: -32867704.000000 Penalty: 14647.516602 Iteration 1F: 3 clusters Score -3.28677e+07 nChanged 5294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77594 members Mstep: Class 2 contains 78335 members Entering Unmasked Estep Score: -32868908.000000 Penalty: 14647.516602 Iteration 2Q: 3 clusters Score -3.286891e+07 nChanged 4875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77423 members Mstep: Class 2 contains 78506 members Entering Unmasked Estep Score: -32870138.000000 Penalty: 14647.516602 Iteration 3Q: 3 clusters Score -3.287014e+07 nChanged 4776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77281 members Mstep: Class 2 contains 78648 members Entering Unmasked Estep Score: -32871214.000000 Penalty: 14647.516602 Iteration 4Q: 3 clusters Score -3.287121e+07 nChanged 4717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77028 members Mstep: Class 2 contains 78901 members Entering Unmasked Estep Score: -32872392.000000 Penalty: 14647.516602 Iteration 5Q: 3 clusters Score -3.287239e+07 nChanged 4811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76779 members Mstep: Class 2 contains 79150 members Entering Unmasked Estep Score: -32873692.000000 Penalty: 14647.516602 Iteration 6Q: 3 clusters Score -3.287369e+07 nChanged 5076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76479 members Mstep: Class 2 contains 79450 members Entering Unmasked Estep Score: -32875142.000000 Penalty: 14647.516602 Iteration 7Q: 3 clusters Score -3.287514e+07 nChanged 5379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76154 members Mstep: Class 2 contains 79775 members Entering Unmasked Estep Score: -32876834.000000 Penalty: 14647.516602 Iteration 8Q: 3 clusters Score -3.287683e+07 nChanged 5652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75818 members Mstep: Class 2 contains 80111 members Entering Unmasked Estep Score: -32879010.000000 Penalty: 14647.516602 Iteration 9Q: 3 clusters Score -3.287901e+07 nChanged 5982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75584 members Mstep: Class 2 contains 80345 members Entering Unmasked Estep Score: -32881246.000000 Penalty: 14647.516602 Iteration 10Q: 3 clusters Score -3.288125e+07 nChanged 6245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75305 members Mstep: Class 2 contains 80624 members Entering Unmasked Estep Score: -32883484.000000 Penalty: 14647.516602 Iteration 11Q: 3 clusters Score -3.288348e+07 nChanged 6281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74960 members Mstep: Class 2 contains 80969 members Entering Unmasked Estep Score: -32885922.000000 Penalty: 14647.516602 Iteration 12Q: 3 clusters Score -3.288592e+07 nChanged 6131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74553 members Mstep: Class 2 contains 81376 members Entering Unmasked Estep Score: -32887942.000000 Penalty: 14647.516602 Iteration 13Q: 3 clusters Score -3.288794e+07 nChanged 5526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73853 members Mstep: Class 2 contains 82076 members Entering Unmasked Estep Score: -32889808.000000 Penalty: 14647.516602 Iteration 14Q: 3 clusters Score -3.288981e+07 nChanged 4864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72853 members Mstep: Class 2 contains 83076 members Entering Unmasked Estep Score: -32891090.000000 Penalty: 14647.516602 Iteration 15Q: 3 clusters Score -3.289109e+07 nChanged 4360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71487 members Mstep: Class 2 contains 84442 members Entering Unmasked Estep Score: -32892286.000000 Penalty: 14647.516602 Iteration 16Q: 3 clusters Score -3.289229e+07 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69710 members Mstep: Class 2 contains 86219 members Entering Unmasked Estep Score: -32893344.000000 Penalty: 14647.516602 Iteration 17Q: 3 clusters Score -3.289334e+07 nChanged 3632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67534 members Mstep: Class 2 contains 88395 members Entering Unmasked Estep Score: -32894206.000000 Penalty: 14647.516602 Iteration 18Q: 3 clusters Score -3.289421e+07 nChanged 3418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64992 members Mstep: Class 2 contains 90937 members Entering Unmasked Estep Score: -32895252.000000 Penalty: 14647.516602 Iteration 19Q: 3 clusters Score -3.289525e+07 nChanged 3477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62059 members Mstep: Class 2 contains 93870 members Entering Unmasked Estep Score: -32896156.000000 Penalty: 14647.516602 Iteration 20F: 3 clusters Score -3.289616e+07 nChanged 3838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58585 members Mstep: Class 2 contains 97344 members Entering Unmasked Estep Score: -32897624.000000 Penalty: 14647.516602 Iteration 21Q: 3 clusters Score -3.289762e+07 nChanged 4475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54322 members Mstep: Class 2 contains 101607 members Entering Unmasked Estep Score: -32899368.000000 Penalty: 14647.516602 Iteration 22Q: 3 clusters Score -3.289937e+07 nChanged 4893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49599 members Mstep: Class 2 contains 106330 members Entering Unmasked Estep Score: -32901296.000000 Penalty: 14647.516602 Iteration 23Q: 3 clusters Score -3.29013e+07 nChanged 5272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44417 members Mstep: Class 2 contains 111512 members Entering Unmasked Estep Score: -32903900.000000 Penalty: 14647.516602 Iteration 24Q: 3 clusters Score -3.29039e+07 nChanged 5705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38824 members Mstep: Class 2 contains 117105 members Entering Unmasked Estep Score: -32906774.000000 Penalty: 14647.516602 Iteration 25Q: 3 clusters Score -3.290677e+07 nChanged 5682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33260 members Mstep: Class 2 contains 122669 members Entering Unmasked Estep Score: -32910398.000000 Penalty: 14647.516602 Iteration 26Q: 3 clusters Score -3.29104e+07 nChanged 5283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28159 members Mstep: Class 2 contains 127770 members Entering Unmasked Estep Score: -32915066.000000 Penalty: 14647.516602 Iteration 27Q: 3 clusters Score -3.291507e+07 nChanged 4434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24123 members Mstep: Class 2 contains 131806 members Entering Unmasked Estep Score: -32921150.000000 Penalty: 14647.516602 Iteration 28Q: 3 clusters Score -3.292115e+07 nChanged 3455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22128 members Mstep: Class 2 contains 133801 members Entering Unmasked Estep Score: -32928270.000000 Penalty: 14647.516602 Iteration 29Q: 3 clusters Score -3.292827e+07 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22598 members Mstep: Class 2 contains 133331 members Entering Unmasked Estep Score: -32931348.000000 Penalty: 14647.516602 Iteration 30Q: 3 clusters Score -3.293135e+07 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23978 members Mstep: Class 2 contains 131951 members Entering Unmasked Estep Score: -32933204.000000 Penalty: 14647.516602 Iteration 31Q: 3 clusters Score -3.29332e+07 nChanged 2624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25808 members Mstep: Class 2 contains 130121 members Entering Unmasked Estep Score: -32934826.000000 Penalty: 14647.516602 Iteration 32Q: 3 clusters Score -3.293483e+07 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27993 members Mstep: Class 2 contains 127936 members Entering Unmasked Estep Score: -32936494.000000 Penalty: 14647.516602 Iteration 33Q: 3 clusters Score -3.293649e+07 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30506 members Mstep: Class 2 contains 125423 members Entering Unmasked Estep Score: -32938708.000000 Penalty: 14647.516602 Iteration 34Q: 3 clusters Score -3.293871e+07 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33264 members Mstep: Class 2 contains 122665 members Entering Unmasked Estep Score: -32940908.000000 Penalty: 14647.516602 Iteration 35Q: 3 clusters Score -3.294091e+07 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36226 members Mstep: Class 2 contains 119703 members Entering Unmasked Estep Score: -32943466.000000 Penalty: 14647.516602 Iteration 36Q: 3 clusters Score -3.294347e+07 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39272 members Mstep: Class 2 contains 116657 members Entering Unmasked Estep Score: -32946452.000000 Penalty: 14647.516602 Iteration 37Q: 3 clusters Score -3.294645e+07 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42383 members Mstep: Class 2 contains 113546 members Entering Unmasked Estep Score: -32949676.000000 Penalty: 14647.516602 Iteration 38Q: 3 clusters Score -3.294968e+07 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45375 members Mstep: Class 2 contains 110554 members Entering Unmasked Estep Score: -32952896.000000 Penalty: 14647.516602 Iteration 39Q: 3 clusters Score -3.29529e+07 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48003 members Mstep: Class 2 contains 107926 members Entering Unmasked Estep Score: -32956448.000000 Penalty: 14647.516602 Iteration 40F: 3 clusters Score -3.295645e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50517 members Mstep: Class 2 contains 105412 members Entering Unmasked Estep Score: -32958720.000000 Penalty: 14647.516602 Iteration 41Q: 3 clusters Score -3.295872e+07 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52434 members Mstep: Class 2 contains 103495 members Entering Unmasked Estep Score: -32959918.000000 Penalty: 14647.516602 Iteration 42Q: 3 clusters Score -3.295992e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53710 members Mstep: Class 2 contains 102219 members Entering Unmasked Estep Score: -32960374.000000 Penalty: 14647.516602 Iteration 43Q: 3 clusters Score -3.296037e+07 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54577 members Mstep: Class 2 contains 101352 members Entering Unmasked Estep Score: -32960642.000000 Penalty: 14647.516602 Iteration 44Q: 3 clusters Score -3.296064e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55184 members Mstep: Class 2 contains 100745 members Entering Unmasked Estep Score: -32960778.000000 Penalty: 14647.516602 Iteration 45Q: 3 clusters Score -3.296078e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55577 members Mstep: Class 2 contains 100352 members Entering Unmasked Estep Score: -32960786.000000 Penalty: 14647.516602 Iteration 46Q: 3 clusters Score -3.296079e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55888 members Mstep: Class 2 contains 100041 members Entering Unmasked Estep Score: -32960828.000000 Penalty: 14647.516602 Iteration 47Q: 3 clusters Score -3.296083e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56147 members Mstep: Class 2 contains 99782 members Entering Unmasked Estep Score: -32960940.000000 Penalty: 14647.516602 Iteration 48Q: 3 clusters Score -3.296094e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56343 members Mstep: Class 2 contains 99586 members Entering Unmasked Estep Score: -32960942.000000 Penalty: 14647.516602 Iteration 49Q: 3 clusters Score -3.296094e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56468 members Mstep: Class 2 contains 99461 members Entering Unmasked Estep Score: -32960994.000000 Penalty: 14647.516602 Iteration 50Q: 3 clusters Score -3.296099e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56551 members Mstep: Class 2 contains 99378 members Entering Unmasked Estep Score: -32960978.000000 Penalty: 14647.516602 Iteration 51Q: 3 clusters Score -3.296098e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56614 members Mstep: Class 2 contains 99315 members Entering Unmasked Estep Score: -32960958.000000 Penalty: 14647.516602 Iteration 52Q: 3 clusters Score -3.296096e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56643 members Mstep: Class 2 contains 99286 members Entering Unmasked Estep Score: -32960952.000000 Penalty: 14647.516602 Iteration 53Q: 3 clusters Score -3.296095e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56661 members Mstep: Class 2 contains 99268 members Entering Unmasked Estep Score: -32960950.000000 Penalty: 14647.516602 Iteration 54Q: 3 clusters Score -3.296095e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56680 members Mstep: Class 2 contains 99249 members Entering Unmasked Estep Score: -32960922.000000 Penalty: 14647.516602 Iteration 55Q: 3 clusters Score -3.296092e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56694 members Mstep: Class 2 contains 99235 members Entering Unmasked Estep Score: -32960908.000000 Penalty: 14647.516602 Iteration 56Q: 3 clusters Score -3.296091e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56700 members Mstep: Class 2 contains 99229 members Entering Unmasked Estep Score: -32960928.000000 Penalty: 14647.516602 Iteration 57Q: 3 clusters Score -3.296093e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56706 members Mstep: Class 2 contains 99223 members Entering Unmasked Estep Score: -32960924.000000 Penalty: 14647.516602 Iteration 58Q: 3 clusters Score -3.296092e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56708 members Mstep: Class 2 contains 99221 members Entering Unmasked Estep Score: -32960910.000000 Penalty: 14647.516602 Iteration 59Q: 3 clusters Score -3.296091e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56708 members Mstep: Class 2 contains 99221 members Entering Unmasked Estep Score: -32960910.000000 Penalty: 14647.516602 Iteration 60F: 3 clusters Score -3.296091e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48052 members Mstep: Class 2 contains 25707 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8168 members Mstep: Class 8 contains 34058 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169131 members Mstep: Class 11 contains 2280 members Mstep: Class 12 contains 19474 members Mstep: Class 13 contains 308 members Mstep: Class 14 contains 42080 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17621 members Mstep: Class 18 contains 56708 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 99221 members Entering Unmasked Estep Score: -119273752.000000 Penalty: 162390.671875 Splitting cluster 18 changes total score from -119244888.000000 to -119273752.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 19 (2474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Entering Unmasked Estep Score: -516915.718750 Penalty: 4785.824707 Iteration 0F: 2 clusters Score -516915.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -511715.781250 Penalty: 9571.649414 Iteration 0F: 3 clusters Score -511715.8 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -512975.468750 Penalty: 9571.649414 Iteration 1F: 3 clusters Score -512975.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -513856.437500 Penalty: 9571.649414 Iteration 2F: 3 clusters Score -513856.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -514669.281250 Penalty: 9571.649414 Iteration 3F: 3 clusters Score -514669.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -515243.187500 Penalty: 9571.649414 Iteration 4F: 3 clusters Score -515243.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -515564.843750 Penalty: 9571.649414 Iteration 5F: 3 clusters Score -515564.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -515749.437500 Penalty: 9571.649414 Iteration 6Q: 3 clusters Score -515749.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -515855.375000 Penalty: 9571.649414 Iteration 7Q: 3 clusters Score -515855.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -515897.656250 Penalty: 9571.649414 Iteration 8Q: 3 clusters Score -515897.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -515918.406250 Penalty: 9571.649414 Iteration 9Q: 3 clusters Score -515918.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -515927.656250 Penalty: 9571.649414 Iteration 10Q: 3 clusters Score -515927.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -515927.656250 Penalty: 9571.649414 Iteration 11F: 3 clusters Score -515927.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 48052 members Mstep: Class 2 contains 25707 members Mstep: Class 3 contains 1366 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30476 members Mstep: Class 7 contains 8168 members Mstep: Class 8 contains 34058 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 169131 members Mstep: Class 12 contains 19474 members Mstep: Class 13 contains 308 members Mstep: Class 14 contains 42080 members Mstep: Class 15 contains 3126 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17621 members Mstep: Class 18 contains 56708 members Mstep: Class 19 contains 2474 members Entering Unmasked Estep ConsiderDeletion Score: -119279736.000000 Penalty: 162390.671875 Iteration 79Q: 21 clusters Score -1.192797e+08 nChanged 7798 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 49242 members Mstep: Class 2 contains 27268 members Mstep: Class 3 contains 1367 members Mstep: Class 4 contains 1113 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30475 members Mstep: Class 7 contains 8329 members Mstep: Class 8 contains 34297 members Mstep: Class 9 contains 8366 members Mstep: Class 10 contains 170122 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 19997 members Mstep: Class 13 contains 310 members Mstep: Class 14 contains 42176 members Mstep: Class 15 contains 3122 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 17839 members Mstep: Class 18 contains 55630 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 95305 members Entering Unmasked Estep ConsiderDeletion Score: -119284480.000000 Penalty: 162390.671875 Iteration 80F: 21 clusters Score -1.192845e+08 nChanged 7133 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 49941 members Mstep: Class 2 contains 27515 members Mstep: Class 3 contains 1367 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30471 members Mstep: Class 7 contains 8101 members Mstep: Class 8 contains 33820 members Mstep: Class 9 contains 8363 members Mstep: Class 10 contains 169722 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 20494 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42165 members Mstep: Class 15 contains 3106 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 17880 members Mstep: Class 18 contains 54976 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 95615 members Entering Unmasked Estep ConsiderDeletion Score: -119287008.000000 Penalty: 162390.671875 Iteration 81Q: 21 clusters Score -1.19287e+08 nChanged 3949 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 50498 members Mstep: Class 2 contains 27844 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30466 members Mstep: Class 7 contains 7997 members Mstep: Class 8 contains 33478 members Mstep: Class 9 contains 8369 members Mstep: Class 10 contains 169490 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 20883 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42146 members Mstep: Class 15 contains 3093 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 17887 members Mstep: Class 18 contains 54549 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 95473 members Entering Unmasked Estep ConsiderDeletion Score: -119287784.000000 Penalty: 162390.671875 Iteration 82Q: 21 clusters Score -1.192878e+08 nChanged 2718 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 50967 members Mstep: Class 2 contains 28156 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30465 members Mstep: Class 7 contains 7925 members Mstep: Class 8 contains 33205 members Mstep: Class 9 contains 8365 members Mstep: Class 10 contains 169317 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21134 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42137 members Mstep: Class 15 contains 3081 members Mstep: Class 16 contains 539 members Mstep: Class 17 contains 17863 members Mstep: Class 18 contains 54260 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 95300 members Entering Unmasked Estep ConsiderDeletion Score: -119288064.000000 Penalty: 162390.671875 Iteration 83Q: 21 clusters Score -1.192881e+08 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 51339 members Mstep: Class 2 contains 28439 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30464 members Mstep: Class 7 contains 7874 members Mstep: Class 8 contains 32997 members Mstep: Class 9 contains 8364 members Mstep: Class 10 contains 169160 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21305 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42120 members Mstep: Class 15 contains 3067 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17842 members Mstep: Class 18 contains 54054 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 95152 members Entering Unmasked Estep ConsiderDeletion Score: -119288128.000000 Penalty: 162390.671875 Iteration 84Q: 21 clusters Score -1.192881e+08 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 51629 members Mstep: Class 2 contains 28633 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30461 members Mstep: Class 7 contains 7840 members Mstep: Class 8 contains 32823 members Mstep: Class 9 contains 8360 members Mstep: Class 10 contains 169042 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21424 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42104 members Mstep: Class 15 contains 3053 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17822 members Mstep: Class 18 contains 53942 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 95043 members Entering Unmasked Estep ConsiderDeletion Score: -119288496.000000 Penalty: 162390.671875 Iteration 85Q: 21 clusters Score -1.192885e+08 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 51861 members Mstep: Class 2 contains 28799 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30459 members Mstep: Class 7 contains 7818 members Mstep: Class 8 contains 32672 members Mstep: Class 9 contains 8361 members Mstep: Class 10 contains 168987 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21491 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42092 members Mstep: Class 15 contains 3036 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17788 members Mstep: Class 18 contains 53875 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 94938 members Entering Unmasked Estep ConsiderDeletion Score: -119288832.000000 Penalty: 162390.671875 Iteration 86Q: 21 clusters Score -1.192888e+08 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 52075 members Mstep: Class 2 contains 28946 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30455 members Mstep: Class 7 contains 7811 members Mstep: Class 8 contains 32546 members Mstep: Class 9 contains 8359 members Mstep: Class 10 contains 168903 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21529 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42081 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17751 members Mstep: Class 18 contains 53840 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 94857 members Entering Unmasked Estep ConsiderDeletion Score: -119288744.000000 Penalty: 162390.671875 Iteration 87Q: 21 clusters Score -1.192887e+08 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 52282 members Mstep: Class 2 contains 29042 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30460 members Mstep: Class 7 contains 7804 members Mstep: Class 8 contains 32441 members Mstep: Class 9 contains 8359 members Mstep: Class 10 contains 168804 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21546 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42073 members Mstep: Class 15 contains 3020 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17714 members Mstep: Class 18 contains 53819 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 94813 members Entering Unmasked Estep ConsiderDeletion Score: -119288888.000000 Penalty: 162390.671875 Iteration 88Q: 21 clusters Score -1.192889e+08 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 52456 members Mstep: Class 2 contains 29123 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30454 members Mstep: Class 7 contains 7792 members Mstep: Class 8 contains 32380 members Mstep: Class 9 contains 8356 members Mstep: Class 10 contains 168735 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21565 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42066 members Mstep: Class 15 contains 3015 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17677 members Mstep: Class 18 contains 53798 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 94760 members Entering Unmasked Estep ConsiderDeletion Score: -119288960.000000 Penalty: 162390.671875 Iteration 89Q: 21 clusters Score -1.19289e+08 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 52606 members Mstep: Class 2 contains 29200 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30452 members Mstep: Class 7 contains 7786 members Mstep: Class 8 contains 32327 members Mstep: Class 9 contains 8354 members Mstep: Class 10 contains 168685 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21575 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42060 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17640 members Mstep: Class 18 contains 53775 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 94708 members Entering Unmasked Estep ConsiderDeletion Score: -119288944.000000 Penalty: 162390.671875 Iteration 90Q: 21 clusters Score -1.192889e+08 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 52748 members Mstep: Class 2 contains 29266 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30447 members Mstep: Class 7 contains 7789 members Mstep: Class 8 contains 32298 members Mstep: Class 9 contains 8353 members Mstep: Class 10 contains 168644 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21580 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42050 members Mstep: Class 15 contains 3011 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17598 members Mstep: Class 18 contains 53752 members Mstep: Class 19 contains 2474 members Mstep: Class 20 contains 94641 members Entering Unmasked Estep ConsiderDeletion Score: -119288896.000000 Penalty: 162390.671875 Iteration 91Q: 21 clusters Score -1.192889e+08 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 52878 members Mstep: Class 2 contains 29317 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30444 members Mstep: Class 7 contains 7789 members Mstep: Class 8 contains 32276 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 168614 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21583 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42036 members Mstep: Class 15 contains 3006 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 17558 members Mstep: Class 18 contains 53726 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94599 members Entering Unmasked Estep ConsiderDeletion Score: -119288976.000000 Penalty: 162390.671875 Iteration 92Q: 21 clusters Score -1.19289e+08 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 52989 members Mstep: Class 2 contains 29347 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30442 members Mstep: Class 7 contains 7786 members Mstep: Class 8 contains 32259 members Mstep: Class 9 contains 8351 members Mstep: Class 10 contains 168577 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21590 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42029 members Mstep: Class 15 contains 3004 members Mstep: Class 16 contains 536 members Mstep: Class 17 contains 17518 members Mstep: Class 18 contains 53708 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94577 members Entering Unmasked Estep ConsiderDeletion Score: -119288960.000000 Penalty: 162390.671875 Iteration 93Q: 21 clusters Score -1.19289e+08 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53091 members Mstep: Class 2 contains 29369 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30437 members Mstep: Class 7 contains 7784 members Mstep: Class 8 contains 32250 members Mstep: Class 9 contains 8353 members Mstep: Class 10 contains 168548 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21593 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42024 members Mstep: Class 15 contains 3003 members Mstep: Class 16 contains 534 members Mstep: Class 17 contains 17470 members Mstep: Class 18 contains 53696 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94561 members Entering Unmasked Estep ConsiderDeletion Score: -119288936.000000 Penalty: 162390.671875 Iteration 94Q: 21 clusters Score -1.192889e+08 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53199 members Mstep: Class 2 contains 29387 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30433 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 32240 members Mstep: Class 9 contains 8350 members Mstep: Class 10 contains 168530 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21598 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42021 members Mstep: Class 15 contains 3002 members Mstep: Class 16 contains 533 members Mstep: Class 17 contains 17414 members Mstep: Class 18 contains 53680 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94543 members Entering Unmasked Estep ConsiderDeletion Score: -119288864.000000 Penalty: 162390.671875 Iteration 95Q: 21 clusters Score -1.192889e+08 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53300 members Mstep: Class 2 contains 29404 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30432 members Mstep: Class 7 contains 7784 members Mstep: Class 8 contains 32234 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 168499 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21604 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42018 members Mstep: Class 15 contains 3000 members Mstep: Class 16 contains 533 members Mstep: Class 17 contains 17360 members Mstep: Class 18 contains 53669 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94527 members Entering Unmasked Estep ConsiderDeletion Score: -119288984.000000 Penalty: 162390.671875 Iteration 96Q: 21 clusters Score -1.19289e+08 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53398 members Mstep: Class 2 contains 29418 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30432 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 32231 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 168471 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21612 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42015 members Mstep: Class 15 contains 2996 members Mstep: Class 16 contains 533 members Mstep: Class 17 contains 17313 members Mstep: Class 18 contains 53655 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94507 members Entering Unmasked Estep ConsiderDeletion Score: -119289232.000000 Penalty: 162390.671875 Iteration 97Q: 21 clusters Score -1.192892e+08 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53483 members Mstep: Class 2 contains 29442 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30427 members Mstep: Class 7 contains 7782 members Mstep: Class 8 contains 32231 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 168454 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21615 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42015 members Mstep: Class 15 contains 2995 members Mstep: Class 16 contains 533 members Mstep: Class 17 contains 17262 members Mstep: Class 18 contains 53641 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94484 members Entering Unmasked Estep ConsiderDeletion Score: -119289144.000000 Penalty: 162390.671875 Iteration 98Q: 21 clusters Score -1.192891e+08 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53573 members Mstep: Class 2 contains 29446 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30423 members Mstep: Class 7 contains 7782 members Mstep: Class 8 contains 32228 members Mstep: Class 9 contains 8349 members Mstep: Class 10 contains 168440 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21616 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42017 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 534 members Mstep: Class 17 contains 17201 members Mstep: Class 18 contains 53632 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94478 members Entering Unmasked Estep ConsiderDeletion Score: -119289264.000000 Penalty: 162390.671875 Iteration 99Q: 21 clusters Score -1.192893e+08 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53675 members Mstep: Class 2 contains 29443 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30420 members Mstep: Class 7 contains 7782 members Mstep: Class 8 contains 32220 members Mstep: Class 9 contains 8348 members Mstep: Class 10 contains 168424 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21616 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42014 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 17141 members Mstep: Class 18 contains 53627 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94474 members Entering Unmasked Estep ConsiderDeletion Score: -119289336.000000 Penalty: 162390.671875 Iteration 100F: 21 clusters Score -1.192893e+08 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53783 members Mstep: Class 2 contains 29447 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30414 members Mstep: Class 7 contains 7781 members Mstep: Class 8 contains 32221 members Mstep: Class 9 contains 8345 members Mstep: Class 10 contains 168408 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21615 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42012 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 17079 members Mstep: Class 18 contains 53620 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94459 members Entering Unmasked Estep ConsiderDeletion Score: -119289152.000000 Penalty: 162390.671875 Iteration 101Q: 21 clusters Score -1.192892e+08 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 53900 members Mstep: Class 2 contains 29444 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30410 members Mstep: Class 7 contains 7782 members Mstep: Class 8 contains 32217 members Mstep: Class 9 contains 8345 members Mstep: Class 10 contains 168389 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21618 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42009 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 17006 members Mstep: Class 18 contains 53612 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94452 members Entering Unmasked Estep ConsiderDeletion Score: -119289208.000000 Penalty: 162390.671875 Iteration 102Q: 21 clusters Score -1.192892e+08 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 54043 members Mstep: Class 2 contains 29450 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30408 members Mstep: Class 7 contains 7783 members Mstep: Class 8 contains 32216 members Mstep: Class 9 contains 8345 members Mstep: Class 10 contains 168359 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21619 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42006 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 16914 members Mstep: Class 18 contains 53607 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94434 members Entering Unmasked Estep ConsiderDeletion Score: -119289256.000000 Penalty: 162390.671875 Iteration 103Q: 21 clusters Score -1.192893e+08 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 54202 members Mstep: Class 2 contains 29449 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30406 members Mstep: Class 7 contains 7781 members Mstep: Class 8 contains 32212 members Mstep: Class 9 contains 8344 members Mstep: Class 10 contains 168325 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21622 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42003 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 16817 members Mstep: Class 18 contains 53601 members Mstep: Class 19 contains 2475 members Mstep: Class 20 contains 94422 members Entering Unmasked Estep ConsiderDeletion Score: -119289192.000000 Penalty: 162390.671875 Iteration 104Q: 21 clusters Score -1.192892e+08 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 54359 members Mstep: Class 2 contains 29455 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30401 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32200 members Mstep: Class 9 contains 8343 members Mstep: Class 10 contains 168309 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21621 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 42001 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 537 members Mstep: Class 17 contains 16705 members Mstep: Class 18 contains 53599 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94409 members Entering Unmasked Estep ConsiderDeletion Score: -119289344.000000 Penalty: 162390.671875 Iteration 105Q: 21 clusters Score -1.192893e+08 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 54557 members Mstep: Class 2 contains 29452 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30394 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32192 members Mstep: Class 9 contains 8342 members Mstep: Class 10 contains 168290 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21618 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41998 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 16560 members Mstep: Class 18 contains 53596 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94399 members Entering Unmasked Estep ConsiderDeletion Score: -119289600.000000 Penalty: 162390.671875 Iteration 106Q: 21 clusters Score -1.192896e+08 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 54814 members Mstep: Class 2 contains 29449 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30386 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32183 members Mstep: Class 9 contains 8342 members Mstep: Class 10 contains 168251 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21615 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41995 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 16376 members Mstep: Class 18 contains 53599 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94385 members Entering Unmasked Estep ConsiderDeletion Score: -119289584.000000 Penalty: 162390.671875 Iteration 107Q: 21 clusters Score -1.192896e+08 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 55100 members Mstep: Class 2 contains 29449 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30382 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32176 members Mstep: Class 9 contains 8341 members Mstep: Class 10 contains 168210 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 21611 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41988 members Mstep: Class 15 contains 2996 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 16161 members Mstep: Class 18 contains 53597 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94374 members Entering Unmasked Estep ConsiderDeletion Score: -119289896.000000 Penalty: 162390.671875 Iteration 108Q: 21 clusters Score -1.192899e+08 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 55423 members Mstep: Class 2 contains 29431 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30379 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32170 members Mstep: Class 9 contains 8338 members Mstep: Class 10 contains 168176 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21609 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41984 members Mstep: Class 15 contains 2995 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 15925 members Mstep: Class 18 contains 53598 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94358 members Entering Unmasked Estep ConsiderDeletion Score: -119290184.000000 Penalty: 162390.671875 Iteration 109Q: 21 clusters Score -1.192902e+08 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 55739 members Mstep: Class 2 contains 29426 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30376 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32167 members Mstep: Class 9 contains 8337 members Mstep: Class 10 contains 168111 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21605 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41980 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 15728 members Mstep: Class 18 contains 53593 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94333 members Entering Unmasked Estep ConsiderDeletion Score: -119290464.000000 Penalty: 162390.671875 Iteration 110Q: 21 clusters Score -1.192905e+08 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 56018 members Mstep: Class 2 contains 29409 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30374 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32161 members Mstep: Class 9 contains 8338 members Mstep: Class 10 contains 168050 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21605 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41971 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 546 members Mstep: Class 17 contains 15568 members Mstep: Class 18 contains 53594 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94305 members Entering Unmasked Estep ConsiderDeletion Score: -119290656.000000 Penalty: 162390.671875 Iteration 111Q: 21 clusters Score -1.192907e+08 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 56305 members Mstep: Class 2 contains 29385 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30364 members Mstep: Class 7 contains 7781 members Mstep: Class 8 contains 32162 members Mstep: Class 9 contains 8335 members Mstep: Class 10 contains 167965 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21603 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41957 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 547 members Mstep: Class 17 contains 15452 members Mstep: Class 18 contains 53586 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94277 members Entering Unmasked Estep ConsiderDeletion Score: -119290720.000000 Penalty: 162390.671875 Iteration 112Q: 21 clusters Score -1.192907e+08 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 56538 members Mstep: Class 2 contains 29355 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30353 members Mstep: Class 7 contains 7781 members Mstep: Class 8 contains 32152 members Mstep: Class 9 contains 8336 members Mstep: Class 10 contains 167879 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21602 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41936 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 544 members Mstep: Class 17 contains 15401 members Mstep: Class 18 contains 53581 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94261 members Entering Unmasked Estep ConsiderDeletion Score: -119291112.000000 Penalty: 162390.671875 Iteration 113Q: 21 clusters Score -1.192911e+08 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 56718 members Mstep: Class 2 contains 29341 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30346 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32142 members Mstep: Class 9 contains 8336 members Mstep: Class 10 contains 167809 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21602 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41918 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 15363 members Mstep: Class 18 contains 53574 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94249 members Entering Unmasked Estep ConsiderDeletion Score: -119290928.000000 Penalty: 162390.671875 Iteration 114Q: 21 clusters Score -1.192909e+08 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 56837 members Mstep: Class 2 contains 29340 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30336 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32127 members Mstep: Class 9 contains 8336 members Mstep: Class 10 contains 167746 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21602 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41909 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15360 members Mstep: Class 18 contains 53569 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94237 members Entering Unmasked Estep ConsiderDeletion Score: -119290896.000000 Penalty: 162390.671875 Iteration 115Q: 21 clusters Score -1.192909e+08 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 56939 members Mstep: Class 2 contains 29325 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30329 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32115 members Mstep: Class 9 contains 8336 members Mstep: Class 10 contains 167708 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21605 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2993 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15349 members Mstep: Class 18 contains 53561 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94229 members Entering Unmasked Estep ConsiderDeletion Score: -119290856.000000 Penalty: 162390.671875 Iteration 116Q: 21 clusters Score -1.192909e+08 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57012 members Mstep: Class 2 contains 29308 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30321 members Mstep: Class 7 contains 7777 members Mstep: Class 8 contains 32109 members Mstep: Class 9 contains 8336 members Mstep: Class 10 contains 167664 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21606 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41906 members Mstep: Class 15 contains 2993 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15351 members Mstep: Class 18 contains 53561 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94228 members Entering Unmasked Estep ConsiderDeletion Score: -119290832.000000 Penalty: 162390.671875 Iteration 117Q: 21 clusters Score -1.192908e+08 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57067 members Mstep: Class 2 contains 29294 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30313 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32111 members Mstep: Class 9 contains 8335 members Mstep: Class 10 contains 167635 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21608 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2993 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15357 members Mstep: Class 18 contains 53558 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94218 members Entering Unmasked Estep ConsiderDeletion Score: -119290832.000000 Penalty: 162390.671875 Iteration 118Q: 21 clusters Score -1.192908e+08 nChanged 87 Entering ConstructFrom: Score: -119290832.000000 Penalty: 162390.671875 Entering ConstructFrom: Trying to split cluster 1 (57111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57111 members Entering Unmasked Estep Score: -12164054.000000 Penalty: 6708.560547 Iteration 0F: 2 clusters Score -1.216405e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28315 members Mstep: Class 2 contains 28796 members Entering Unmasked Estep Score: -12123729.000000 Penalty: 13417.121094 Iteration 0F: 3 clusters Score -1.212373e+07 nChanged 25387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27186 members Mstep: Class 2 contains 29925 members Entering Unmasked Estep Score: -12137335.000000 Penalty: 13417.121094 Iteration 1F: 3 clusters Score -1.213734e+07 nChanged 2998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26334 members Mstep: Class 2 contains 30777 members Entering Unmasked Estep Score: -12138503.000000 Penalty: 13417.121094 Iteration 2F: 3 clusters Score -1.21385e+07 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25208 members Mstep: Class 2 contains 31903 members Entering Unmasked Estep Score: -12139607.000000 Penalty: 13417.121094 Iteration 3Q: 3 clusters Score -1.213961e+07 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23752 members Mstep: Class 2 contains 33359 members Entering Unmasked Estep Score: -12140894.000000 Penalty: 13417.121094 Iteration 4Q: 3 clusters Score -1.214089e+07 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22025 members Mstep: Class 2 contains 35086 members Entering Unmasked Estep Score: -12142349.000000 Penalty: 13417.121094 Iteration 5Q: 3 clusters Score -1.214235e+07 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19918 members Mstep: Class 2 contains 37193 members Entering Unmasked Estep Score: -12144147.000000 Penalty: 13417.121094 Iteration 6F: 3 clusters Score -1.214415e+07 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17467 members Mstep: Class 2 contains 39644 members Entering Unmasked Estep Score: -12146161.000000 Penalty: 13417.121094 Iteration 7F: 3 clusters Score -1.214616e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14685 members Mstep: Class 2 contains 42426 members Entering Unmasked Estep Score: -12148554.000000 Penalty: 13417.121094 Iteration 8F: 3 clusters Score -1.214855e+07 nChanged 3200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 45244 members Entering Unmasked Estep Score: -12151117.000000 Penalty: 13417.121094 Iteration 9F: 3 clusters Score -1.215112e+07 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 47756 members Entering Unmasked Estep Score: -12153329.000000 Penalty: 13417.121094 Iteration 10Q: 3 clusters Score -1.215333e+07 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 49830 members Entering Unmasked Estep Score: -12155129.000000 Penalty: 13417.121094 Iteration 11Q: 3 clusters Score -1.215513e+07 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 51341 members Entering Unmasked Estep Score: -12156502.000000 Penalty: 13417.121094 Iteration 12Q: 3 clusters Score -1.21565e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 52384 members Entering Unmasked Estep Score: -12157480.000000 Penalty: 13417.121094 Iteration 13Q: 3 clusters Score -1.215748e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 53094 members Entering Unmasked Estep Score: -12158053.000000 Penalty: 13417.121094 Iteration 14Q: 3 clusters Score -1.215805e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 53546 members Entering Unmasked Estep Score: -12158473.000000 Penalty: 13417.121094 Iteration 15Q: 3 clusters Score -1.215847e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 53868 members Entering Unmasked Estep Score: -12158828.000000 Penalty: 13417.121094 Iteration 16Q: 3 clusters Score -1.215883e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 54116 members Entering Unmasked Estep Score: -12159177.000000 Penalty: 13417.121094 Iteration 17Q: 3 clusters Score -1.215918e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 54275 members Entering Unmasked Estep Score: -12159492.000000 Penalty: 13417.121094 Iteration 18Q: 3 clusters Score -1.215949e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 54381 members Entering Unmasked Estep Score: -12159755.000000 Penalty: 13417.121094 Iteration 19Q: 3 clusters Score -1.215976e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 54419 members Entering Unmasked Estep Score: -12159936.000000 Penalty: 13417.121094 Iteration 20F: 3 clusters Score -1.215994e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 54430 members Entering Unmasked Estep Score: -12160071.000000 Penalty: 13417.121094 Iteration 21Q: 3 clusters Score -1.216007e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 54415 members Entering Unmasked Estep Score: -12160150.000000 Penalty: 13417.121094 Iteration 22Q: 3 clusters Score -1.216015e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 54410 members Entering Unmasked Estep Score: -12160189.000000 Penalty: 13417.121094 Iteration 23Q: 3 clusters Score -1.216019e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 54397 members Entering Unmasked Estep Score: -12160200.000000 Penalty: 13417.121094 Iteration 24Q: 3 clusters Score -1.21602e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 54388 members Entering Unmasked Estep Score: -12160200.000000 Penalty: 13417.121094 Iteration 25Q: 3 clusters Score -1.21602e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 54384 members Entering Unmasked Estep Score: -12160210.000000 Penalty: 13417.121094 Iteration 26Q: 3 clusters Score -1.216021e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 54382 members Entering Unmasked Estep Score: -12160225.000000 Penalty: 13417.121094 Iteration 27Q: 3 clusters Score -1.216022e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 54379 members Entering Unmasked Estep Score: -12160220.000000 Penalty: 13417.121094 Iteration 28Q: 3 clusters Score -1.216022e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 54377 members Entering Unmasked Estep Score: -12160219.000000 Penalty: 13417.121094 Iteration 29Q: 3 clusters Score -1.216022e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 54375 members Entering Unmasked Estep Score: -12160209.000000 Penalty: 13417.121094 Iteration 30Q: 3 clusters Score -1.216021e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 54372 members Entering Unmasked Estep Score: -12160214.000000 Penalty: 13417.121094 Iteration 31Q: 3 clusters Score -1.216021e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 54372 members Entering Unmasked Estep Score: -12160201.000000 Penalty: 13417.121094 Iteration 32Q: 3 clusters Score -1.21602e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 54371 members Entering Unmasked Estep Score: -12160210.000000 Penalty: 13417.121094 Iteration 33Q: 3 clusters Score -1.216021e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 54370 members Entering Unmasked Estep Score: -12160226.000000 Penalty: 13417.121094 Iteration 34Q: 3 clusters Score -1.216023e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 54367 members Entering Unmasked Estep Score: -12160217.000000 Penalty: 13417.121094 Iteration 35Q: 3 clusters Score -1.216022e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 54364 members Entering Unmasked Estep Score: -12160220.000000 Penalty: 13417.121094 Iteration 36Q: 3 clusters Score -1.216022e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 54357 members Entering Unmasked Estep Score: -12160216.000000 Penalty: 13417.121094 Iteration 37Q: 3 clusters Score -1.216022e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 54355 members Entering Unmasked Estep Score: -12160206.000000 Penalty: 13417.121094 Iteration 38Q: 3 clusters Score -1.216021e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 54355 members Entering Unmasked Estep Score: -12160206.000000 Penalty: 13417.121094 Iteration 39F: 3 clusters Score -1.216021e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (29295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29295 members Entering Unmasked Estep Score: -5947179.500000 Penalty: 6299.667969 Iteration 0F: 2 clusters Score -5947180 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14777 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -5924766.000000 Penalty: 12599.335938 Iteration 0F: 3 clusters Score -5924766 nChanged 12370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -5931380.500000 Penalty: 12599.335938 Iteration 1F: 3 clusters Score -5931380 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15716 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -5932163.000000 Penalty: 12599.335938 Iteration 2F: 3 clusters Score -5932163 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16210 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -5932888.500000 Penalty: 12599.335938 Iteration 3F: 3 clusters Score -5932888 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 12435 members Entering Unmasked Estep Score: -5933636.500000 Penalty: 12599.335938 Iteration 4Q: 3 clusters Score -5933636 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -5934486.500000 Penalty: 12599.335938 Iteration 5Q: 3 clusters Score -5934486 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -5935401.000000 Penalty: 12599.335938 Iteration 6F: 3 clusters Score -5935401 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19514 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -5936494.000000 Penalty: 12599.335938 Iteration 7F: 3 clusters Score -5936494 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20522 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -5937541.000000 Penalty: 12599.335938 Iteration 8F: 3 clusters Score -5937541 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21478 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -5938454.000000 Penalty: 12599.335938 Iteration 9Q: 3 clusters Score -5938454 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22345 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -5939240.000000 Penalty: 12599.335938 Iteration 10Q: 3 clusters Score -5939240 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -5939811.500000 Penalty: 12599.335938 Iteration 11Q: 3 clusters Score -5939812 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23716 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -5940296.000000 Penalty: 12599.335938 Iteration 12Q: 3 clusters Score -5940296 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24232 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -5940612.500000 Penalty: 12599.335938 Iteration 13Q: 3 clusters Score -5940612 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24641 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -5940861.000000 Penalty: 12599.335938 Iteration 14Q: 3 clusters Score -5940861 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24958 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -5941059.000000 Penalty: 12599.335938 Iteration 15Q: 3 clusters Score -5941059 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25224 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -5941192.500000 Penalty: 12599.335938 Iteration 16Q: 3 clusters Score -5941192 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25448 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -5941313.500000 Penalty: 12599.335938 Iteration 17Q: 3 clusters Score -5941314 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25624 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -5941383.000000 Penalty: 12599.335938 Iteration 18Q: 3 clusters Score -5941383 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25755 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -5941451.000000 Penalty: 12599.335938 Iteration 19Q: 3 clusters Score -5941451 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25854 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -5941487.500000 Penalty: 12599.335938 Iteration 20F: 3 clusters Score -5941488 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25943 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -5941523.000000 Penalty: 12599.335938 Iteration 21Q: 3 clusters Score -5941523 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26015 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -5941540.000000 Penalty: 12599.335938 Iteration 22Q: 3 clusters Score -5941540 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26079 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -5941569.500000 Penalty: 12599.335938 Iteration 23Q: 3 clusters Score -5941570 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26127 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -5941581.500000 Penalty: 12599.335938 Iteration 24Q: 3 clusters Score -5941582 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26174 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -5941604.500000 Penalty: 12599.335938 Iteration 25Q: 3 clusters Score -5941604 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26229 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -5941619.500000 Penalty: 12599.335938 Iteration 26Q: 3 clusters Score -5941620 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26282 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -5941654.500000 Penalty: 12599.335938 Iteration 27Q: 3 clusters Score -5941654 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26324 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -5941676.500000 Penalty: 12599.335938 Iteration 28Q: 3 clusters Score -5941676 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26365 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -5941697.500000 Penalty: 12599.335938 Iteration 29Q: 3 clusters Score -5941698 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26409 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -5941714.500000 Penalty: 12599.335938 Iteration 30Q: 3 clusters Score -5941714 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26444 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -5941729.000000 Penalty: 12599.335938 Iteration 31Q: 3 clusters Score -5941729 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26477 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -5941740.500000 Penalty: 12599.335938 Iteration 32Q: 3 clusters Score -5941740 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26511 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -5941758.500000 Penalty: 12599.335938 Iteration 33Q: 3 clusters Score -5941758 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26537 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -5941774.000000 Penalty: 12599.335938 Iteration 34Q: 3 clusters Score -5941774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26562 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -5941774.500000 Penalty: 12599.335938 Iteration 35Q: 3 clusters Score -5941774 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26590 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -5941776.000000 Penalty: 12599.335938 Iteration 36Q: 3 clusters Score -5941776 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26614 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -5941787.500000 Penalty: 12599.335938 Iteration 37Q: 3 clusters Score -5941788 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -5941796.500000 Penalty: 12599.335938 Iteration 38Q: 3 clusters Score -5941796 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26661 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -5941818.000000 Penalty: 12599.335938 Iteration 39Q: 3 clusters Score -5941818 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26682 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -5941839.500000 Penalty: 12599.335938 Iteration 40F: 3 clusters Score -5941840 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26703 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -5941842.500000 Penalty: 12599.335938 Iteration 41Q: 3 clusters Score -5941842 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26733 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -5941868.500000 Penalty: 12599.335938 Iteration 42Q: 3 clusters Score -5941868 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26765 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -5941878.000000 Penalty: 12599.335938 Iteration 43Q: 3 clusters Score -5941878 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26784 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -5941871.000000 Penalty: 12599.335938 Iteration 44Q: 3 clusters Score -5941871 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26800 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -5941878.000000 Penalty: 12599.335938 Iteration 45Q: 3 clusters Score -5941878 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26813 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -5941875.000000 Penalty: 12599.335938 Iteration 46Q: 3 clusters Score -5941875 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26828 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -5941885.000000 Penalty: 12599.335938 Iteration 47Q: 3 clusters Score -5941885 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26850 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -5941893.000000 Penalty: 12599.335938 Iteration 48Q: 3 clusters Score -5941893 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26869 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -5941902.000000 Penalty: 12599.335938 Iteration 49Q: 3 clusters Score -5941902 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26878 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -5941907.000000 Penalty: 12599.335938 Iteration 50Q: 3 clusters Score -5941907 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26886 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -5941905.500000 Penalty: 12599.335938 Iteration 51Q: 3 clusters Score -5941906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26898 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -5941913.500000 Penalty: 12599.335938 Iteration 52Q: 3 clusters Score -5941914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26908 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -5941936.000000 Penalty: 12599.335938 Iteration 53Q: 3 clusters Score -5941936 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26922 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -5941940.500000 Penalty: 12599.335938 Iteration 54Q: 3 clusters Score -5941940 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26938 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -5941947.500000 Penalty: 12599.335938 Iteration 55Q: 3 clusters Score -5941948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26949 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -5941931.500000 Penalty: 12599.335938 Iteration 56Q: 3 clusters Score -5941932 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26962 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -5941946.000000 Penalty: 12599.335938 Iteration 57Q: 3 clusters Score -5941946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -5941955.500000 Penalty: 12599.335938 Iteration 58Q: 3 clusters Score -5941956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26976 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -5941966.000000 Penalty: 12599.335938 Iteration 59Q: 3 clusters Score -5941966 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26988 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -5941979.500000 Penalty: 12599.335938 Iteration 60F: 3 clusters Score -5941980 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27005 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -5941983.000000 Penalty: 12599.335938 Iteration 61Q: 3 clusters Score -5941983 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27019 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -5941991.500000 Penalty: 12599.335938 Iteration 62Q: 3 clusters Score -5941992 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27033 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -5941994.500000 Penalty: 12599.335938 Iteration 63Q: 3 clusters Score -5941994 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27047 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -5942015.500000 Penalty: 12599.335938 Iteration 64Q: 3 clusters Score -5942016 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27065 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -5942015.000000 Penalty: 12599.335938 Iteration 65Q: 3 clusters Score -5942015 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27081 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -5942027.500000 Penalty: 12599.335938 Iteration 66Q: 3 clusters Score -5942028 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27092 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -5942029.500000 Penalty: 12599.335938 Iteration 67Q: 3 clusters Score -5942030 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27100 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -5942033.000000 Penalty: 12599.335938 Iteration 68Q: 3 clusters Score -5942033 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27109 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -5942028.000000 Penalty: 12599.335938 Iteration 69Q: 3 clusters Score -5942028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27112 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -5942029.000000 Penalty: 12599.335938 Iteration 70Q: 3 clusters Score -5942029 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27116 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -5942033.500000 Penalty: 12599.335938 Iteration 71Q: 3 clusters Score -5942034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27119 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -5942033.500000 Penalty: 12599.335938 Iteration 72Q: 3 clusters Score -5942034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27120 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -5942035.000000 Penalty: 12599.335938 Iteration 73Q: 3 clusters Score -5942035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27120 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -5942035.000000 Penalty: 12599.335938 Iteration 74F: 3 clusters Score -5942035 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Entering Unmasked Estep Score: -252864.796875 Penalty: 4421.582031 Iteration 0F: 2 clusters Score -252864.8 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 658 members Entering Unmasked Estep Score: -248659.500000 Penalty: 8843.164062 Iteration 0F: 3 clusters Score -248659.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -249404.750000 Penalty: 8843.164062 Iteration 1F: 3 clusters Score -249404.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -249719.546875 Penalty: 8843.164062 Iteration 2F: 3 clusters Score -249719.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -249949.234375 Penalty: 8843.164062 Iteration 3F: 3 clusters Score -249949.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -250231.187500 Penalty: 8843.164062 Iteration 4Q: 3 clusters Score -250231.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -250424.000000 Penalty: 8843.164062 Iteration 5Q: 3 clusters Score -250424 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -250650.796875 Penalty: 8843.164062 Iteration 6Q: 3 clusters Score -250650.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -250777.640625 Penalty: 8843.164062 Iteration 7Q: 3 clusters Score -250777.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -250849.156250 Penalty: 8843.164062 Iteration 8Q: 3 clusters Score -250849.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -250884.281250 Penalty: 8843.164062 Iteration 9Q: 3 clusters Score -250884.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -250919.703125 Penalty: 8843.164062 Iteration 10Q: 3 clusters Score -250919.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -250947.000000 Penalty: 8843.164062 Iteration 11Q: 3 clusters Score -250947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -250950.750000 Penalty: 8843.164062 Iteration 12Q: 3 clusters Score -250950.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -250959.343750 Penalty: 8843.164062 Iteration 13Q: 3 clusters Score -250959.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -250978.500000 Penalty: 8843.164062 Iteration 14Q: 3 clusters Score -250978.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -251004.500000 Penalty: 8843.164062 Iteration 15F: 3 clusters Score -251004.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -251070.843750 Penalty: 8843.164062 Iteration 16Q: 3 clusters Score -251070.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -251090.750000 Penalty: 8843.164062 Iteration 17Q: 3 clusters Score -251090.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -251101.171875 Penalty: 8843.164062 Iteration 18Q: 3 clusters Score -251101.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -251115.250000 Penalty: 8843.164062 Iteration 19Q: 3 clusters Score -251115.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -251122.156250 Penalty: 8843.164062 Iteration 20F: 3 clusters Score -251122.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -251125.125000 Penalty: 8843.164062 Iteration 21Q: 3 clusters Score -251125.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -251125.125000 Penalty: 8843.164062 Iteration 22F: 3 clusters Score -251125.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Entering Unmasked Estep Score: -186843.718750 Penalty: 4298.222656 Iteration 0F: 2 clusters Score -186843.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -183088.703125 Penalty: 8596.445312 Iteration 0F: 3 clusters Score -183088.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -184596.156250 Penalty: 8596.445312 Iteration 1F: 3 clusters Score -184596.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -186221.843750 Penalty: 8596.445312 Iteration 2F: 3 clusters Score -186221.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -187249.625000 Penalty: 8596.445312 Iteration 3F: 3 clusters Score -187249.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -187691.000000 Penalty: 8596.445312 Iteration 4Q: 3 clusters Score -187691 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -187884.093750 Penalty: 8596.445312 Iteration 5Q: 3 clusters Score -187884.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -188084.609375 Penalty: 8596.445312 Iteration 6Q: 3 clusters Score -188084.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -188178.671875 Penalty: 8596.445312 Iteration 7Q: 3 clusters Score -188178.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -188234.171875 Penalty: 8596.445312 Iteration 8Q: 3 clusters Score -188234.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -188265.687500 Penalty: 8596.445312 Iteration 9Q: 3 clusters Score -188265.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -188274.687500 Penalty: 8596.445312 Iteration 10Q: 3 clusters Score -188274.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -188286.421875 Penalty: 8596.445312 Iteration 11Q: 3 clusters Score -188286.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -188310.062500 Penalty: 8596.445312 Iteration 12Q: 3 clusters Score -188310.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -188329.171875 Penalty: 8596.445312 Iteration 13Q: 3 clusters Score -188329.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -188338.937500 Penalty: 8596.445312 Iteration 14Q: 3 clusters Score -188338.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -188347.812500 Penalty: 8596.445312 Iteration 15Q: 3 clusters Score -188347.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -188354.578125 Penalty: 8596.445312 Iteration 16Q: 3 clusters Score -188354.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -188356.031250 Penalty: 8596.445312 Iteration 17Q: 3 clusters Score -188356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -188358.859375 Penalty: 8596.445312 Iteration 18Q: 3 clusters Score -188358.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -188412.765625 Penalty: 8596.445312 Iteration 19F: 3 clusters Score -188412.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -188739.187500 Penalty: 8596.445312 Iteration 20F: 3 clusters Score -188739.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -189004.312500 Penalty: 8596.445312 Iteration 21Q: 3 clusters Score -189004.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -189381.312500 Penalty: 8596.445312 Iteration 22Q: 3 clusters Score -189381.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -189626.187500 Penalty: 8596.445312 Iteration 23Q: 3 clusters Score -189626.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -189641.765625 Penalty: 8596.445312 Iteration 24Q: 3 clusters Score -189641.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -189643.953125 Penalty: 8596.445312 Iteration 25Q: 3 clusters Score -189644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -189645.437500 Penalty: 8596.445312 Iteration 26Q: 3 clusters Score -189645.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -189645.437500 Penalty: 8596.445312 Iteration 27F: 3 clusters Score -189645.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57111 members Mstep: Class 2 contains 29295 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 743 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30307 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32109 members Mstep: Class 9 contains 8335 members Mstep: Class 10 contains 167615 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21607 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2992 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15360 members Mstep: Class 18 contains 53556 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94202 members Mstep: Class 21 contains 373 members Entering Unmasked Estep Score: -119289536.000000 Penalty: 170510.218750 Splitting cluster 4 changes total score from -119290832.000000 to -119289536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Entering Unmasked Estep Score: -243240.000000 Penalty: 4429.163086 Iteration 0F: 2 clusters Score -243240 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -239099.687500 Penalty: 8858.326172 Iteration 0F: 3 clusters Score -239099.7 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -240599.265625 Penalty: 8858.326172 Iteration 1F: 3 clusters Score -240599.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -241130.656250 Penalty: 8858.326172 Iteration 2F: 3 clusters Score -241130.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -241353.421875 Penalty: 8858.326172 Iteration 3Q: 3 clusters Score -241353.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -241551.265625 Penalty: 8858.326172 Iteration 4Q: 3 clusters Score -241551.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -241752.437500 Penalty: 8858.326172 Iteration 5Q: 3 clusters Score -241752.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -241955.156250 Penalty: 8858.326172 Iteration 6Q: 3 clusters Score -241955.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -242205.640625 Penalty: 8858.326172 Iteration 7Q: 3 clusters Score -242205.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -242335.703125 Penalty: 8858.326172 Iteration 8Q: 3 clusters Score -242335.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -242464.531250 Penalty: 8858.326172 Iteration 9Q: 3 clusters Score -242464.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -242612.156250 Penalty: 8858.326172 Iteration 10Q: 3 clusters Score -242612.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -242835.593750 Penalty: 8858.326172 Iteration 11Q: 3 clusters Score -242835.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -243091.984375 Penalty: 8858.326172 Iteration 12Q: 3 clusters Score -243092 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -243222.531250 Penalty: 8858.326172 Iteration 13Q: 3 clusters Score -243222.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -243291.218750 Penalty: 8858.326172 Iteration 14Q: 3 clusters Score -243291.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -243350.609375 Penalty: 8858.326172 Iteration 15Q: 3 clusters Score -243350.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -243382.859375 Penalty: 8858.326172 Iteration 16Q: 3 clusters Score -243382.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -243411.312500 Penalty: 8858.326172 Iteration 17Q: 3 clusters Score -243411.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -243418.343750 Penalty: 8858.326172 Iteration 18Q: 3 clusters Score -243418.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -243423.375000 Penalty: 8858.326172 Iteration 19Q: 3 clusters Score -243423.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -243431.046875 Penalty: 8858.326172 Iteration 20F: 3 clusters Score -243431 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -243432.453125 Penalty: 8858.326172 Iteration 21Q: 3 clusters Score -243432.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -243435.171875 Penalty: 8858.326172 Iteration 22Q: 3 clusters Score -243435.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -243440.484375 Penalty: 8858.326172 Iteration 23Q: 3 clusters Score -243440.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -243446.046875 Penalty: 8858.326172 Iteration 24Q: 3 clusters Score -243446 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -243446.046875 Penalty: 8858.326172 Iteration 25F: 3 clusters Score -243446 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57111 members Mstep: Class 2 contains 29295 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 903 members Mstep: Class 6 contains 30307 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32109 members Mstep: Class 9 contains 8335 members Mstep: Class 10 contains 167615 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21607 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2992 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15360 members Mstep: Class 18 contains 53556 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94202 members Mstep: Class 21 contains 479 members Entering Unmasked Estep Score: -119287296.000000 Penalty: 170510.218750 Splitting cluster 5 changes total score from -119290832.000000 to -119287296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (30307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30307 members Entering Unmasked Estep Score: -6345960.000000 Penalty: 6320.469238 Iteration 0F: 2 clusters Score -6345960 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 15119 members Entering Unmasked Estep Score: -6322921.500000 Penalty: 12640.938477 Iteration 0F: 3 clusters Score -6322922 nChanged 12751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15187 members Mstep: Class 2 contains 15120 members Entering Unmasked Estep Score: -6329437.000000 Penalty: 12640.938477 Iteration 1F: 3 clusters Score -6329437 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 15112 members Entering Unmasked Estep Score: -6330144.500000 Penalty: 12640.938477 Iteration 2F: 3 clusters Score -6330144 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15210 members Mstep: Class 2 contains 15097 members Entering Unmasked Estep Score: -6330672.000000 Penalty: 12640.938477 Iteration 3Q: 3 clusters Score -6330672 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15209 members Mstep: Class 2 contains 15098 members Entering Unmasked Estep Score: -6331059.500000 Penalty: 12640.938477 Iteration 4Q: 3 clusters Score -6331060 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 15080 members Entering Unmasked Estep Score: -6331323.500000 Penalty: 12640.938477 Iteration 5Q: 3 clusters Score -6331324 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15255 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -6331544.000000 Penalty: 12640.938477 Iteration 6Q: 3 clusters Score -6331544 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15229 members Mstep: Class 2 contains 15078 members Entering Unmasked Estep Score: -6331728.500000 Penalty: 12640.938477 Iteration 7Q: 3 clusters Score -6331728 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15231 members Mstep: Class 2 contains 15076 members Entering Unmasked Estep Score: -6331975.500000 Penalty: 12640.938477 Iteration 8Q: 3 clusters Score -6331976 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15220 members Mstep: Class 2 contains 15087 members Entering Unmasked Estep Score: -6332246.500000 Penalty: 12640.938477 Iteration 9Q: 3 clusters Score -6332246 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15207 members Mstep: Class 2 contains 15100 members Entering Unmasked Estep Score: -6332535.500000 Penalty: 12640.938477 Iteration 10Q: 3 clusters Score -6332536 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 15106 members Entering Unmasked Estep Score: -6332863.000000 Penalty: 12640.938477 Iteration 11Q: 3 clusters Score -6332863 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15158 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -6333131.500000 Penalty: 12640.938477 Iteration 12Q: 3 clusters Score -6333132 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15048 members Mstep: Class 2 contains 15259 members Entering Unmasked Estep Score: -6333439.000000 Penalty: 12640.938477 Iteration 13Q: 3 clusters Score -6333439 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14871 members Mstep: Class 2 contains 15436 members Entering Unmasked Estep Score: -6333744.000000 Penalty: 12640.938477 Iteration 14Q: 3 clusters Score -6333744 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 15673 members Entering Unmasked Estep Score: -6333980.500000 Penalty: 12640.938477 Iteration 15Q: 3 clusters Score -6333980 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14388 members Mstep: Class 2 contains 15919 members Entering Unmasked Estep Score: -6334251.500000 Penalty: 12640.938477 Iteration 16Q: 3 clusters Score -6334252 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 16189 members Entering Unmasked Estep Score: -6334524.000000 Penalty: 12640.938477 Iteration 17Q: 3 clusters Score -6334524 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13715 members Mstep: Class 2 contains 16592 members Entering Unmasked Estep Score: -6334818.500000 Penalty: 12640.938477 Iteration 18Q: 3 clusters Score -6334818 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13231 members Mstep: Class 2 contains 17076 members Entering Unmasked Estep Score: -6335158.500000 Penalty: 12640.938477 Iteration 19Q: 3 clusters Score -6335158 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12737 members Mstep: Class 2 contains 17570 members Entering Unmasked Estep Score: -6335544.500000 Penalty: 12640.938477 Iteration 20F: 3 clusters Score -6335544 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 18079 members Entering Unmasked Estep Score: -6335887.500000 Penalty: 12640.938477 Iteration 21Q: 3 clusters Score -6335888 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 18535 members Entering Unmasked Estep Score: -6336245.000000 Penalty: 12640.938477 Iteration 22Q: 3 clusters Score -6336245 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11315 members Mstep: Class 2 contains 18992 members Entering Unmasked Estep Score: -6336538.000000 Penalty: 12640.938477 Iteration 23Q: 3 clusters Score -6336538 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 19466 members Entering Unmasked Estep Score: -6336742.500000 Penalty: 12640.938477 Iteration 24Q: 3 clusters Score -6336742 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 19917 members Entering Unmasked Estep Score: -6336996.500000 Penalty: 12640.938477 Iteration 25Q: 3 clusters Score -6336996 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 20380 members Entering Unmasked Estep Score: -6337191.500000 Penalty: 12640.938477 Iteration 26Q: 3 clusters Score -6337192 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 20776 members Entering Unmasked Estep Score: -6337374.000000 Penalty: 12640.938477 Iteration 27Q: 3 clusters Score -6337374 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 21209 members Entering Unmasked Estep Score: -6337571.000000 Penalty: 12640.938477 Iteration 28Q: 3 clusters Score -6337571 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 21628 members Entering Unmasked Estep Score: -6337704.000000 Penalty: 12640.938477 Iteration 29Q: 3 clusters Score -6337704 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 22029 members Entering Unmasked Estep Score: -6337841.500000 Penalty: 12640.938477 Iteration 30Q: 3 clusters Score -6337842 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 22418 members Entering Unmasked Estep Score: -6338025.500000 Penalty: 12640.938477 Iteration 31Q: 3 clusters Score -6338026 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Mstep: Class 2 contains 22802 members Entering Unmasked Estep Score: -6338161.500000 Penalty: 12640.938477 Iteration 32Q: 3 clusters Score -6338162 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 23181 members Entering Unmasked Estep Score: -6338340.500000 Penalty: 12640.938477 Iteration 33Q: 3 clusters Score -6338340 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 23574 members Entering Unmasked Estep Score: -6338482.000000 Penalty: 12640.938477 Iteration 34Q: 3 clusters Score -6338482 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 23958 members Entering Unmasked Estep Score: -6338664.500000 Penalty: 12640.938477 Iteration 35Q: 3 clusters Score -6338664 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 24340 members Entering Unmasked Estep Score: -6338803.500000 Penalty: 12640.938477 Iteration 36Q: 3 clusters Score -6338804 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 24706 members Entering Unmasked Estep Score: -6338985.000000 Penalty: 12640.938477 Iteration 37Q: 3 clusters Score -6338985 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 25059 members Entering Unmasked Estep Score: -6339138.500000 Penalty: 12640.938477 Iteration 38Q: 3 clusters Score -6339138 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 25401 members Entering Unmasked Estep Score: -6339325.000000 Penalty: 12640.938477 Iteration 39Q: 3 clusters Score -6339325 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 25738 members Entering Unmasked Estep Score: -6339508.500000 Penalty: 12640.938477 Iteration 40F: 3 clusters Score -6339508 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 26057 members Entering Unmasked Estep Score: -6339717.500000 Penalty: 12640.938477 Iteration 41Q: 3 clusters Score -6339718 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 26343 members Entering Unmasked Estep Score: -6340072.500000 Penalty: 12640.938477 Iteration 42Q: 3 clusters Score -6340072 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 26620 members Entering Unmasked Estep Score: -6340618.500000 Penalty: 12640.938477 Iteration 43Q: 3 clusters Score -6340618 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 26837 members Entering Unmasked Estep Score: -6340870.500000 Penalty: 12640.938477 Iteration 44Q: 3 clusters Score -6340870 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 27017 members Entering Unmasked Estep Score: -6340989.000000 Penalty: 12640.938477 Iteration 45Q: 3 clusters Score -6340989 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 27142 members Entering Unmasked Estep Score: -6341045.500000 Penalty: 12640.938477 Iteration 46Q: 3 clusters Score -6341046 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 27238 members Entering Unmasked Estep Score: -6341090.000000 Penalty: 12640.938477 Iteration 47Q: 3 clusters Score -6341090 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 27312 members Entering Unmasked Estep Score: -6341143.500000 Penalty: 12640.938477 Iteration 48Q: 3 clusters Score -6341144 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 27375 members Entering Unmasked Estep Score: -6341159.000000 Penalty: 12640.938477 Iteration 49Q: 3 clusters Score -6341159 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 27429 members Entering Unmasked Estep Score: -6341183.500000 Penalty: 12640.938477 Iteration 50Q: 3 clusters Score -6341184 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 27468 members Entering Unmasked Estep Score: -6341197.000000 Penalty: 12640.938477 Iteration 51Q: 3 clusters Score -6341197 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 27489 members Entering Unmasked Estep Score: -6341198.000000 Penalty: 12640.938477 Iteration 52Q: 3 clusters Score -6341198 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 27502 members Entering Unmasked Estep Score: -6341195.000000 Penalty: 12640.938477 Iteration 53Q: 3 clusters Score -6341195 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 27512 members Entering Unmasked Estep Score: -6341207.000000 Penalty: 12640.938477 Iteration 54Q: 3 clusters Score -6341207 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 27518 members Entering Unmasked Estep Score: -6341210.000000 Penalty: 12640.938477 Iteration 55Q: 3 clusters Score -6341210 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 27526 members Entering Unmasked Estep Score: -6341217.000000 Penalty: 12640.938477 Iteration 56Q: 3 clusters Score -6341217 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 27529 members Entering Unmasked Estep Score: -6341212.500000 Penalty: 12640.938477 Iteration 57Q: 3 clusters Score -6341212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 27531 members Entering Unmasked Estep Score: -6341214.500000 Penalty: 12640.938477 Iteration 58Q: 3 clusters Score -6341214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 27535 members Entering Unmasked Estep Score: -6341212.500000 Penalty: 12640.938477 Iteration 59Q: 3 clusters Score -6341212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 27538 members Entering Unmasked Estep Score: -6341205.500000 Penalty: 12640.938477 Iteration 60F: 3 clusters Score -6341206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 27542 members Entering Unmasked Estep Score: -6341214.000000 Penalty: 12640.938477 Iteration 61Q: 3 clusters Score -6341214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 27546 members Entering Unmasked Estep Score: -6341206.000000 Penalty: 12640.938477 Iteration 62Q: 3 clusters Score -6341206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 27548 members Entering Unmasked Estep Score: -6341208.000000 Penalty: 12640.938477 Iteration 63Q: 3 clusters Score -6341208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 27549 members Entering Unmasked Estep Score: -6341215.500000 Penalty: 12640.938477 Iteration 64Q: 3 clusters Score -6341216 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 27549 members Entering Unmasked Estep Score: -6341215.500000 Penalty: 12640.938477 Iteration 65F: 3 clusters Score -6341216 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Entering Unmasked Estep Score: -1634354.750000 Penalty: 5487.421387 Iteration 0F: 2 clusters Score -1634355 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1625535.375000 Penalty: 10974.842773 Iteration 0F: 3 clusters Score -1625535 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1627190.375000 Penalty: 10974.842773 Iteration 1F: 3 clusters Score -1627190 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1627609.875000 Penalty: 10974.842773 Iteration 2F: 3 clusters Score -1627610 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1627912.250000 Penalty: 10974.842773 Iteration 3Q: 3 clusters Score -1627912 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1628187.875000 Penalty: 10974.842773 Iteration 4Q: 3 clusters Score -1628188 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1628462.750000 Penalty: 10974.842773 Iteration 5Q: 3 clusters Score -1628463 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1628746.875000 Penalty: 10974.842773 Iteration 6Q: 3 clusters Score -1628747 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1629040.625000 Penalty: 10974.842773 Iteration 7Q: 3 clusters Score -1629041 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1629325.250000 Penalty: 10974.842773 Iteration 8Q: 3 clusters Score -1629325 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1629577.375000 Penalty: 10974.842773 Iteration 9Q: 3 clusters Score -1629577 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1629810.875000 Penalty: 10974.842773 Iteration 10Q: 3 clusters Score -1629811 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1630028.625000 Penalty: 10974.842773 Iteration 11Q: 3 clusters Score -1630029 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -1630226.000000 Penalty: 10974.842773 Iteration 12Q: 3 clusters Score -1630226 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -1630381.375000 Penalty: 10974.842773 Iteration 13Q: 3 clusters Score -1630381 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1630496.875000 Penalty: 10974.842773 Iteration 14Q: 3 clusters Score -1630497 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1630572.125000 Penalty: 10974.842773 Iteration 15Q: 3 clusters Score -1630572 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1630632.625000 Penalty: 10974.842773 Iteration 16Q: 3 clusters Score -1630633 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1630671.375000 Penalty: 10974.842773 Iteration 17Q: 3 clusters Score -1630671 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1630698.375000 Penalty: 10974.842773 Iteration 18Q: 3 clusters Score -1630698 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -1630724.375000 Penalty: 10974.842773 Iteration 19Q: 3 clusters Score -1630724 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -1630743.750000 Penalty: 10974.842773 Iteration 20F: 3 clusters Score -1630744 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1630749.500000 Penalty: 10974.842773 Iteration 21Q: 3 clusters Score -1630750 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -1630765.750000 Penalty: 10974.842773 Iteration 22Q: 3 clusters Score -1630766 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -1630778.875000 Penalty: 10974.842773 Iteration 23Q: 3 clusters Score -1630779 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1630783.625000 Penalty: 10974.842773 Iteration 24Q: 3 clusters Score -1630784 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1630796.875000 Penalty: 10974.842773 Iteration 25Q: 3 clusters Score -1630797 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1630802.500000 Penalty: 10974.842773 Iteration 26Q: 3 clusters Score -1630802 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1630810.375000 Penalty: 10974.842773 Iteration 27Q: 3 clusters Score -1630810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1630811.250000 Penalty: 10974.842773 Iteration 28Q: 3 clusters Score -1630811 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1630817.625000 Penalty: 10974.842773 Iteration 29Q: 3 clusters Score -1630818 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1630820.500000 Penalty: 10974.842773 Iteration 30Q: 3 clusters Score -1630820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1630824.625000 Penalty: 10974.842773 Iteration 31Q: 3 clusters Score -1630825 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1630829.625000 Penalty: 10974.842773 Iteration 32Q: 3 clusters Score -1630830 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1630830.125000 Penalty: 10974.842773 Iteration 33Q: 3 clusters Score -1630830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1630835.500000 Penalty: 10974.842773 Iteration 34Q: 3 clusters Score -1630836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1630835.500000 Penalty: 10974.842773 Iteration 35F: 3 clusters Score -1630836 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (32109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32109 members Entering Unmasked Estep Score: -6824136.000000 Penalty: 6355.846191 Iteration 0F: 2 clusters Score -6824136 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15972 members Mstep: Class 2 contains 16137 members Entering Unmasked Estep Score: -6800166.000000 Penalty: 12711.692383 Iteration 0F: 3 clusters Score -6800166 nChanged 13544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15418 members Mstep: Class 2 contains 16691 members Entering Unmasked Estep Score: -6807200.000000 Penalty: 12711.692383 Iteration 1F: 3 clusters Score -6807200 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15000 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -6807959.500000 Penalty: 12711.692383 Iteration 2F: 3 clusters Score -6807960 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 17573 members Entering Unmasked Estep Score: -6808514.500000 Penalty: 12711.692383 Iteration 3Q: 3 clusters Score -6808514 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13978 members Mstep: Class 2 contains 18131 members Entering Unmasked Estep Score: -6809039.500000 Penalty: 12711.692383 Iteration 4Q: 3 clusters Score -6809040 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13314 members Mstep: Class 2 contains 18795 members Entering Unmasked Estep Score: -6809477.500000 Penalty: 12711.692383 Iteration 5Q: 3 clusters Score -6809478 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12523 members Mstep: Class 2 contains 19586 members Entering Unmasked Estep Score: -6809960.500000 Penalty: 12711.692383 Iteration 6Q: 3 clusters Score -6809960 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 20540 members Entering Unmasked Estep Score: -6810498.500000 Penalty: 12711.692383 Iteration 7Q: 3 clusters Score -6810498 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 21651 members Entering Unmasked Estep Score: -6811182.500000 Penalty: 12711.692383 Iteration 8Q: 3 clusters Score -6811182 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 22938 members Entering Unmasked Estep Score: -6811982.000000 Penalty: 12711.692383 Iteration 9Q: 3 clusters Score -6811982 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 24359 members Entering Unmasked Estep Score: -6812904.000000 Penalty: 12711.692383 Iteration 10Q: 3 clusters Score -6812904 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 25778 members Entering Unmasked Estep Score: -6813914.500000 Penalty: 12711.692383 Iteration 11Q: 3 clusters Score -6813914 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 27226 members Entering Unmasked Estep Score: -6815042.500000 Penalty: 12711.692383 Iteration 12Q: 3 clusters Score -6815042 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 28454 members Entering Unmasked Estep Score: -6815986.000000 Penalty: 12711.692383 Iteration 13Q: 3 clusters Score -6815986 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 29400 members Entering Unmasked Estep Score: -6816733.000000 Penalty: 12711.692383 Iteration 14Q: 3 clusters Score -6816733 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 30042 members Entering Unmasked Estep Score: -6817296.000000 Penalty: 12711.692383 Iteration 15Q: 3 clusters Score -6817296 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 30498 members Entering Unmasked Estep Score: -6817645.500000 Penalty: 12711.692383 Iteration 16Q: 3 clusters Score -6817646 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 30762 members Entering Unmasked Estep Score: -6817893.500000 Penalty: 12711.692383 Iteration 17Q: 3 clusters Score -6817894 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 30929 members Entering Unmasked Estep Score: -6818062.500000 Penalty: 12711.692383 Iteration 18Q: 3 clusters Score -6818062 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 31056 members Entering Unmasked Estep Score: -6818222.500000 Penalty: 12711.692383 Iteration 19Q: 3 clusters Score -6818222 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 31156 members Entering Unmasked Estep Score: -6818322.500000 Penalty: 12711.692383 Iteration 20F: 3 clusters Score -6818322 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 31236 members Entering Unmasked Estep Score: -6818408.500000 Penalty: 12711.692383 Iteration 21Q: 3 clusters Score -6818408 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 31274 members Entering Unmasked Estep Score: -6818446.000000 Penalty: 12711.692383 Iteration 22Q: 3 clusters Score -6818446 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 31303 members Entering Unmasked Estep Score: -6818487.500000 Penalty: 12711.692383 Iteration 23Q: 3 clusters Score -6818488 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 31322 members Entering Unmasked Estep Score: -6818515.500000 Penalty: 12711.692383 Iteration 24Q: 3 clusters Score -6818516 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 31340 members Entering Unmasked Estep Score: -6818543.000000 Penalty: 12711.692383 Iteration 25Q: 3 clusters Score -6818543 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 31352 members Entering Unmasked Estep Score: -6818552.000000 Penalty: 12711.692383 Iteration 26Q: 3 clusters Score -6818552 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 31364 members Entering Unmasked Estep Score: -6818566.500000 Penalty: 12711.692383 Iteration 27Q: 3 clusters Score -6818566 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 31373 members Entering Unmasked Estep Score: -6818594.000000 Penalty: 12711.692383 Iteration 28Q: 3 clusters Score -6818594 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 31388 members Entering Unmasked Estep Score: -6818615.000000 Penalty: 12711.692383 Iteration 29Q: 3 clusters Score -6818615 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 31396 members Entering Unmasked Estep Score: -6818623.000000 Penalty: 12711.692383 Iteration 30Q: 3 clusters Score -6818623 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 31405 members Entering Unmasked Estep Score: -6818632.000000 Penalty: 12711.692383 Iteration 31Q: 3 clusters Score -6818632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 31408 members Entering Unmasked Estep Score: -6818638.000000 Penalty: 12711.692383 Iteration 32Q: 3 clusters Score -6818638 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 31414 members Entering Unmasked Estep Score: -6818642.000000 Penalty: 12711.692383 Iteration 33Q: 3 clusters Score -6818642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 31417 members Entering Unmasked Estep Score: -6818647.000000 Penalty: 12711.692383 Iteration 34Q: 3 clusters Score -6818647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 31417 members Entering Unmasked Estep Score: -6818654.000000 Penalty: 12711.692383 Iteration 35Q: 3 clusters Score -6818654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 31419 members Entering Unmasked Estep Score: -6818665.000000 Penalty: 12711.692383 Iteration 36Q: 3 clusters Score -6818665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 31425 members Entering Unmasked Estep Score: -6818668.500000 Penalty: 12711.692383 Iteration 37Q: 3 clusters Score -6818668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 31429 members Entering Unmasked Estep Score: -6818668.000000 Penalty: 12711.692383 Iteration 38Q: 3 clusters Score -6818668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 31433 members Entering Unmasked Estep Score: -6818679.000000 Penalty: 12711.692383 Iteration 39Q: 3 clusters Score -6818679 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 31434 members Entering Unmasked Estep Score: -6818677.000000 Penalty: 12711.692383 Iteration 40F: 3 clusters Score -6818677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 31435 members Entering Unmasked Estep Score: -6818681.000000 Penalty: 12711.692383 Iteration 41Q: 3 clusters Score -6818681 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 31435 members Entering Unmasked Estep Score: -6818681.000000 Penalty: 12711.692383 Iteration 42F: 3 clusters Score -6818681 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Entering Unmasked Estep Score: -1706638.250000 Penalty: 5529.784180 Iteration 0F: 2 clusters Score -1706638 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1697420.125000 Penalty: 11059.568359 Iteration 0F: 3 clusters Score -1697420 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1699269.625000 Penalty: 11059.568359 Iteration 1F: 3 clusters Score -1699270 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1699734.250000 Penalty: 11059.568359 Iteration 2F: 3 clusters Score -1699734 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1700070.000000 Penalty: 11059.568359 Iteration 3F: 3 clusters Score -1700070 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1700362.125000 Penalty: 11059.568359 Iteration 4Q: 3 clusters Score -1700362 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1700666.625000 Penalty: 11059.568359 Iteration 5Q: 3 clusters Score -1700667 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1701105.750000 Penalty: 11059.568359 Iteration 6Q: 3 clusters Score -1701106 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1701692.875000 Penalty: 11059.568359 Iteration 7F: 3 clusters Score -1701693 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1702273.875000 Penalty: 11059.568359 Iteration 8F: 3 clusters Score -1702274 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1702780.500000 Penalty: 11059.568359 Iteration 9F: 3 clusters Score -1702780 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -1703187.875000 Penalty: 11059.568359 Iteration 10Q: 3 clusters Score -1703188 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -1703476.125000 Penalty: 11059.568359 Iteration 11Q: 3 clusters Score -1703476 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -1703678.875000 Penalty: 11059.568359 Iteration 12Q: 3 clusters Score -1703679 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1703851.250000 Penalty: 11059.568359 Iteration 13Q: 3 clusters Score -1703851 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1704001.500000 Penalty: 11059.568359 Iteration 14Q: 3 clusters Score -1704002 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1704111.875000 Penalty: 11059.568359 Iteration 15Q: 3 clusters Score -1704112 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1704208.000000 Penalty: 11059.568359 Iteration 16Q: 3 clusters Score -1704208 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1704292.625000 Penalty: 11059.568359 Iteration 17Q: 3 clusters Score -1704293 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1704347.875000 Penalty: 11059.568359 Iteration 18Q: 3 clusters Score -1704348 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -1704389.125000 Penalty: 11059.568359 Iteration 19Q: 3 clusters Score -1704389 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1704426.375000 Penalty: 11059.568359 Iteration 20F: 3 clusters Score -1704426 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1704463.750000 Penalty: 11059.568359 Iteration 21Q: 3 clusters Score -1704464 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1704490.750000 Penalty: 11059.568359 Iteration 22Q: 3 clusters Score -1704491 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1704504.750000 Penalty: 11059.568359 Iteration 23Q: 3 clusters Score -1704505 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1704515.000000 Penalty: 11059.568359 Iteration 24Q: 3 clusters Score -1704515 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1704520.500000 Penalty: 11059.568359 Iteration 25Q: 3 clusters Score -1704520 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -1704531.375000 Penalty: 11059.568359 Iteration 26Q: 3 clusters Score -1704531 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1704538.250000 Penalty: 11059.568359 Iteration 27Q: 3 clusters Score -1704538 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1704539.875000 Penalty: 11059.568359 Iteration 28Q: 3 clusters Score -1704540 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -1704547.250000 Penalty: 11059.568359 Iteration 29Q: 3 clusters Score -1704547 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -1704553.250000 Penalty: 11059.568359 Iteration 30Q: 3 clusters Score -1704553 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1704557.125000 Penalty: 11059.568359 Iteration 31Q: 3 clusters Score -1704557 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1704565.625000 Penalty: 11059.568359 Iteration 32Q: 3 clusters Score -1704566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1704566.500000 Penalty: 11059.568359 Iteration 33Q: 3 clusters Score -1704566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1704566.250000 Penalty: 11059.568359 Iteration 34Q: 3 clusters Score -1704566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1704566.750000 Penalty: 11059.568359 Iteration 35Q: 3 clusters Score -1704567 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1704570.250000 Penalty: 11059.568359 Iteration 36Q: 3 clusters Score -1704570 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1704576.250000 Penalty: 11059.568359 Iteration 37Q: 3 clusters Score -1704576 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1704575.750000 Penalty: 11059.568359 Iteration 38Q: 3 clusters Score -1704576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1704575.125000 Penalty: 11059.568359 Iteration 39Q: 3 clusters Score -1704575 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1704580.000000 Penalty: 11059.568359 Iteration 40F: 3 clusters Score -1704580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1704578.375000 Penalty: 11059.568359 Iteration 41Q: 3 clusters Score -1704578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1704578.500000 Penalty: 11059.568359 Iteration 42Q: 3 clusters Score -1704578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1704580.875000 Penalty: 11059.568359 Iteration 43Q: 3 clusters Score -1704581 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1704584.500000 Penalty: 11059.568359 Iteration 44Q: 3 clusters Score -1704584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1704586.625000 Penalty: 11059.568359 Iteration 45Q: 3 clusters Score -1704587 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1704590.750000 Penalty: 11059.568359 Iteration 46Q: 3 clusters Score -1704591 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1704589.250000 Penalty: 11059.568359 Iteration 47Q: 3 clusters Score -1704589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1704591.625000 Penalty: 11059.568359 Iteration 48Q: 3 clusters Score -1704592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1704592.875000 Penalty: 11059.568359 Iteration 49Q: 3 clusters Score -1704593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -1704593.750000 Penalty: 11059.568359 Iteration 50Q: 3 clusters Score -1704594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1704593.750000 Penalty: 11059.568359 Iteration 51Q: 3 clusters Score -1704594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1704594.875000 Penalty: 11059.568359 Iteration 52Q: 3 clusters Score -1704595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1704596.500000 Penalty: 11059.568359 Iteration 53Q: 3 clusters Score -1704596 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1704596.125000 Penalty: 11059.568359 Iteration 54Q: 3 clusters Score -1704596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1704597.125000 Penalty: 11059.568359 Iteration 55Q: 3 clusters Score -1704597 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1704599.250000 Penalty: 11059.568359 Iteration 56Q: 3 clusters Score -1704599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1704602.125000 Penalty: 11059.568359 Iteration 57Q: 3 clusters Score -1704602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1704600.375000 Penalty: 11059.568359 Iteration 58Q: 3 clusters Score -1704600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1704600.125000 Penalty: 11059.568359 Iteration 59Q: 3 clusters Score -1704600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1704603.250000 Penalty: 11059.568359 Iteration 60F: 3 clusters Score -1704603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1704605.000000 Penalty: 11059.568359 Iteration 61Q: 3 clusters Score -1704605 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1704604.500000 Penalty: 11059.568359 Iteration 62Q: 3 clusters Score -1704604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1704610.000000 Penalty: 11059.568359 Iteration 63Q: 3 clusters Score -1704610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1704611.375000 Penalty: 11059.568359 Iteration 64Q: 3 clusters Score -1704611 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1704611.375000 Penalty: 11059.568359 Iteration 65Q: 3 clusters Score -1704611 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1704611.125000 Penalty: 11059.568359 Iteration 66Q: 3 clusters Score -1704611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1704613.250000 Penalty: 11059.568359 Iteration 67Q: 3 clusters Score -1704613 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1704613.250000 Penalty: 11059.568359 Iteration 68F: 3 clusters Score -1704613 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (167615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167615 members Entering Unmasked Estep Score: -35407820.000000 Penalty: 7368.022461 Iteration 0F: 2 clusters Score -3.540782e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83776 members Mstep: Class 2 contains 83839 members Entering Unmasked Estep Score: -35295792.000000 Penalty: 14736.044922 Iteration 0F: 3 clusters Score -3.529579e+07 nChanged 78085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83917 members Mstep: Class 2 contains 83698 members Entering Unmasked Estep Score: -35339520.000000 Penalty: 14736.044922 Iteration 1F: 3 clusters Score -3.533952e+07 nChanged 5710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83895 members Mstep: Class 2 contains 83720 members Entering Unmasked Estep Score: -35340724.000000 Penalty: 14736.044922 Iteration 2Q: 3 clusters Score -3.534072e+07 nChanged 5457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83816 members Mstep: Class 2 contains 83799 members Entering Unmasked Estep Score: -35342048.000000 Penalty: 14736.044922 Iteration 3Q: 3 clusters Score -3.534205e+07 nChanged 5274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83794 members Mstep: Class 2 contains 83821 members Entering Unmasked Estep Score: -35343172.000000 Penalty: 14736.044922 Iteration 4Q: 3 clusters Score -3.534317e+07 nChanged 5164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83932 members Mstep: Class 2 contains 83683 members Entering Unmasked Estep Score: -35344532.000000 Penalty: 14736.044922 Iteration 5Q: 3 clusters Score -3.534453e+07 nChanged 5156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84112 members Mstep: Class 2 contains 83503 members Entering Unmasked Estep Score: -35345860.000000 Penalty: 14736.044922 Iteration 6Q: 3 clusters Score -3.534586e+07 nChanged 5297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84441 members Mstep: Class 2 contains 83174 members Entering Unmasked Estep Score: -35347300.000000 Penalty: 14736.044922 Iteration 7Q: 3 clusters Score -3.53473e+07 nChanged 5537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84932 members Mstep: Class 2 contains 82683 members Entering Unmasked Estep Score: -35348688.000000 Penalty: 14736.044922 Iteration 8Q: 3 clusters Score -3.534869e+07 nChanged 5654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85662 members Mstep: Class 2 contains 81953 members Entering Unmasked Estep Score: -35350276.000000 Penalty: 14736.044922 Iteration 9Q: 3 clusters Score -3.535028e+07 nChanged 5804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86752 members Mstep: Class 2 contains 80863 members Entering Unmasked Estep Score: -35352068.000000 Penalty: 14736.044922 Iteration 10Q: 3 clusters Score -3.535207e+07 nChanged 5951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88191 members Mstep: Class 2 contains 79424 members Entering Unmasked Estep Score: -35353992.000000 Penalty: 14736.044922 Iteration 11Q: 3 clusters Score -3.535399e+07 nChanged 6036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90083 members Mstep: Class 2 contains 77532 members Entering Unmasked Estep Score: -35355808.000000 Penalty: 14736.044922 Iteration 12Q: 3 clusters Score -3.535581e+07 nChanged 6057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92486 members Mstep: Class 2 contains 75129 members Entering Unmasked Estep Score: -35357832.000000 Penalty: 14736.044922 Iteration 13Q: 3 clusters Score -3.535783e+07 nChanged 5876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95390 members Mstep: Class 2 contains 72225 members Entering Unmasked Estep Score: -35359616.000000 Penalty: 14736.044922 Iteration 14Q: 3 clusters Score -3.535962e+07 nChanged 5670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98772 members Mstep: Class 2 contains 68843 members Entering Unmasked Estep Score: -35361356.000000 Penalty: 14736.044922 Iteration 15Q: 3 clusters Score -3.536136e+07 nChanged 5532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102766 members Mstep: Class 2 contains 64849 members Entering Unmasked Estep Score: -35363284.000000 Penalty: 14736.044922 Iteration 16Q: 3 clusters Score -3.536328e+07 nChanged 5605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107459 members Mstep: Class 2 contains 60156 members Entering Unmasked Estep Score: -35365316.000000 Penalty: 14736.044922 Iteration 17Q: 3 clusters Score -3.536532e+07 nChanged 6084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113095 members Mstep: Class 2 contains 54520 members Entering Unmasked Estep Score: -35367920.000000 Penalty: 14736.044922 Iteration 18Q: 3 clusters Score -3.536792e+07 nChanged 6628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119533 members Mstep: Class 2 contains 48082 members Entering Unmasked Estep Score: -35370908.000000 Penalty: 14736.044922 Iteration 19Q: 3 clusters Score -3.537091e+07 nChanged 7350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126829 members Mstep: Class 2 contains 40786 members Entering Unmasked Estep Score: -35374744.000000 Penalty: 14736.044922 Iteration 20F: 3 clusters Score -3.537474e+07 nChanged 7978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134793 members Mstep: Class 2 contains 32822 members Entering Unmasked Estep Score: -35379464.000000 Penalty: 14736.044922 Iteration 21Q: 3 clusters Score -3.537946e+07 nChanged 8105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142888 members Mstep: Class 2 contains 24727 members Entering Unmasked Estep Score: -35384688.000000 Penalty: 14736.044922 Iteration 22Q: 3 clusters Score -3.538469e+07 nChanged 7421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150305 members Mstep: Class 2 contains 17310 members Entering Unmasked Estep Score: -35390060.000000 Penalty: 14736.044922 Iteration 23Q: 3 clusters Score -3.539006e+07 nChanged 5960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156261 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -35394196.000000 Penalty: 14736.044922 Iteration 24Q: 3 clusters Score -3.53942e+07 nChanged 4121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160378 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -35397288.000000 Penalty: 14736.044922 Iteration 25Q: 3 clusters Score -3.539729e+07 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162949 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -35399224.000000 Penalty: 14736.044922 Iteration 26Q: 3 clusters Score -3.539922e+07 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164399 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -35400252.000000 Penalty: 14736.044922 Iteration 27Q: 3 clusters Score -3.540025e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165159 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -35400660.000000 Penalty: 14736.044922 Iteration 28Q: 3 clusters Score -3.540066e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165578 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -35400940.000000 Penalty: 14736.044922 Iteration 29Q: 3 clusters Score -3.540094e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165817 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -35401132.000000 Penalty: 14736.044922 Iteration 30Q: 3 clusters Score -3.540113e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165965 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -35401224.000000 Penalty: 14736.044922 Iteration 31Q: 3 clusters Score -3.540122e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166066 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -35401360.000000 Penalty: 14736.044922 Iteration 32Q: 3 clusters Score -3.540136e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166135 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -35401400.000000 Penalty: 14736.044922 Iteration 33Q: 3 clusters Score -3.54014e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166182 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -35401404.000000 Penalty: 14736.044922 Iteration 34Q: 3 clusters Score -3.54014e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166225 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -35401504.000000 Penalty: 14736.044922 Iteration 35Q: 3 clusters Score -3.54015e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166258 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -35401528.000000 Penalty: 14736.044922 Iteration 36Q: 3 clusters Score -3.540153e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166290 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -35401552.000000 Penalty: 14736.044922 Iteration 37Q: 3 clusters Score -3.540155e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166315 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -35401576.000000 Penalty: 14736.044922 Iteration 38Q: 3 clusters Score -3.540158e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166339 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -35401604.000000 Penalty: 14736.044922 Iteration 39Q: 3 clusters Score -3.54016e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166349 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -35401604.000000 Penalty: 14736.044922 Iteration 40F: 3 clusters Score -3.54016e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166359 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -35401612.000000 Penalty: 14736.044922 Iteration 41Q: 3 clusters Score -3.540161e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166366 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -35401628.000000 Penalty: 14736.044922 Iteration 42Q: 3 clusters Score -3.540163e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166372 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -35401620.000000 Penalty: 14736.044922 Iteration 43Q: 3 clusters Score -3.540162e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166377 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -35401620.000000 Penalty: 14736.044922 Iteration 44Q: 3 clusters Score -3.540162e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166382 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -35401628.000000 Penalty: 14736.044922 Iteration 45Q: 3 clusters Score -3.540163e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166384 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -35401628.000000 Penalty: 14736.044922 Iteration 46Q: 3 clusters Score -3.540163e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166384 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -35401620.000000 Penalty: 14736.044922 Iteration 47Q: 3 clusters Score -3.540162e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166384 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -35401620.000000 Penalty: 14736.044922 Iteration 48F: 3 clusters Score -3.540162e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Entering Unmasked Estep Score: -457433.656250 Penalty: 4736.344727 Iteration 0F: 2 clusters Score -457433.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -452260.968750 Penalty: 9472.689453 Iteration 0F: 3 clusters Score -452261 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -453011.843750 Penalty: 9472.689453 Iteration 1F: 3 clusters Score -453011.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -453422.937500 Penalty: 9472.689453 Iteration 2F: 3 clusters Score -453422.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -453884.093750 Penalty: 9472.689453 Iteration 3F: 3 clusters Score -453884.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -454326.875000 Penalty: 9472.689453 Iteration 4F: 3 clusters Score -454326.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -454576.093750 Penalty: 9472.689453 Iteration 5Q: 3 clusters Score -454576.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -454724.593750 Penalty: 9472.689453 Iteration 6Q: 3 clusters Score -454724.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -454851.562500 Penalty: 9472.689453 Iteration 7Q: 3 clusters Score -454851.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -454926.875000 Penalty: 9472.689453 Iteration 8Q: 3 clusters Score -454926.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -454982.343750 Penalty: 9472.689453 Iteration 9Q: 3 clusters Score -454982.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -455016.343750 Penalty: 9472.689453 Iteration 10Q: 3 clusters Score -455016.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -455037.906250 Penalty: 9472.689453 Iteration 11Q: 3 clusters Score -455037.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -455049.937500 Penalty: 9472.689453 Iteration 12Q: 3 clusters Score -455049.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -455066.312500 Penalty: 9472.689453 Iteration 13Q: 3 clusters Score -455066.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -455076.718750 Penalty: 9472.689453 Iteration 14Q: 3 clusters Score -455076.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -455086.875000 Penalty: 9472.689453 Iteration 15Q: 3 clusters Score -455086.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -455092.000000 Penalty: 9472.689453 Iteration 16Q: 3 clusters Score -455092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -455095.000000 Penalty: 9472.689453 Iteration 17Q: 3 clusters Score -455095 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -455096.406250 Penalty: 9472.689453 Iteration 18Q: 3 clusters Score -455096.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -455097.593750 Penalty: 9472.689453 Iteration 19Q: 3 clusters Score -455097.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -455102.000000 Penalty: 9472.689453 Iteration 20F: 3 clusters Score -455102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -455104.437500 Penalty: 9472.689453 Iteration 21Q: 3 clusters Score -455104.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -455105.562500 Penalty: 9472.689453 Iteration 22Q: 3 clusters Score -455105.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -455106.750000 Penalty: 9472.689453 Iteration 23Q: 3 clusters Score -455106.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -455109.000000 Penalty: 9472.689453 Iteration 24Q: 3 clusters Score -455109 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -455109.406250 Penalty: 9472.689453 Iteration 25Q: 3 clusters Score -455109.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -455109.406250 Penalty: 9472.689453 Iteration 26F: 3 clusters Score -455109.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (21607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21607 members Entering Unmasked Estep Score: -4580105.000000 Penalty: 6113.223633 Iteration 0F: 2 clusters Score -4580105 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -4562599.000000 Penalty: 12226.447266 Iteration 0F: 3 clusters Score -4562599 nChanged 8847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 10615 members Entering Unmasked Estep Score: -4567256.000000 Penalty: 12226.447266 Iteration 1F: 3 clusters Score -4567256 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -4567895.000000 Penalty: 12226.447266 Iteration 2F: 3 clusters Score -4567895 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -4568343.500000 Penalty: 12226.447266 Iteration 3F: 3 clusters Score -4568344 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -4568661.000000 Penalty: 12226.447266 Iteration 4Q: 3 clusters Score -4568661 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -4568884.500000 Penalty: 12226.447266 Iteration 5Q: 3 clusters Score -4568884 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -4569056.500000 Penalty: 12226.447266 Iteration 6Q: 3 clusters Score -4569056 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -4569184.000000 Penalty: 12226.447266 Iteration 7Q: 3 clusters Score -4569184 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -4569314.500000 Penalty: 12226.447266 Iteration 8Q: 3 clusters Score -4569314 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12737 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -4569454.500000 Penalty: 12226.447266 Iteration 9Q: 3 clusters Score -4569454 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -4569583.000000 Penalty: 12226.447266 Iteration 10Q: 3 clusters Score -4569583 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13430 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -4569749.000000 Penalty: 12226.447266 Iteration 11Q: 3 clusters Score -4569749 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -4569926.500000 Penalty: 12226.447266 Iteration 12Q: 3 clusters Score -4569926 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -4570147.000000 Penalty: 12226.447266 Iteration 13Q: 3 clusters Score -4570147 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14814 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -4570384.000000 Penalty: 12226.447266 Iteration 14Q: 3 clusters Score -4570384 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -4570672.000000 Penalty: 12226.447266 Iteration 15Q: 3 clusters Score -4570672 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15990 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -4571018.000000 Penalty: 12226.447266 Iteration 16Q: 3 clusters Score -4571018 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -4571400.500000 Penalty: 12226.447266 Iteration 17Q: 3 clusters Score -4571400 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -4571872.500000 Penalty: 12226.447266 Iteration 18Q: 3 clusters Score -4571872 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18073 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -4572359.500000 Penalty: 12226.447266 Iteration 19Q: 3 clusters Score -4572360 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18713 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -4572849.500000 Penalty: 12226.447266 Iteration 20F: 3 clusters Score -4572850 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19266 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -4573316.500000 Penalty: 12226.447266 Iteration 21Q: 3 clusters Score -4573316 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -4573668.500000 Penalty: 12226.447266 Iteration 22Q: 3 clusters Score -4573668 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20018 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -4573945.000000 Penalty: 12226.447266 Iteration 23Q: 3 clusters Score -4573945 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20221 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -4574114.500000 Penalty: 12226.447266 Iteration 24Q: 3 clusters Score -4574114 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20356 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -4574234.500000 Penalty: 12226.447266 Iteration 25Q: 3 clusters Score -4574234 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20462 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -4574358.000000 Penalty: 12226.447266 Iteration 26Q: 3 clusters Score -4574358 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20534 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -4574434.000000 Penalty: 12226.447266 Iteration 27Q: 3 clusters Score -4574434 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20581 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -4574487.000000 Penalty: 12226.447266 Iteration 28Q: 3 clusters Score -4574487 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20622 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -4574538.500000 Penalty: 12226.447266 Iteration 29Q: 3 clusters Score -4574538 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20652 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -4574569.000000 Penalty: 12226.447266 Iteration 30Q: 3 clusters Score -4574569 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20683 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -4574603.500000 Penalty: 12226.447266 Iteration 31Q: 3 clusters Score -4574604 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20710 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -4574642.000000 Penalty: 12226.447266 Iteration 32Q: 3 clusters Score -4574642 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20736 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -4574667.000000 Penalty: 12226.447266 Iteration 33Q: 3 clusters Score -4574667 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -4574682.500000 Penalty: 12226.447266 Iteration 34Q: 3 clusters Score -4574682 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20767 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -4574694.000000 Penalty: 12226.447266 Iteration 35Q: 3 clusters Score -4574694 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20776 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -4574707.000000 Penalty: 12226.447266 Iteration 36Q: 3 clusters Score -4574707 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20783 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -4574706.500000 Penalty: 12226.447266 Iteration 37Q: 3 clusters Score -4574706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20787 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -4574720.000000 Penalty: 12226.447266 Iteration 38Q: 3 clusters Score -4574720 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20792 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -4574721.500000 Penalty: 12226.447266 Iteration 39Q: 3 clusters Score -4574722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20796 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -4574726.500000 Penalty: 12226.447266 Iteration 40F: 3 clusters Score -4574726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20802 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -4574747.500000 Penalty: 12226.447266 Iteration 41Q: 3 clusters Score -4574748 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20803 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -4574747.500000 Penalty: 12226.447266 Iteration 42Q: 3 clusters Score -4574748 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20805 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -4574750.000000 Penalty: 12226.447266 Iteration 43Q: 3 clusters Score -4574750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20805 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -4574753.000000 Penalty: 12226.447266 Iteration 44Q: 3 clusters Score -4574753 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20805 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -4574753.000000 Penalty: 12226.447266 Iteration 45F: 3 clusters Score -4574753 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -57610.144531 Penalty: 3511.671387 Iteration 0F: 2 clusters Score -57610.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -54750.996094 Penalty: 7023.342773 Iteration 0F: 3 clusters Score -54751 nChanged 12 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: -54840.351562 Penalty: 7023.342773 Iteration 1Q: 3 clusters Score -54840.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -54861.457031 Penalty: 7023.342773 Iteration 2Q: 3 clusters Score -54861.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -54861.457031 Penalty: 7023.342773 Iteration 3F: 3 clusters Score -54861.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (41905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41905 members Entering Unmasked Estep Score: -8924302.000000 Penalty: 6518.936035 Iteration 0F: 2 clusters Score -8924302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 20828 members Entering Unmasked Estep Score: -8893793.000000 Penalty: 13037.872070 Iteration 0F: 3 clusters Score -8893793 nChanged 18149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21626 members Mstep: Class 2 contains 20279 members Entering Unmasked Estep Score: -8903416.000000 Penalty: 13037.872070 Iteration 1F: 3 clusters Score -8903416 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22074 members Mstep: Class 2 contains 19831 members Entering Unmasked Estep Score: -8904258.000000 Penalty: 13037.872070 Iteration 2F: 3 clusters Score -8904258 nChanged 1951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22663 members Mstep: Class 2 contains 19242 members Entering Unmasked Estep Score: -8904985.000000 Penalty: 13037.872070 Iteration 3Q: 3 clusters Score -8904985 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23505 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -8905726.000000 Penalty: 13037.872070 Iteration 4Q: 3 clusters Score -8905726 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24602 members Mstep: Class 2 contains 17303 members Entering Unmasked Estep Score: -8906477.000000 Penalty: 13037.872070 Iteration 5Q: 3 clusters Score -8906477 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26036 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -8907499.000000 Penalty: 13037.872070 Iteration 6Q: 3 clusters Score -8907499 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27770 members Mstep: Class 2 contains 14135 members Entering Unmasked Estep Score: -8908698.000000 Penalty: 13037.872070 Iteration 7F: 3 clusters Score -8908698 nChanged 2340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29788 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -8910253.000000 Penalty: 13037.872070 Iteration 8F: 3 clusters Score -8910253 nChanged 2485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31957 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -8912036.000000 Penalty: 13037.872070 Iteration 9F: 3 clusters Score -8912036 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33981 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -8913697.000000 Penalty: 13037.872070 Iteration 10F: 3 clusters Score -8913697 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35772 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -8915161.000000 Penalty: 13037.872070 Iteration 11Q: 3 clusters Score -8915161 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37179 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -8916193.000000 Penalty: 13037.872070 Iteration 12Q: 3 clusters Score -8916193 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38288 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -8917043.000000 Penalty: 13037.872070 Iteration 13Q: 3 clusters Score -8917043 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39061 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -8917622.000000 Penalty: 13037.872070 Iteration 14Q: 3 clusters Score -8917622 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39593 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -8918032.000000 Penalty: 13037.872070 Iteration 15Q: 3 clusters Score -8918032 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39947 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -8918268.000000 Penalty: 13037.872070 Iteration 16Q: 3 clusters Score -8918268 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40163 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -8918459.000000 Penalty: 13037.872070 Iteration 17Q: 3 clusters Score -8918459 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40321 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -8918611.000000 Penalty: 13037.872070 Iteration 18Q: 3 clusters Score -8918611 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40417 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -8918663.000000 Penalty: 13037.872070 Iteration 19Q: 3 clusters Score -8918663 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40482 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -8918711.000000 Penalty: 13037.872070 Iteration 20F: 3 clusters Score -8918711 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40529 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -8918752.000000 Penalty: 13037.872070 Iteration 21Q: 3 clusters Score -8918752 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40576 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -8918787.000000 Penalty: 13037.872070 Iteration 22Q: 3 clusters Score -8918787 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40592 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -8918793.000000 Penalty: 13037.872070 Iteration 23Q: 3 clusters Score -8918793 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40613 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -8918813.000000 Penalty: 13037.872070 Iteration 24Q: 3 clusters Score -8918813 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40634 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -8918834.000000 Penalty: 13037.872070 Iteration 25Q: 3 clusters Score -8918834 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40656 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -8918840.000000 Penalty: 13037.872070 Iteration 26Q: 3 clusters Score -8918840 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40671 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -8918850.000000 Penalty: 13037.872070 Iteration 27Q: 3 clusters Score -8918850 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40683 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -8918872.000000 Penalty: 13037.872070 Iteration 28Q: 3 clusters Score -8918872 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40691 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -8918880.000000 Penalty: 13037.872070 Iteration 29Q: 3 clusters Score -8918880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40695 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -8918881.000000 Penalty: 13037.872070 Iteration 30Q: 3 clusters Score -8918881 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40704 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -8918886.000000 Penalty: 13037.872070 Iteration 31Q: 3 clusters Score -8918886 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40713 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -8918892.000000 Penalty: 13037.872070 Iteration 32Q: 3 clusters Score -8918892 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40718 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -8918899.000000 Penalty: 13037.872070 Iteration 33Q: 3 clusters Score -8918899 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40721 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -8918903.000000 Penalty: 13037.872070 Iteration 34Q: 3 clusters Score -8918903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40723 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -8918911.000000 Penalty: 13037.872070 Iteration 35Q: 3 clusters Score -8918911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40724 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -8918903.000000 Penalty: 13037.872070 Iteration 36Q: 3 clusters Score -8918903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40725 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -8918903.000000 Penalty: 13037.872070 Iteration 37Q: 3 clusters Score -8918903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40726 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -8918905.000000 Penalty: 13037.872070 Iteration 38Q: 3 clusters Score -8918905 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40726 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -8918905.000000 Penalty: 13037.872070 Iteration 39F: 3 clusters Score -8918905 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Entering Unmasked Estep Score: -591453.562500 Penalty: 4902.264648 Iteration 0F: 2 clusters Score -591453.6 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 1522 members Entering Unmasked Estep Score: -585876.500000 Penalty: 9804.529297 Iteration 0F: 3 clusters Score -585876.5 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -586917.625000 Penalty: 9804.529297 Iteration 1F: 3 clusters Score -586917.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -587674.750000 Penalty: 9804.529297 Iteration 2F: 3 clusters Score -587674.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -588188.812500 Penalty: 9804.529297 Iteration 3F: 3 clusters Score -588188.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -588654.625000 Penalty: 9804.529297 Iteration 4F: 3 clusters Score -588654.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -589050.125000 Penalty: 9804.529297 Iteration 5F: 3 clusters Score -589050.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -589373.500000 Penalty: 9804.529297 Iteration 6F: 3 clusters Score -589373.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -589640.250000 Penalty: 9804.529297 Iteration 7Q: 3 clusters Score -589640.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -589821.250000 Penalty: 9804.529297 Iteration 8Q: 3 clusters Score -589821.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -589943.687500 Penalty: 9804.529297 Iteration 9Q: 3 clusters Score -589943.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -590039.437500 Penalty: 9804.529297 Iteration 10Q: 3 clusters Score -590039.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -590139.500000 Penalty: 9804.529297 Iteration 11Q: 3 clusters Score -590139.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -590207.687500 Penalty: 9804.529297 Iteration 12Q: 3 clusters Score -590207.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -590256.750000 Penalty: 9804.529297 Iteration 13Q: 3 clusters Score -590256.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -590287.812500 Penalty: 9804.529297 Iteration 14Q: 3 clusters Score -590287.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -590304.875000 Penalty: 9804.529297 Iteration 15Q: 3 clusters Score -590304.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -590314.125000 Penalty: 9804.529297 Iteration 16Q: 3 clusters Score -590314.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -590322.562500 Penalty: 9804.529297 Iteration 17Q: 3 clusters Score -590322.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -590333.625000 Penalty: 9804.529297 Iteration 18Q: 3 clusters Score -590333.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -590347.000000 Penalty: 9804.529297 Iteration 19Q: 3 clusters Score -590347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -590350.375000 Penalty: 9804.529297 Iteration 20F: 3 clusters Score -590350.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -590353.562500 Penalty: 9804.529297 Iteration 21Q: 3 clusters Score -590353.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -590361.625000 Penalty: 9804.529297 Iteration 22Q: 3 clusters Score -590361.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -590371.562500 Penalty: 9804.529297 Iteration 23Q: 3 clusters Score -590371.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -590378.250000 Penalty: 9804.529297 Iteration 24Q: 3 clusters Score -590378.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -590378.250000 Penalty: 9804.529297 Iteration 25F: 3 clusters Score -590378.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Entering Unmasked Estep Score: -106776.031250 Penalty: 3854.719238 Iteration 0F: 2 clusters Score -106776 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 259 members Entering Unmasked Estep Score: -103335.664062 Penalty: 7709.438477 Iteration 0F: 3 clusters Score -103335.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -103482.382812 Penalty: 7709.438477 Iteration 1F: 3 clusters Score -103482.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -103517.054688 Penalty: 7709.438477 Iteration 2Q: 3 clusters Score -103517.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -103532.187500 Penalty: 7709.438477 Iteration 3Q: 3 clusters Score -103532.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -103535.289062 Penalty: 7709.438477 Iteration 4Q: 3 clusters Score -103535.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -103535.289062 Penalty: 7709.438477 Iteration 5F: 3 clusters Score -103535.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Entering Unmasked Estep Score: -3294831.000000 Penalty: 5904.207031 Iteration 0F: 2 clusters Score -3294831 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -3281220.750000 Penalty: 11808.414062 Iteration 0F: 3 clusters Score -3281221 nChanged 6011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -3284432.500000 Penalty: 11808.414062 Iteration 1F: 3 clusters Score -3284432 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -3285009.250000 Penalty: 11808.414062 Iteration 2F: 3 clusters Score -3285009 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -3285399.750000 Penalty: 11808.414062 Iteration 3F: 3 clusters Score -3285400 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -3285734.500000 Penalty: 11808.414062 Iteration 4Q: 3 clusters Score -3285734 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -3286045.250000 Penalty: 11808.414062 Iteration 5Q: 3 clusters Score -3286045 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -3286331.750000 Penalty: 11808.414062 Iteration 6Q: 3 clusters Score -3286332 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -3286611.500000 Penalty: 11808.414062 Iteration 7Q: 3 clusters Score -3286612 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -3286878.500000 Penalty: 11808.414062 Iteration 8Q: 3 clusters Score -3286878 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -3287084.500000 Penalty: 11808.414062 Iteration 9Q: 3 clusters Score -3287084 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -3287269.000000 Penalty: 11808.414062 Iteration 10Q: 3 clusters Score -3287269 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -3287440.750000 Penalty: 11808.414062 Iteration 11Q: 3 clusters Score -3287441 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 10127 members Entering Unmasked Estep Score: -3287560.000000 Penalty: 11808.414062 Iteration 12Q: 3 clusters Score -3287560 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -3287669.000000 Penalty: 11808.414062 Iteration 13Q: 3 clusters Score -3287669 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -3287774.250000 Penalty: 11808.414062 Iteration 14Q: 3 clusters Score -3287774 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -3287880.000000 Penalty: 11808.414062 Iteration 15Q: 3 clusters Score -3287880 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 10767 members Entering Unmasked Estep Score: -3287968.500000 Penalty: 11808.414062 Iteration 16Q: 3 clusters Score -3287968 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 10946 members Entering Unmasked Estep Score: -3288066.000000 Penalty: 11808.414062 Iteration 17Q: 3 clusters Score -3288066 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -3288164.250000 Penalty: 11808.414062 Iteration 18Q: 3 clusters Score -3288164 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -3288249.000000 Penalty: 11808.414062 Iteration 19Q: 3 clusters Score -3288249 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 11448 members Entering Unmasked Estep Score: -3288352.250000 Penalty: 11808.414062 Iteration 20F: 3 clusters Score -3288352 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -3288434.750000 Penalty: 11808.414062 Iteration 21Q: 3 clusters Score -3288435 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 11758 members Entering Unmasked Estep Score: -3288512.500000 Penalty: 11808.414062 Iteration 22Q: 3 clusters Score -3288512 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -3288575.000000 Penalty: 11808.414062 Iteration 23Q: 3 clusters Score -3288575 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -3288651.000000 Penalty: 11808.414062 Iteration 24Q: 3 clusters Score -3288651 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -3288713.250000 Penalty: 11808.414062 Iteration 25Q: 3 clusters Score -3288713 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -3288789.250000 Penalty: 11808.414062 Iteration 26Q: 3 clusters Score -3288789 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 12438 members Entering Unmasked Estep Score: -3288852.750000 Penalty: 11808.414062 Iteration 27Q: 3 clusters Score -3288853 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 12560 members Entering Unmasked Estep Score: -3288934.750000 Penalty: 11808.414062 Iteration 28Q: 3 clusters Score -3288935 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -3289005.000000 Penalty: 11808.414062 Iteration 29Q: 3 clusters Score -3289005 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 12787 members Entering Unmasked Estep Score: -3289056.000000 Penalty: 11808.414062 Iteration 30Q: 3 clusters Score -3289056 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 12872 members Entering Unmasked Estep Score: -3289102.500000 Penalty: 11808.414062 Iteration 31Q: 3 clusters Score -3289102 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 12956 members Entering Unmasked Estep Score: -3289156.250000 Penalty: 11808.414062 Iteration 32Q: 3 clusters Score -3289156 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 13032 members Entering Unmasked Estep Score: -3289193.750000 Penalty: 11808.414062 Iteration 33Q: 3 clusters Score -3289194 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -3289223.000000 Penalty: 11808.414062 Iteration 34Q: 3 clusters Score -3289223 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -3289248.250000 Penalty: 11808.414062 Iteration 35Q: 3 clusters Score -3289248 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -3289282.000000 Penalty: 11808.414062 Iteration 36Q: 3 clusters Score -3289282 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 13284 members Entering Unmasked Estep Score: -3289310.250000 Penalty: 11808.414062 Iteration 37Q: 3 clusters Score -3289310 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 13336 members Entering Unmasked Estep Score: -3289344.000000 Penalty: 11808.414062 Iteration 38Q: 3 clusters Score -3289344 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -3289363.000000 Penalty: 11808.414062 Iteration 39Q: 3 clusters Score -3289363 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -3289391.000000 Penalty: 11808.414062 Iteration 40F: 3 clusters Score -3289391 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -3289416.250000 Penalty: 11808.414062 Iteration 41Q: 3 clusters Score -3289416 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -3289441.250000 Penalty: 11808.414062 Iteration 42Q: 3 clusters Score -3289441 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -3289453.250000 Penalty: 11808.414062 Iteration 43Q: 3 clusters Score -3289453 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -3289470.000000 Penalty: 11808.414062 Iteration 44Q: 3 clusters Score -3289470 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 13565 members Entering Unmasked Estep Score: -3289466.250000 Penalty: 11808.414062 Iteration 45Q: 3 clusters Score -3289466 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -3289473.750000 Penalty: 11808.414062 Iteration 46Q: 3 clusters Score -3289474 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 13590 members Entering Unmasked Estep Score: -3289484.250000 Penalty: 11808.414062 Iteration 47Q: 3 clusters Score -3289484 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -3289486.250000 Penalty: 11808.414062 Iteration 48Q: 3 clusters Score -3289486 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 13624 members Entering Unmasked Estep Score: -3289505.750000 Penalty: 11808.414062 Iteration 49Q: 3 clusters Score -3289506 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -3289523.000000 Penalty: 11808.414062 Iteration 50Q: 3 clusters Score -3289523 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 13671 members Entering Unmasked Estep Score: -3289550.750000 Penalty: 11808.414062 Iteration 51Q: 3 clusters Score -3289551 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -3289560.500000 Penalty: 11808.414062 Iteration 52Q: 3 clusters Score -3289560 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 13699 members Entering Unmasked Estep Score: -3289565.500000 Penalty: 11808.414062 Iteration 53Q: 3 clusters Score -3289566 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 13713 members Entering Unmasked Estep Score: -3289577.500000 Penalty: 11808.414062 Iteration 54Q: 3 clusters Score -3289578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 13719 members Entering Unmasked Estep Score: -3289578.250000 Penalty: 11808.414062 Iteration 55Q: 3 clusters Score -3289578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 13723 members Entering Unmasked Estep Score: -3289576.750000 Penalty: 11808.414062 Iteration 56Q: 3 clusters Score -3289577 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -3289583.000000 Penalty: 11808.414062 Iteration 57Q: 3 clusters Score -3289583 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -3289583.250000 Penalty: 11808.414062 Iteration 58Q: 3 clusters Score -3289583 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 13745 members Entering Unmasked Estep Score: -3289593.500000 Penalty: 11808.414062 Iteration 59Q: 3 clusters Score -3289594 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 13751 members Entering Unmasked Estep Score: -3289598.500000 Penalty: 11808.414062 Iteration 60F: 3 clusters Score -3289598 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -3289594.500000 Penalty: 11808.414062 Iteration 61Q: 3 clusters Score -3289594 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 13766 members Entering Unmasked Estep Score: -3289601.500000 Penalty: 11808.414062 Iteration 62Q: 3 clusters Score -3289602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -3289601.250000 Penalty: 11808.414062 Iteration 63Q: 3 clusters Score -3289601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -3289601.000000 Penalty: 11808.414062 Iteration 64Q: 3 clusters Score -3289601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 13780 members Entering Unmasked Estep Score: -3289608.000000 Penalty: 11808.414062 Iteration 65Q: 3 clusters Score -3289608 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 13784 members Entering Unmasked Estep Score: -3289609.250000 Penalty: 11808.414062 Iteration 66Q: 3 clusters Score -3289609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 13788 members Entering Unmasked Estep Score: -3289618.500000 Penalty: 11808.414062 Iteration 67Q: 3 clusters Score -3289618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -3289618.500000 Penalty: 11808.414062 Iteration 68Q: 3 clusters Score -3289618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 13791 members Entering Unmasked Estep Score: -3289621.250000 Penalty: 11808.414062 Iteration 69Q: 3 clusters Score -3289621 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 13792 members Entering Unmasked Estep Score: -3289618.000000 Penalty: 11808.414062 Iteration 70Q: 3 clusters Score -3289618 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 13796 members Entering Unmasked Estep Score: -3289617.750000 Penalty: 11808.414062 Iteration 71Q: 3 clusters Score -3289618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 13801 members Entering Unmasked Estep Score: -3289623.000000 Penalty: 11808.414062 Iteration 72Q: 3 clusters Score -3289623 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 13802 members Entering Unmasked Estep Score: -3289622.750000 Penalty: 11808.414062 Iteration 73Q: 3 clusters Score -3289623 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 13805 members Entering Unmasked Estep Score: -3289631.250000 Penalty: 11808.414062 Iteration 74Q: 3 clusters Score -3289631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 13807 members Entering Unmasked Estep Score: -3289628.500000 Penalty: 11808.414062 Iteration 75Q: 3 clusters Score -3289628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -3289629.000000 Penalty: 11808.414062 Iteration 76Q: 3 clusters Score -3289629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -3289629.000000 Penalty: 11808.414062 Iteration 77F: 3 clusters Score -3289629 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (53556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53556 members Entering Unmasked Estep Score: -11377635.000000 Penalty: 6669.195801 Iteration 0F: 2 clusters Score -1.137764e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26812 members Mstep: Class 2 contains 26744 members Entering Unmasked Estep Score: -11339634.000000 Penalty: 13338.391602 Iteration 0F: 3 clusters Score -1.133963e+07 nChanged 23629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27135 members Mstep: Class 2 contains 26421 members Entering Unmasked Estep Score: -11352213.000000 Penalty: 13338.391602 Iteration 1F: 3 clusters Score -1.135221e+07 nChanged 2624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27175 members Mstep: Class 2 contains 26381 members Entering Unmasked Estep Score: -11353111.000000 Penalty: 13338.391602 Iteration 2Q: 3 clusters Score -1.135311e+07 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27204 members Mstep: Class 2 contains 26352 members Entering Unmasked Estep Score: -11353793.000000 Penalty: 13338.391602 Iteration 3Q: 3 clusters Score -1.135379e+07 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27356 members Mstep: Class 2 contains 26200 members Entering Unmasked Estep Score: -11354357.000000 Penalty: 13338.391602 Iteration 4Q: 3 clusters Score -1.135436e+07 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27552 members Mstep: Class 2 contains 26004 members Entering Unmasked Estep Score: -11354901.000000 Penalty: 13338.391602 Iteration 5Q: 3 clusters Score -1.13549e+07 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27765 members Mstep: Class 2 contains 25791 members Entering Unmasked Estep Score: -11355448.000000 Penalty: 13338.391602 Iteration 6Q: 3 clusters Score -1.135545e+07 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28035 members Mstep: Class 2 contains 25521 members Entering Unmasked Estep Score: -11355905.000000 Penalty: 13338.391602 Iteration 7Q: 3 clusters Score -1.13559e+07 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28403 members Mstep: Class 2 contains 25153 members Entering Unmasked Estep Score: -11356500.000000 Penalty: 13338.391602 Iteration 8Q: 3 clusters Score -1.13565e+07 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28898 members Mstep: Class 2 contains 24658 members Entering Unmasked Estep Score: -11357103.000000 Penalty: 13338.391602 Iteration 9Q: 3 clusters Score -1.13571e+07 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29521 members Mstep: Class 2 contains 24035 members Entering Unmasked Estep Score: -11357701.000000 Penalty: 13338.391602 Iteration 10Q: 3 clusters Score -1.13577e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30345 members Mstep: Class 2 contains 23211 members Entering Unmasked Estep Score: -11358504.000000 Penalty: 13338.391602 Iteration 11Q: 3 clusters Score -1.13585e+07 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31319 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -11359260.000000 Penalty: 13338.391602 Iteration 12Q: 3 clusters Score -1.135926e+07 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32578 members Mstep: Class 2 contains 20978 members Entering Unmasked Estep Score: -11360198.000000 Penalty: 13338.391602 Iteration 13Q: 3 clusters Score -1.13602e+07 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34112 members Mstep: Class 2 contains 19444 members Entering Unmasked Estep Score: -11361284.000000 Penalty: 13338.391602 Iteration 14Q: 3 clusters Score -1.136128e+07 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35892 members Mstep: Class 2 contains 17664 members Entering Unmasked Estep Score: -11362576.000000 Penalty: 13338.391602 Iteration 15Q: 3 clusters Score -1.136258e+07 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37780 members Mstep: Class 2 contains 15776 members Entering Unmasked Estep Score: -11363833.000000 Penalty: 13338.391602 Iteration 16Q: 3 clusters Score -1.136383e+07 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39668 members Mstep: Class 2 contains 13888 members Entering Unmasked Estep Score: -11365024.000000 Penalty: 13338.391602 Iteration 17Q: 3 clusters Score -1.136502e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41497 members Mstep: Class 2 contains 12059 members Entering Unmasked Estep Score: -11366186.000000 Penalty: 13338.391602 Iteration 18Q: 3 clusters Score -1.136619e+07 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43148 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -11367201.000000 Penalty: 13338.391602 Iteration 19Q: 3 clusters Score -1.13672e+07 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44579 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -11368031.000000 Penalty: 13338.391602 Iteration 20F: 3 clusters Score -1.136803e+07 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45770 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -11368845.000000 Penalty: 13338.391602 Iteration 21Q: 3 clusters Score -1.136884e+07 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46731 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -11369388.000000 Penalty: 13338.391602 Iteration 22Q: 3 clusters Score -1.136939e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47522 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -11369858.000000 Penalty: 13338.391602 Iteration 23Q: 3 clusters Score -1.136986e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48156 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -11370194.000000 Penalty: 13338.391602 Iteration 24Q: 3 clusters Score -1.137019e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48672 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -11370424.000000 Penalty: 13338.391602 Iteration 25Q: 3 clusters Score -1.137042e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49120 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -11370691.000000 Penalty: 13338.391602 Iteration 26Q: 3 clusters Score -1.137069e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49491 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -11370867.000000 Penalty: 13338.391602 Iteration 27Q: 3 clusters Score -1.137087e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49780 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -11371000.000000 Penalty: 13338.391602 Iteration 28Q: 3 clusters Score -1.1371e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50040 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -11371123.000000 Penalty: 13338.391602 Iteration 29Q: 3 clusters Score -1.137112e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50260 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -11371207.000000 Penalty: 13338.391602 Iteration 30Q: 3 clusters Score -1.137121e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50437 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -11371281.000000 Penalty: 13338.391602 Iteration 31Q: 3 clusters Score -1.137128e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50570 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -11371336.000000 Penalty: 13338.391602 Iteration 32Q: 3 clusters Score -1.137134e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50676 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -11371406.000000 Penalty: 13338.391602 Iteration 33Q: 3 clusters Score -1.137141e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50776 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -11371460.000000 Penalty: 13338.391602 Iteration 34Q: 3 clusters Score -1.137146e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50862 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -11371476.000000 Penalty: 13338.391602 Iteration 35Q: 3 clusters Score -1.137148e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50933 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -11371519.000000 Penalty: 13338.391602 Iteration 36Q: 3 clusters Score -1.137152e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51015 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -11371546.000000 Penalty: 13338.391602 Iteration 37Q: 3 clusters Score -1.137155e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51098 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -11371567.000000 Penalty: 13338.391602 Iteration 38Q: 3 clusters Score -1.137157e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51176 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -11371617.000000 Penalty: 13338.391602 Iteration 39Q: 3 clusters Score -1.137162e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51232 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -11371624.000000 Penalty: 13338.391602 Iteration 40F: 3 clusters Score -1.137162e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51287 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -11371651.000000 Penalty: 13338.391602 Iteration 41Q: 3 clusters Score -1.137165e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51333 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -11371680.000000 Penalty: 13338.391602 Iteration 42Q: 3 clusters Score -1.137168e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51377 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -11371679.000000 Penalty: 13338.391602 Iteration 43Q: 3 clusters Score -1.137168e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51407 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -11371689.000000 Penalty: 13338.391602 Iteration 44Q: 3 clusters Score -1.137169e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51426 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -11371701.000000 Penalty: 13338.391602 Iteration 45Q: 3 clusters Score -1.13717e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51442 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -11371703.000000 Penalty: 13338.391602 Iteration 46Q: 3 clusters Score -1.13717e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51456 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -11371721.000000 Penalty: 13338.391602 Iteration 47Q: 3 clusters Score -1.137172e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51464 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -11371729.000000 Penalty: 13338.391602 Iteration 48Q: 3 clusters Score -1.137173e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51476 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -11371737.000000 Penalty: 13338.391602 Iteration 49Q: 3 clusters Score -1.137174e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51482 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -11371743.000000 Penalty: 13338.391602 Iteration 50Q: 3 clusters Score -1.137174e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51486 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -11371734.000000 Penalty: 13338.391602 Iteration 51Q: 3 clusters Score -1.137173e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51490 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -11371736.000000 Penalty: 13338.391602 Iteration 52Q: 3 clusters Score -1.137174e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51495 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -11371735.000000 Penalty: 13338.391602 Iteration 53Q: 3 clusters Score -1.137174e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51499 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -11371741.000000 Penalty: 13338.391602 Iteration 54Q: 3 clusters Score -1.137174e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51501 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -11371762.000000 Penalty: 13338.391602 Iteration 55Q: 3 clusters Score -1.137176e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51502 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -11371758.000000 Penalty: 13338.391602 Iteration 56Q: 3 clusters Score -1.137176e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51503 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -11371751.000000 Penalty: 13338.391602 Iteration 57Q: 3 clusters Score -1.137175e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51503 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -11371751.000000 Penalty: 13338.391602 Iteration 58F: 3 clusters Score -1.137175e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Entering Unmasked Estep Score: -517324.281250 Penalty: 4786.319824 Iteration 0F: 2 clusters Score -517324.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -512075.156250 Penalty: 9572.639648 Iteration 0F: 3 clusters Score -512075.2 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -513423.781250 Penalty: 9572.639648 Iteration 1F: 3 clusters Score -513423.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -514592.562500 Penalty: 9572.639648 Iteration 2F: 3 clusters Score -514592.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -515220.718750 Penalty: 9572.639648 Iteration 3F: 3 clusters Score -515220.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -515710.093750 Penalty: 9572.639648 Iteration 4F: 3 clusters Score -515710.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -516048.187500 Penalty: 9572.639648 Iteration 5F: 3 clusters Score -516048.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -516202.562500 Penalty: 9572.639648 Iteration 6Q: 3 clusters Score -516202.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -516277.625000 Penalty: 9572.639648 Iteration 7Q: 3 clusters Score -516277.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -516320.875000 Penalty: 9572.639648 Iteration 8Q: 3 clusters Score -516320.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -516345.937500 Penalty: 9572.639648 Iteration 9Q: 3 clusters Score -516345.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -516357.750000 Penalty: 9572.639648 Iteration 10Q: 3 clusters Score -516357.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -516362.812500 Penalty: 9572.639648 Iteration 11Q: 3 clusters Score -516362.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -516362.812500 Penalty: 9572.639648 Iteration 12F: 3 clusters Score -516362.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (94202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94202 members Entering Unmasked Estep Score: -19997632.000000 Penalty: 7015.083008 Iteration 0F: 2 clusters Score -1.999763e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46940 members Mstep: Class 2 contains 47262 members Entering Unmasked Estep Score: -19933476.000000 Penalty: 14030.166016 Iteration 0F: 3 clusters Score -1.993348e+07 nChanged 42658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45630 members Mstep: Class 2 contains 48572 members Entering Unmasked Estep Score: -19956764.000000 Penalty: 14030.166016 Iteration 1F: 3 clusters Score -1.995676e+07 nChanged 4000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44732 members Mstep: Class 2 contains 49470 members Entering Unmasked Estep Score: -19957826.000000 Penalty: 14030.166016 Iteration 2Q: 3 clusters Score -1.995783e+07 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43615 members Mstep: Class 2 contains 50587 members Entering Unmasked Estep Score: -19958784.000000 Penalty: 14030.166016 Iteration 3Q: 3 clusters Score -1.995878e+07 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41972 members Mstep: Class 2 contains 52230 members Entering Unmasked Estep Score: -19959704.000000 Penalty: 14030.166016 Iteration 4Q: 3 clusters Score -1.99597e+07 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39781 members Mstep: Class 2 contains 54421 members Entering Unmasked Estep Score: -19961070.000000 Penalty: 14030.166016 Iteration 5Q: 3 clusters Score -1.996107e+07 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36784 members Mstep: Class 2 contains 57418 members Entering Unmasked Estep Score: -19962532.000000 Penalty: 14030.166016 Iteration 6Q: 3 clusters Score -1.996253e+07 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32763 members Mstep: Class 2 contains 61439 members Entering Unmasked Estep Score: -19965008.000000 Penalty: 14030.166016 Iteration 7Q: 3 clusters Score -1.996501e+07 nChanged 5616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27501 members Mstep: Class 2 contains 66701 members Entering Unmasked Estep Score: -19968612.000000 Penalty: 14030.166016 Iteration 8F: 3 clusters Score -1.996861e+07 nChanged 6242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21439 members Mstep: Class 2 contains 72763 members Entering Unmasked Estep Score: -19973322.000000 Penalty: 14030.166016 Iteration 9F: 3 clusters Score -1.997332e+07 nChanged 6479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15076 members Mstep: Class 2 contains 79126 members Entering Unmasked Estep Score: -19978488.000000 Penalty: 14030.166016 Iteration 10F: 3 clusters Score -1.997849e+07 nChanged 5650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 84742 members Entering Unmasked Estep Score: -19983504.000000 Penalty: 14030.166016 Iteration 11F: 3 clusters Score -1.99835e+07 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 88808 members Entering Unmasked Estep Score: -19987204.000000 Penalty: 14030.166016 Iteration 12Q: 3 clusters Score -1.99872e+07 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 91138 members Entering Unmasked Estep Score: -19989216.000000 Penalty: 14030.166016 Iteration 13Q: 3 clusters Score -1.998922e+07 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 92256 members Entering Unmasked Estep Score: -19990184.000000 Penalty: 14030.166016 Iteration 14Q: 3 clusters Score -1.999018e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 92789 members Entering Unmasked Estep Score: -19990696.000000 Penalty: 14030.166016 Iteration 15Q: 3 clusters Score -1.99907e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 93058 members Entering Unmasked Estep Score: -19991020.000000 Penalty: 14030.166016 Iteration 16Q: 3 clusters Score -1.999102e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 93195 members Entering Unmasked Estep Score: -19991192.000000 Penalty: 14030.166016 Iteration 17Q: 3 clusters Score -1.999119e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 93280 members Entering Unmasked Estep Score: -19991300.000000 Penalty: 14030.166016 Iteration 18Q: 3 clusters Score -1.99913e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 93333 members Entering Unmasked Estep Score: -19991346.000000 Penalty: 14030.166016 Iteration 19Q: 3 clusters Score -1.999135e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 93367 members Entering Unmasked Estep Score: -19991404.000000 Penalty: 14030.166016 Iteration 20F: 3 clusters Score -1.99914e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 93379 members Entering Unmasked Estep Score: -19991462.000000 Penalty: 14030.166016 Iteration 21Q: 3 clusters Score -1.999146e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 93396 members Entering Unmasked Estep Score: -19991474.000000 Penalty: 14030.166016 Iteration 22Q: 3 clusters Score -1.999147e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 93409 members Entering Unmasked Estep Score: -19991480.000000 Penalty: 14030.166016 Iteration 23Q: 3 clusters Score -1.999148e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 93419 members Entering Unmasked Estep Score: -19991502.000000 Penalty: 14030.166016 Iteration 24Q: 3 clusters Score -1.99915e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 93427 members Entering Unmasked Estep Score: -19991508.000000 Penalty: 14030.166016 Iteration 25Q: 3 clusters Score -1.999151e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 93433 members Entering Unmasked Estep Score: -19991516.000000 Penalty: 14030.166016 Iteration 26Q: 3 clusters Score -1.999152e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 93436 members Entering Unmasked Estep Score: -19991526.000000 Penalty: 14030.166016 Iteration 27Q: 3 clusters Score -1.999153e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 93436 members Entering Unmasked Estep Score: -19991526.000000 Penalty: 14030.166016 Iteration 28F: 3 clusters Score -1.999153e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57111 members Mstep: Class 2 contains 29295 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30307 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32109 members Mstep: Class 9 contains 8335 members Mstep: Class 10 contains 167615 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21607 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2992 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15360 members Mstep: Class 18 contains 53556 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94202 members Entering Unmasked Estep ConsiderDeletion Score: -119290784.000000 Penalty: 162390.671875 Iteration 119Q: 21 clusters Score -1.192908e+08 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57152 members Mstep: Class 2 contains 29292 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30298 members Mstep: Class 7 contains 7777 members Mstep: Class 8 contains 32108 members Mstep: Class 9 contains 8335 members Mstep: Class 10 contains 167602 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21608 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2991 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15357 members Mstep: Class 18 contains 53553 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94194 members Entering Unmasked Estep ConsiderDeletion Score: -119290816.000000 Penalty: 162390.671875 Iteration 120F: 21 clusters Score -1.192908e+08 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57196 members Mstep: Class 2 contains 29284 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30291 members Mstep: Class 7 contains 7777 members Mstep: Class 8 contains 32108 members Mstep: Class 9 contains 8336 members Mstep: Class 10 contains 167587 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21608 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41903 members Mstep: Class 15 contains 2990 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15355 members Mstep: Class 18 contains 53549 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94188 members Entering Unmasked Estep ConsiderDeletion Score: -119290824.000000 Penalty: 162390.671875 Iteration 121Q: 21 clusters Score -1.192908e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57226 members Mstep: Class 2 contains 29277 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30283 members Mstep: Class 7 contains 7778 members Mstep: Class 8 contains 32107 members Mstep: Class 9 contains 8336 members Mstep: Class 10 contains 167593 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21608 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41902 members Mstep: Class 15 contains 2988 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15347 members Mstep: Class 18 contains 53547 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94180 members Entering Unmasked Estep ConsiderDeletion Score: -119290872.000000 Penalty: 162390.671875 Iteration 122Q: 21 clusters Score -1.192909e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57251 members Mstep: Class 2 contains 29273 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30280 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32108 members Mstep: Class 9 contains 8337 members Mstep: Class 10 contains 167582 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21608 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41903 members Mstep: Class 15 contains 2985 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15345 members Mstep: Class 18 contains 53547 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94174 members Entering Unmasked Estep ConsiderDeletion Score: -119290816.000000 Penalty: 162390.671875 Iteration 123Q: 21 clusters Score -1.192908e+08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57265 members Mstep: Class 2 contains 29270 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30273 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32106 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167582 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21609 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41902 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15340 members Mstep: Class 18 contains 53547 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94174 members Entering Unmasked Estep ConsiderDeletion Score: -119290824.000000 Penalty: 162390.671875 Iteration 124Q: 21 clusters Score -1.192908e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57277 members Mstep: Class 2 contains 29268 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30266 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32106 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167582 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21610 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41902 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53547 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94174 members Entering Unmasked Estep ConsiderDeletion Score: -119290824.000000 Penalty: 162390.671875 Iteration 125Q: 21 clusters Score -1.192908e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57285 members Mstep: Class 2 contains 29267 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30263 members Mstep: Class 7 contains 7779 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167579 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21612 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41902 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Entering Unmasked Estep ConsiderDeletion Score: -119290864.000000 Penalty: 162390.671875 Iteration 126Q: 21 clusters Score -1.192909e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57291 members Mstep: Class 2 contains 29266 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30261 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167577 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21612 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41903 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53544 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94173 members Entering Unmasked Estep ConsiderDeletion Score: -119290808.000000 Penalty: 162390.671875 Iteration 127Q: 21 clusters Score -1.192908e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57293 members Mstep: Class 2 contains 29264 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30261 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167574 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21612 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41904 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53544 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Entering Unmasked Estep ConsiderDeletion Score: -119290800.000000 Penalty: 162390.671875 Iteration 128Q: 21 clusters Score -1.192908e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57294 members Mstep: Class 2 contains 29263 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30260 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167573 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21612 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Entering Unmasked Estep ConsiderDeletion Score: -119290824.000000 Penalty: 162390.671875 Iteration 129Q: 21 clusters Score -1.192908e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57296 members Mstep: Class 2 contains 29262 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30260 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167573 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21611 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Entering Unmasked Estep ConsiderDeletion Score: -119290832.000000 Penalty: 162390.671875 Iteration 130Q: 21 clusters Score -1.192908e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57297 members Mstep: Class 2 contains 29262 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30260 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167572 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21611 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Entering Unmasked Estep ConsiderDeletion Score: -119290832.000000 Penalty: 162390.671875 Iteration 131Q: 21 clusters Score -1.192908e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57297 members Mstep: Class 2 contains 29262 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30260 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167572 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21611 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Entering Unmasked Estep ConsiderDeletion Score: -119290832.000000 Penalty: 162390.671875 Iteration 132F: 21 clusters Score -1.192908e+08 nChanged 0 Entering ConstructFrom: Score: -119290832.000000 Penalty: 162390.671875 Entering ConstructFrom: Trying to split cluster 1 (57297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57297 members Entering Unmasked Estep Score: -12203209.000000 Penalty: 6710.551758 Iteration 0F: 2 clusters Score -1.220321e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28690 members Mstep: Class 2 contains 28607 members Entering Unmasked Estep Score: -12163058.000000 Penalty: 13421.103516 Iteration 0F: 3 clusters Score -1.216306e+07 nChanged 25226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 28425 members Entering Unmasked Estep Score: -12176868.000000 Penalty: 13421.103516 Iteration 1F: 3 clusters Score -1.217687e+07 nChanged 3009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29077 members Mstep: Class 2 contains 28220 members Entering Unmasked Estep Score: -12178120.000000 Penalty: 13421.103516 Iteration 2F: 3 clusters Score -1.217812e+07 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29311 members Mstep: Class 2 contains 27986 members Entering Unmasked Estep Score: -12179458.000000 Penalty: 13421.103516 Iteration 3F: 3 clusters Score -1.217946e+07 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29598 members Mstep: Class 2 contains 27699 members Entering Unmasked Estep Score: -12181023.000000 Penalty: 13421.103516 Iteration 4F: 3 clusters Score -1.218102e+07 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29915 members Mstep: Class 2 contains 27382 members Entering Unmasked Estep Score: -12182813.000000 Penalty: 13421.103516 Iteration 5F: 3 clusters Score -1.218281e+07 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30314 members Mstep: Class 2 contains 26983 members Entering Unmasked Estep Score: -12184949.000000 Penalty: 13421.103516 Iteration 6F: 3 clusters Score -1.218495e+07 nChanged 3301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30789 members Mstep: Class 2 contains 26508 members Entering Unmasked Estep Score: -12187254.000000 Penalty: 13421.103516 Iteration 7F: 3 clusters Score -1.218725e+07 nChanged 3351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31148 members Mstep: Class 2 contains 26149 members Entering Unmasked Estep Score: -12189773.000000 Penalty: 13421.103516 Iteration 8F: 3 clusters Score -1.218977e+07 nChanged 3135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31275 members Mstep: Class 2 contains 26022 members Entering Unmasked Estep Score: -12192002.000000 Penalty: 13421.103516 Iteration 9F: 3 clusters Score -1.2192e+07 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31156 members Mstep: Class 2 contains 26141 members Entering Unmasked Estep Score: -12193707.000000 Penalty: 13421.103516 Iteration 10Q: 3 clusters Score -1.219371e+07 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30793 members Mstep: Class 2 contains 26504 members Entering Unmasked Estep Score: -12195080.000000 Penalty: 13421.103516 Iteration 11Q: 3 clusters Score -1.219508e+07 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30351 members Mstep: Class 2 contains 26946 members Entering Unmasked Estep Score: -12195851.000000 Penalty: 13421.103516 Iteration 12Q: 3 clusters Score -1.219585e+07 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29894 members Mstep: Class 2 contains 27403 members Entering Unmasked Estep Score: -12196267.000000 Penalty: 13421.103516 Iteration 13Q: 3 clusters Score -1.219627e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29532 members Mstep: Class 2 contains 27765 members Entering Unmasked Estep Score: -12196556.000000 Penalty: 13421.103516 Iteration 14Q: 3 clusters Score -1.219656e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29212 members Mstep: Class 2 contains 28085 members Entering Unmasked Estep Score: -12196684.000000 Penalty: 13421.103516 Iteration 15Q: 3 clusters Score -1.219668e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28924 members Mstep: Class 2 contains 28373 members Entering Unmasked Estep Score: -12196815.000000 Penalty: 13421.103516 Iteration 16Q: 3 clusters Score -1.219682e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28657 members Mstep: Class 2 contains 28640 members Entering Unmasked Estep Score: -12196845.000000 Penalty: 13421.103516 Iteration 17Q: 3 clusters Score -1.219684e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28423 members Mstep: Class 2 contains 28874 members Entering Unmasked Estep Score: -12196861.000000 Penalty: 13421.103516 Iteration 18Q: 3 clusters Score -1.219686e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28250 members Mstep: Class 2 contains 29047 members Entering Unmasked Estep Score: -12196918.000000 Penalty: 13421.103516 Iteration 19Q: 3 clusters Score -1.219692e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28104 members Mstep: Class 2 contains 29193 members Entering Unmasked Estep Score: -12196933.000000 Penalty: 13421.103516 Iteration 20F: 3 clusters Score -1.219693e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27980 members Mstep: Class 2 contains 29317 members Entering Unmasked Estep Score: -12196969.000000 Penalty: 13421.103516 Iteration 21Q: 3 clusters Score -1.219697e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27867 members Mstep: Class 2 contains 29430 members Entering Unmasked Estep Score: -12196999.000000 Penalty: 13421.103516 Iteration 22Q: 3 clusters Score -1.2197e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27756 members Mstep: Class 2 contains 29541 members Entering Unmasked Estep Score: -12196999.000000 Penalty: 13421.103516 Iteration 23Q: 3 clusters Score -1.2197e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27662 members Mstep: Class 2 contains 29635 members Entering Unmasked Estep Score: -12196999.000000 Penalty: 13421.103516 Iteration 24Q: 3 clusters Score -1.2197e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27596 members Mstep: Class 2 contains 29701 members Entering Unmasked Estep Score: -12197022.000000 Penalty: 13421.103516 Iteration 25Q: 3 clusters Score -1.219702e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27531 members Mstep: Class 2 contains 29766 members Entering Unmasked Estep Score: -12197040.000000 Penalty: 13421.103516 Iteration 26Q: 3 clusters Score -1.219704e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27465 members Mstep: Class 2 contains 29832 members Entering Unmasked Estep Score: -12197022.000000 Penalty: 13421.103516 Iteration 27Q: 3 clusters Score -1.219702e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27415 members Mstep: Class 2 contains 29882 members Entering Unmasked Estep Score: -12197034.000000 Penalty: 13421.103516 Iteration 28Q: 3 clusters Score -1.219703e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27371 members Mstep: Class 2 contains 29926 members Entering Unmasked Estep Score: -12197038.000000 Penalty: 13421.103516 Iteration 29Q: 3 clusters Score -1.219704e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27332 members Mstep: Class 2 contains 29965 members Entering Unmasked Estep Score: -12197039.000000 Penalty: 13421.103516 Iteration 30Q: 3 clusters Score -1.219704e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27309 members Mstep: Class 2 contains 29988 members Entering Unmasked Estep Score: -12197045.000000 Penalty: 13421.103516 Iteration 31Q: 3 clusters Score -1.219704e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27298 members Mstep: Class 2 contains 29999 members Entering Unmasked Estep Score: -12197037.000000 Penalty: 13421.103516 Iteration 32Q: 3 clusters Score -1.219704e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27283 members Mstep: Class 2 contains 30014 members Entering Unmasked Estep Score: -12197041.000000 Penalty: 13421.103516 Iteration 33Q: 3 clusters Score -1.219704e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27264 members Mstep: Class 2 contains 30033 members Entering Unmasked Estep Score: -12197043.000000 Penalty: 13421.103516 Iteration 34Q: 3 clusters Score -1.219704e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27253 members Mstep: Class 2 contains 30044 members Entering Unmasked Estep Score: -12197052.000000 Penalty: 13421.103516 Iteration 35Q: 3 clusters Score -1.219705e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27246 members Mstep: Class 2 contains 30051 members Entering Unmasked Estep Score: -12197036.000000 Penalty: 13421.103516 Iteration 36Q: 3 clusters Score -1.219704e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27238 members Mstep: Class 2 contains 30059 members Entering Unmasked Estep Score: -12197044.000000 Penalty: 13421.103516 Iteration 37Q: 3 clusters Score -1.219704e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27228 members Mstep: Class 2 contains 30069 members Entering Unmasked Estep Score: -12197047.000000 Penalty: 13421.103516 Iteration 38Q: 3 clusters Score -1.219705e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27217 members Mstep: Class 2 contains 30080 members Entering Unmasked Estep Score: -12197063.000000 Penalty: 13421.103516 Iteration 39Q: 3 clusters Score -1.219706e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27198 members Mstep: Class 2 contains 30099 members Entering Unmasked Estep Score: -12197088.000000 Penalty: 13421.103516 Iteration 40F: 3 clusters Score -1.219709e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27181 members Mstep: Class 2 contains 30116 members Entering Unmasked Estep Score: -12197093.000000 Penalty: 13421.103516 Iteration 41Q: 3 clusters Score -1.219709e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 30135 members Entering Unmasked Estep Score: -12197086.000000 Penalty: 13421.103516 Iteration 42Q: 3 clusters Score -1.219709e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27147 members Mstep: Class 2 contains 30150 members Entering Unmasked Estep Score: -12197116.000000 Penalty: 13421.103516 Iteration 43Q: 3 clusters Score -1.219712e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27134 members Mstep: Class 2 contains 30163 members Entering Unmasked Estep Score: -12197106.000000 Penalty: 13421.103516 Iteration 44Q: 3 clusters Score -1.219711e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 30179 members Entering Unmasked Estep Score: -12197105.000000 Penalty: 13421.103516 Iteration 45Q: 3 clusters Score -1.21971e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27107 members Mstep: Class 2 contains 30190 members Entering Unmasked Estep Score: -12197099.000000 Penalty: 13421.103516 Iteration 46Q: 3 clusters Score -1.21971e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27101 members Mstep: Class 2 contains 30196 members Entering Unmasked Estep Score: -12197098.000000 Penalty: 13421.103516 Iteration 47Q: 3 clusters Score -1.21971e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27094 members Mstep: Class 2 contains 30203 members Entering Unmasked Estep Score: -12197107.000000 Penalty: 13421.103516 Iteration 48Q: 3 clusters Score -1.219711e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27088 members Mstep: Class 2 contains 30209 members Entering Unmasked Estep Score: -12197096.000000 Penalty: 13421.103516 Iteration 49Q: 3 clusters Score -1.21971e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27081 members Mstep: Class 2 contains 30216 members Entering Unmasked Estep Score: -12197090.000000 Penalty: 13421.103516 Iteration 50Q: 3 clusters Score -1.219709e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27076 members Mstep: Class 2 contains 30221 members Entering Unmasked Estep Score: -12197097.000000 Penalty: 13421.103516 Iteration 51Q: 3 clusters Score -1.21971e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27073 members Mstep: Class 2 contains 30224 members Entering Unmasked Estep Score: -12197090.000000 Penalty: 13421.103516 Iteration 52Q: 3 clusters Score -1.219709e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27071 members Mstep: Class 2 contains 30226 members Entering Unmasked Estep Score: -12197095.000000 Penalty: 13421.103516 Iteration 53Q: 3 clusters Score -1.21971e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27070 members Mstep: Class 2 contains 30227 members Entering Unmasked Estep Score: -12197089.000000 Penalty: 13421.103516 Iteration 54Q: 3 clusters Score -1.219709e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27068 members Mstep: Class 2 contains 30229 members Entering Unmasked Estep Score: -12197079.000000 Penalty: 13421.103516 Iteration 55Q: 3 clusters Score -1.219708e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27067 members Mstep: Class 2 contains 30230 members Entering Unmasked Estep Score: -12197089.000000 Penalty: 13421.103516 Iteration 56Q: 3 clusters Score -1.219709e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27067 members Mstep: Class 2 contains 30230 members Entering Unmasked Estep Score: -12197089.000000 Penalty: 13421.103516 Iteration 57F: 3 clusters Score -1.219709e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (29262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29262 members Entering Unmasked Estep Score: -5940370.500000 Penalty: 6298.977539 Iteration 0F: 2 clusters Score -5940370 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14665 members Mstep: Class 2 contains 14597 members Entering Unmasked Estep Score: -5917964.000000 Penalty: 12597.955078 Iteration 0F: 3 clusters Score -5917964 nChanged 12258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14649 members Mstep: Class 2 contains 14613 members Entering Unmasked Estep Score: -5924402.000000 Penalty: 12597.955078 Iteration 1F: 3 clusters Score -5924402 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14692 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -5925229.000000 Penalty: 12597.955078 Iteration 2F: 3 clusters Score -5925229 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14724 members Mstep: Class 2 contains 14538 members Entering Unmasked Estep Score: -5925920.500000 Penalty: 12597.955078 Iteration 3F: 3 clusters Score -5925920 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -5926518.500000 Penalty: 12597.955078 Iteration 4Q: 3 clusters Score -5926518 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -5927029.500000 Penalty: 12597.955078 Iteration 5Q: 3 clusters Score -5927030 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -5927524.000000 Penalty: 12597.955078 Iteration 6Q: 3 clusters Score -5927524 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -5927984.000000 Penalty: 12597.955078 Iteration 7Q: 3 clusters Score -5927984 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15128 members Mstep: Class 2 contains 14134 members Entering Unmasked Estep Score: -5928419.000000 Penalty: 12597.955078 Iteration 8Q: 3 clusters Score -5928419 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15263 members Mstep: Class 2 contains 13999 members Entering Unmasked Estep Score: -5928820.500000 Penalty: 12597.955078 Iteration 9Q: 3 clusters Score -5928820 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15463 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -5929237.000000 Penalty: 12597.955078 Iteration 10Q: 3 clusters Score -5929237 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 13567 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -5931023.000000 Penalty: 12597.955078 Iteration 15Q: 3 clusters Score -5931023 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17303 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -5931372.000000 Penalty: 12597.955078 Iteration 16Q: 3 clusters Score -5931372 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17694 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -5931728.000000 Penalty: 12597.955078 Iteration 17Q: 3 clusters Score -5931728 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18057 members Mstep: Class 2 contains 11205 members Entering Unmasked Estep Score: -5932001.000000 Penalty: 12597.955078 Iteration 18Q: 3 clusters Score -5932001 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18435 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -5932273.000000 Penalty: 12597.955078 Iteration 19Q: 3 clusters Score -5932273 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18731 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -5932477.000000 Penalty: 12597.955078 Iteration 20F: 3 clusters Score -5932477 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19041 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -5932672.500000 Penalty: 12597.955078 Iteration 21Q: 3 clusters Score -5932672 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19316 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -5932813.000000 Penalty: 12597.955078 Iteration 22Q: 3 clusters Score -5932813 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19594 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -5932956.500000 Penalty: 12597.955078 Iteration 23Q: 3 clusters Score -5932956 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19897 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -5933125.500000 Penalty: 12597.955078 Iteration 24Q: 3 clusters Score -5933126 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20186 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -5933282.500000 Penalty: 12597.955078 Iteration 25Q: 3 clusters Score -5933282 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20465 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -5933398.000000 Penalty: 12597.955078 Iteration 26Q: 3 clusters Score -5933398 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20733 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -5933510.000000 Penalty: 12597.955078 Iteration 27Q: 3 clusters Score -5933510 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21000 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -5933606.500000 Penalty: 12597.955078 Iteration 28Q: 3 clusters Score -5933606 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21255 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -5933705.000000 Penalty: 12597.955078 Iteration 29Q: 3 clusters Score -5933705 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21500 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -5933814.000000 Penalty: 12597.955078 Iteration 30Q: 3 clusters Score -5933814 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21739 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -5933911.000000 Penalty: 12597.955078 Iteration 31Q: 3 clusters Score -5933911 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21963 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -5934002.500000 Penalty: 12597.955078 Iteration 32Q: 3 clusters Score -5934002 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -5934078.000000 Penalty: 12597.955078 Iteration 33Q: 3 clusters Score -5934078 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22328 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -5934172.000000 Penalty: 12597.955078 Iteration 34Q: 3 clusters Score -5934172 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22506 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -5934213.000000 Penalty: 12597.955078 Iteration 35Q: 3 clusters Score -5934213 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22718 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -5934301.000000 Penalty: 12597.955078 Iteration 36Q: 3 clusters Score -5934301 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22913 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -5934384.500000 Penalty: 12597.955078 Iteration 37Q: 3 clusters Score -5934384 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23092 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -5934414.000000 Penalty: 12597.955078 Iteration 38Q: 3 clusters Score -5934414 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23257 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -5934478.500000 Penalty: 12597.955078 Iteration 39Q: 3 clusters Score -5934478 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -5934524.000000 Penalty: 12597.955078 Iteration 40F: 3 clusters Score -5934524 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23549 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -5934570.500000 Penalty: 12597.955078 Iteration 41Q: 3 clusters Score -5934570 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -5934615.500000 Penalty: 12597.955078 Iteration 42Q: 3 clusters Score -5934616 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23790 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -5934653.000000 Penalty: 12597.955078 Iteration 43Q: 3 clusters Score -5934653 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23903 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -5934698.000000 Penalty: 12597.955078 Iteration 44Q: 3 clusters Score -5934698 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24005 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -5934739.000000 Penalty: 12597.955078 Iteration 45Q: 3 clusters Score -5934739 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24108 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -5934876.500000 Penalty: 12597.955078 Iteration 50Q: 3 clusters Score -5934876 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24563 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -5934902.000000 Penalty: 12597.955078 Iteration 51Q: 3 clusters Score -5934902 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24631 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -5934931.000000 Penalty: 12597.955078 Iteration 52Q: 3 clusters Score -5934931 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -5934933.500000 Penalty: 12597.955078 Iteration 53Q: 3 clusters Score -5934934 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24736 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -5934954.500000 Penalty: 12597.955078 Iteration 54Q: 3 clusters Score -5934954 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24768 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -5934958.000000 Penalty: 12597.955078 Iteration 55Q: 3 clusters Score -5934958 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24803 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -5934977.000000 Penalty: 12597.955078 Iteration 56Q: 3 clusters Score -5934977 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24843 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -5934986.000000 Penalty: 12597.955078 Iteration 57Q: 3 clusters Score -5934986 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24880 members 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Class 2 contains 3788 members Entering Unmasked Estep Score: -5935166.000000 Penalty: 12597.955078 Iteration 105Q: 3 clusters Score -5935166 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25486 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -5935164.000000 Penalty: 12597.955078 Iteration 106Q: 3 clusters Score -5935164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25492 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -5935167.000000 Penalty: 12597.955078 Iteration 107Q: 3 clusters Score -5935167 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25500 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -5935166.000000 Penalty: 12597.955078 Iteration 108Q: 3 clusters Score -5935166 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25512 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -5935186.500000 Penalty: 12597.955078 Iteration 109Q: 3 clusters Score -5935186 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25524 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -5935185.000000 Penalty: 12597.955078 Iteration 110Q: 3 clusters Score -5935185 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25533 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -5935194.500000 Penalty: 12597.955078 Iteration 111Q: 3 clusters Score -5935194 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25550 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -5935205.500000 Penalty: 12597.955078 Iteration 112Q: 3 clusters Score -5935206 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25562 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -5935216.000000 Penalty: 12597.955078 Iteration 113Q: 3 clusters Score -5935216 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25575 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -5935216.000000 Penalty: 12597.955078 Iteration 114Q: 3 clusters Score -5935216 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25582 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -5935213.500000 Penalty: 12597.955078 Iteration 115Q: 3 clusters Score -5935214 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25598 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -5935211.000000 Penalty: 12597.955078 Iteration 116Q: 3 clusters Score -5935211 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25611 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -5935217.000000 Penalty: 12597.955078 Iteration 117Q: 3 clusters Score -5935217 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25625 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -5935215.000000 Penalty: 12597.955078 Iteration 118Q: 3 clusters Score -5935215 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25641 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -5935232.000000 Penalty: 12597.955078 Iteration 119Q: 3 clusters Score -5935232 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25655 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -5935243.000000 Penalty: 12597.955078 Iteration 120F: 3 clusters Score -5935243 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25679 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -5935238.000000 Penalty: 12597.955078 Iteration 121Q: 3 clusters Score -5935238 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25704 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -5935242.500000 Penalty: 12597.955078 Iteration 122Q: 3 clusters Score -5935242 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25717 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -5935238.000000 Penalty: 12597.955078 Iteration 123Q: 3 clusters Score -5935238 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25730 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -5935236.500000 Penalty: 12597.955078 Iteration 124Q: 3 clusters Score -5935236 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25743 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -5935249.000000 Penalty: 12597.955078 Iteration 125Q: 3 clusters Score -5935249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25752 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -5935253.500000 Penalty: 12597.955078 Iteration 126Q: 3 clusters Score -5935254 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25760 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -5935260.000000 Penalty: 12597.955078 Iteration 127Q: 3 clusters Score -5935260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25763 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -5935260.000000 Penalty: 12597.955078 Iteration 128Q: 3 clusters Score -5935260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -5935260.000000 Penalty: 12597.955078 Iteration 129Q: 3 clusters Score -5935260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -5935262.000000 Penalty: 12597.955078 Iteration 130Q: 3 clusters Score -5935262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25767 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -5935264.000000 Penalty: 12597.955078 Iteration 131Q: 3 clusters Score -5935264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25771 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -5935259.500000 Penalty: 12597.955078 Iteration 132Q: 3 clusters Score -5935260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25774 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -5935259.500000 Penalty: 12597.955078 Iteration 133Q: 3 clusters Score -5935260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25775 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -5935266.000000 Penalty: 12597.955078 Iteration 134Q: 3 clusters Score -5935266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25778 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -5935265.500000 Penalty: 12597.955078 Iteration 135Q: 3 clusters Score -5935266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25778 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -5935265.500000 Penalty: 12597.955078 Iteration 136F: 3 clusters Score -5935266 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Entering Unmasked Estep Score: -252864.796875 Penalty: 4421.582031 Iteration 0F: 2 clusters Score -252864.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -248740.453125 Penalty: 8843.164062 Iteration 0F: 3 clusters Score -248740.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -249678.812500 Penalty: 8843.164062 Iteration 1F: 3 clusters Score -249678.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -250379.031250 Penalty: 8843.164062 Iteration 2F: 3 clusters Score -250379 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -250826.093750 Penalty: 8843.164062 Iteration 3F: 3 clusters Score -250826.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -251091.875000 Penalty: 8843.164062 Iteration 4F: 3 clusters Score -251091.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -251216.078125 Penalty: 8843.164062 Iteration 5Q: 3 clusters Score -251216.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -251283.921875 Penalty: 8843.164062 Iteration 6Q: 3 clusters Score -251283.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -251349.375000 Penalty: 8843.164062 Iteration 7Q: 3 clusters Score -251349.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -251384.375000 Penalty: 8843.164062 Iteration 8Q: 3 clusters Score -251384.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -251395.031250 Penalty: 8843.164062 Iteration 9Q: 3 clusters Score -251395 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -251405.546875 Penalty: 8843.164062 Iteration 10Q: 3 clusters Score -251405.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -251417.109375 Penalty: 8843.164062 Iteration 11Q: 3 clusters Score -251417.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -251423.609375 Penalty: 8843.164062 Iteration 12Q: 3 clusters Score -251423.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -251426.437500 Penalty: 8843.164062 Iteration 13Q: 3 clusters Score -251426.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -251426.437500 Penalty: 8843.164062 Iteration 14F: 3 clusters Score -251426.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Entering Unmasked Estep Score: -186843.718750 Penalty: 4298.222656 Iteration 0F: 2 clusters Score -186843.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -183137.328125 Penalty: 8596.445312 Iteration 0F: 3 clusters Score -183137.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -184530.875000 Penalty: 8596.445312 Iteration 1F: 3 clusters Score -184530.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -185805.406250 Penalty: 8596.445312 Iteration 2F: 3 clusters Score -185805.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -186745.765625 Penalty: 8596.445312 Iteration 3F: 3 clusters Score -186745.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -187786.421875 Penalty: 8596.445312 Iteration 4F: 3 clusters Score -187786.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -188755.062500 Penalty: 8596.445312 Iteration 5F: 3 clusters Score -188755.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -189087.234375 Penalty: 8596.445312 Iteration 6Q: 3 clusters Score -189087.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -189158.750000 Penalty: 8596.445312 Iteration 7Q: 3 clusters Score -189158.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -189203.906250 Penalty: 8596.445312 Iteration 8Q: 3 clusters Score -189203.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -189252.203125 Penalty: 8596.445312 Iteration 9Q: 3 clusters Score -189252.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -189273.796875 Penalty: 8596.445312 Iteration 10Q: 3 clusters Score -189273.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -189283.640625 Penalty: 8596.445312 Iteration 11Q: 3 clusters Score -189283.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -189288.843750 Penalty: 8596.445312 Iteration 12Q: 3 clusters Score -189288.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -189288.843750 Penalty: 8596.445312 Iteration 13F: 3 clusters Score -189288.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57297 members Mstep: Class 2 contains 29262 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30260 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167572 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21611 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Mstep: Class 21 contains 757 members Entering Unmasked Estep Score: -119289248.000000 Penalty: 170510.218750 Splitting cluster 4 changes total score from -119290832.000000 to -119289248.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (1382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Entering Unmasked Estep Score: -243240.000000 Penalty: 4429.163086 Iteration 0F: 2 clusters Score -243240 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -239012.562500 Penalty: 8858.326172 Iteration 0F: 3 clusters Score -239012.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -239890.265625 Penalty: 8858.326172 Iteration 1F: 3 clusters Score -239890.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -240523.109375 Penalty: 8858.326172 Iteration 2F: 3 clusters Score -240523.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -240941.546875 Penalty: 8858.326172 Iteration 3F: 3 clusters Score -240941.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -241395.375000 Penalty: 8858.326172 Iteration 4F: 3 clusters Score -241395.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -242105.796875 Penalty: 8858.326172 Iteration 5F: 3 clusters Score -242105.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -242708.921875 Penalty: 8858.326172 Iteration 6Q: 3 clusters Score -242708.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -242927.484375 Penalty: 8858.326172 Iteration 7Q: 3 clusters Score -242927.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -242986.203125 Penalty: 8858.326172 Iteration 8Q: 3 clusters Score -242986.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -243047.968750 Penalty: 8858.326172 Iteration 9Q: 3 clusters Score -243048 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -243160.109375 Penalty: 8858.326172 Iteration 10Q: 3 clusters Score -243160.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -243359.953125 Penalty: 8858.326172 Iteration 11Q: 3 clusters Score -243360 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -243610.328125 Penalty: 8858.326172 Iteration 12Q: 3 clusters Score -243610.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -243869.093750 Penalty: 8858.326172 Iteration 13Q: 3 clusters Score -243869.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -244446.609375 Penalty: 8858.326172 Iteration 14Q: 3 clusters Score -244446.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -244661.562500 Penalty: 8858.326172 Iteration 15Q: 3 clusters Score -244661.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -244812.156250 Penalty: 8858.326172 Iteration 16Q: 3 clusters Score -244812.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -244874.531250 Penalty: 8858.326172 Iteration 17Q: 3 clusters Score -244874.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -244908.734375 Penalty: 8858.326172 Iteration 18Q: 3 clusters Score -244908.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -244919.531250 Penalty: 8858.326172 Iteration 19Q: 3 clusters Score -244919.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -244966.218750 Penalty: 8858.326172 Iteration 20F: 3 clusters Score -244966.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -245056.343750 Penalty: 8858.326172 Iteration 21Q: 3 clusters Score -245056.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -245083.750000 Penalty: 8858.326172 Iteration 22Q: 3 clusters Score -245083.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -245089.390625 Penalty: 8858.326172 Iteration 23Q: 3 clusters Score -245089.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -245089.390625 Penalty: 8858.326172 Iteration 24F: 3 clusters Score -245089.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57297 members Mstep: Class 2 contains 29262 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 905 members Mstep: Class 6 contains 30260 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167572 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 21611 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Mstep: Class 21 contains 477 members Entering Unmasked Estep Score: -119289032.000000 Penalty: 170510.218750 Splitting cluster 5 changes total score from -119290832.000000 to -119289032.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (30260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30260 members Entering Unmasked Estep Score: -6336022.500000 Penalty: 6319.519043 Iteration 0F: 2 clusters Score -6336022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15113 members Mstep: Class 2 contains 15147 members Entering Unmasked Estep Score: -6312978.500000 Penalty: 12639.038086 Iteration 0F: 3 clusters Score -6312978 nChanged 12712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15121 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -6319814.000000 Penalty: 12639.038086 Iteration 1F: 3 clusters Score -6319814 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15089 members Mstep: Class 2 contains 15171 members Entering Unmasked Estep Score: -6320530.000000 Penalty: 12639.038086 Iteration 2F: 3 clusters Score -6320530 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15022 members Mstep: Class 2 contains 15238 members Entering Unmasked Estep Score: -6320975.500000 Penalty: 12639.038086 Iteration 3Q: 3 clusters Score -6320976 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14963 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -6321288.500000 Penalty: 12639.038086 Iteration 4Q: 3 clusters Score -6321288 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14942 members Mstep: Class 2 contains 15318 members Entering Unmasked Estep Score: -6321481.500000 Penalty: 12639.038086 Iteration 5Q: 3 clusters Score -6321482 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 15365 members Entering Unmasked Estep Score: -6321644.000000 Penalty: 12639.038086 Iteration 6Q: 3 clusters Score -6321644 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14846 members Mstep: Class 2 contains 15414 members Entering Unmasked Estep Score: -6321724.000000 Penalty: 12639.038086 Iteration 7Q: 3 clusters Score -6321724 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14755 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -6321845.500000 Penalty: 12639.038086 Iteration 8Q: 3 clusters Score -6321846 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14683 members Mstep: Class 2 contains 15577 members Entering Unmasked Estep Score: -6321935.000000 Penalty: 12639.038086 Iteration 9Q: 3 clusters Score -6321935 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14569 members Mstep: Class 2 contains 15691 members Entering Unmasked Estep Score: -6322008.500000 Penalty: 12639.038086 Iteration 10Q: 3 clusters Score -6322008 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14462 members Mstep: Class 2 contains 15798 members Entering Unmasked Estep Score: -6322088.000000 Penalty: 12639.038086 Iteration 11Q: 3 clusters Score -6322088 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 15945 members Entering Unmasked Estep Score: -6322181.500000 Penalty: 12639.038086 Iteration 12Q: 3 clusters Score -6322182 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14169 members Mstep: Class 2 contains 16091 members Entering Unmasked Estep Score: -6322265.000000 Penalty: 12639.038086 Iteration 13Q: 3 clusters Score -6322265 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -6322325.500000 Penalty: 12639.038086 Iteration 14Q: 3 clusters Score -6322326 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -6322437.500000 Penalty: 12639.038086 Iteration 15Q: 3 clusters Score -6322438 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -6322515.500000 Penalty: 12639.038086 Iteration 16Q: 3 clusters Score -6322516 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 16933 members Entering Unmasked Estep Score: -6322606.000000 Penalty: 12639.038086 Iteration 17Q: 3 clusters Score -6322606 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Mstep: Class 2 contains 17183 members Entering Unmasked Estep Score: -6322694.500000 Penalty: 12639.038086 Iteration 18Q: 3 clusters Score -6322694 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12792 members Mstep: Class 2 contains 17468 members Entering Unmasked Estep Score: -6322805.500000 Penalty: 12639.038086 Iteration 19Q: 3 clusters Score -6322806 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 17830 members Entering Unmasked Estep Score: -6322980.500000 Penalty: 12639.038086 Iteration 20F: 3 clusters Score -6322980 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 18270 members Entering Unmasked Estep Score: -6323218.500000 Penalty: 12639.038086 Iteration 21Q: 3 clusters Score -6323218 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 18839 members Entering Unmasked Estep Score: -6323481.500000 Penalty: 12639.038086 Iteration 22Q: 3 clusters Score -6323482 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 19544 members Entering Unmasked Estep Score: -6323873.000000 Penalty: 12639.038086 Iteration 23Q: 3 clusters Score -6323873 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 20387 members Entering Unmasked Estep Score: -6324333.500000 Penalty: 12639.038086 Iteration 24Q: 3 clusters Score -6324334 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 21361 members Entering Unmasked Estep Score: -6324963.000000 Penalty: 12639.038086 Iteration 25Q: 3 clusters Score -6324963 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 22436 members Entering Unmasked Estep Score: -6325769.500000 Penalty: 12639.038086 Iteration 26Q: 3 clusters Score -6325770 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -6326605.000000 Penalty: 12639.038086 Iteration 27Q: 3 clusters Score -6326605 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 24748 members Entering Unmasked Estep Score: -6327492.500000 Penalty: 12639.038086 Iteration 28Q: 3 clusters Score -6327492 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 25742 members Entering Unmasked Estep Score: -6328263.000000 Penalty: 12639.038086 Iteration 29Q: 3 clusters Score -6328263 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 26535 members Entering Unmasked Estep Score: -6329025.000000 Penalty: 12639.038086 Iteration 30Q: 3 clusters Score -6329025 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 27162 members Entering Unmasked Estep Score: -6329783.500000 Penalty: 12639.038086 Iteration 31Q: 3 clusters Score -6329784 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 27564 members Entering Unmasked Estep Score: -6330455.000000 Penalty: 12639.038086 Iteration 32Q: 3 clusters Score -6330455 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 27804 members Entering Unmasked Estep Score: -6330903.500000 Penalty: 12639.038086 Iteration 33Q: 3 clusters Score -6330904 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 27946 members Entering Unmasked Estep Score: -6331166.500000 Penalty: 12639.038086 Iteration 34Q: 3 clusters Score -6331166 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 28058 members Entering Unmasked Estep Score: -6331317.000000 Penalty: 12639.038086 Iteration 35Q: 3 clusters Score -6331317 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 28118 members Entering Unmasked Estep Score: -6331381.500000 Penalty: 12639.038086 Iteration 36Q: 3 clusters Score -6331382 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 28165 members Entering Unmasked Estep Score: -6331405.500000 Penalty: 12639.038086 Iteration 37Q: 3 clusters Score -6331406 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 28185 members Entering Unmasked Estep Score: -6331413.500000 Penalty: 12639.038086 Iteration 38Q: 3 clusters Score -6331414 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 28213 members Entering Unmasked Estep Score: -6331432.500000 Penalty: 12639.038086 Iteration 39Q: 3 clusters Score -6331432 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 28232 members Entering Unmasked Estep Score: -6331440.000000 Penalty: 12639.038086 Iteration 40F: 3 clusters Score -6331440 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 28249 members Entering Unmasked Estep Score: -6331451.000000 Penalty: 12639.038086 Iteration 41Q: 3 clusters Score -6331451 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 28258 members Entering Unmasked Estep Score: -6331452.000000 Penalty: 12639.038086 Iteration 42Q: 3 clusters Score -6331452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 28264 members Entering Unmasked Estep Score: -6331455.000000 Penalty: 12639.038086 Iteration 43Q: 3 clusters Score -6331455 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 28271 members Entering Unmasked Estep Score: -6331458.500000 Penalty: 12639.038086 Iteration 44Q: 3 clusters Score -6331458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 28275 members Entering Unmasked Estep Score: -6331453.000000 Penalty: 12639.038086 Iteration 45Q: 3 clusters Score -6331453 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 28284 members Entering Unmasked Estep Score: -6331468.500000 Penalty: 12639.038086 Iteration 46Q: 3 clusters Score -6331468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 28289 members Entering Unmasked Estep Score: -6331477.500000 Penalty: 12639.038086 Iteration 47Q: 3 clusters Score -6331478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 28292 members Entering Unmasked Estep Score: -6331474.500000 Penalty: 12639.038086 Iteration 48Q: 3 clusters Score -6331474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 28292 members Entering Unmasked Estep Score: -6331481.500000 Penalty: 12639.038086 Iteration 49Q: 3 clusters Score -6331482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 28293 members Entering Unmasked Estep Score: -6331490.000000 Penalty: 12639.038086 Iteration 50Q: 3 clusters Score -6331490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 28294 members Entering Unmasked Estep Score: -6331492.000000 Penalty: 12639.038086 Iteration 51Q: 3 clusters Score -6331492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 28293 members Entering Unmasked Estep Score: -6331493.500000 Penalty: 12639.038086 Iteration 52Q: 3 clusters Score -6331494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 28293 members Entering Unmasked Estep Score: -6331493.500000 Penalty: 12639.038086 Iteration 53F: 3 clusters Score -6331494 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Entering Unmasked Estep Score: -1634770.625000 Penalty: 5487.578125 Iteration 0F: 2 clusters Score -1634771 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -1625877.750000 Penalty: 10975.156250 Iteration 0F: 3 clusters Score -1625878 nChanged 2793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1627726.500000 Penalty: 10975.156250 Iteration 1F: 3 clusters Score -1627726 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1628290.500000 Penalty: 10975.156250 Iteration 2F: 3 clusters Score -1628290 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1628717.500000 Penalty: 10975.156250 Iteration 3F: 3 clusters Score -1628718 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1629071.625000 Penalty: 10975.156250 Iteration 4F: 3 clusters Score -1629072 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1629360.375000 Penalty: 10975.156250 Iteration 5Q: 3 clusters Score -1629360 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1629574.500000 Penalty: 10975.156250 Iteration 6Q: 3 clusters Score -1629574 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1629761.375000 Penalty: 10975.156250 Iteration 7Q: 3 clusters Score -1629761 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1629948.500000 Penalty: 10975.156250 Iteration 8Q: 3 clusters Score -1629948 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1630097.875000 Penalty: 10975.156250 Iteration 9Q: 3 clusters Score -1630098 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1630241.500000 Penalty: 10975.156250 Iteration 10Q: 3 clusters Score -1630242 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1630367.625000 Penalty: 10975.156250 Iteration 11Q: 3 clusters Score -1630368 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1630477.375000 Penalty: 10975.156250 Iteration 12Q: 3 clusters Score -1630477 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -1630587.875000 Penalty: 10975.156250 Iteration 13Q: 3 clusters Score -1630588 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1630694.500000 Penalty: 10975.156250 Iteration 14Q: 3 clusters Score -1630694 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1630777.000000 Penalty: 10975.156250 Iteration 15Q: 3 clusters Score -1630777 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1630829.125000 Penalty: 10975.156250 Iteration 16Q: 3 clusters Score -1630829 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -1630865.750000 Penalty: 10975.156250 Iteration 17Q: 3 clusters Score -1630866 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -1630891.625000 Penalty: 10975.156250 Iteration 18Q: 3 clusters Score -1630892 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1630914.250000 Penalty: 10975.156250 Iteration 19Q: 3 clusters Score -1630914 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1630924.750000 Penalty: 10975.156250 Iteration 20F: 3 clusters Score -1630925 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -1630936.875000 Penalty: 10975.156250 Iteration 21Q: 3 clusters Score -1630937 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1630945.625000 Penalty: 10975.156250 Iteration 22Q: 3 clusters Score -1630946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -1630952.000000 Penalty: 10975.156250 Iteration 23Q: 3 clusters Score -1630952 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1630955.875000 Penalty: 10975.156250 Iteration 24Q: 3 clusters Score -1630956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1630955.750000 Penalty: 10975.156250 Iteration 25Q: 3 clusters Score -1630956 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1630959.250000 Penalty: 10975.156250 Iteration 26Q: 3 clusters Score -1630959 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1630958.000000 Penalty: 10975.156250 Iteration 27Q: 3 clusters Score -1630958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1630959.375000 Penalty: 10975.156250 Iteration 28Q: 3 clusters Score -1630959 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1630963.250000 Penalty: 10975.156250 Iteration 29Q: 3 clusters Score -1630963 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1630962.375000 Penalty: 10975.156250 Iteration 30Q: 3 clusters Score -1630962 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1630963.625000 Penalty: 10975.156250 Iteration 31Q: 3 clusters Score -1630964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1630969.625000 Penalty: 10975.156250 Iteration 32Q: 3 clusters Score -1630970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1630971.625000 Penalty: 10975.156250 Iteration 33Q: 3 clusters Score -1630972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1630974.125000 Penalty: 10975.156250 Iteration 34Q: 3 clusters Score -1630974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1630977.125000 Penalty: 10975.156250 Iteration 35Q: 3 clusters Score -1630977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -1630981.500000 Penalty: 10975.156250 Iteration 36Q: 3 clusters Score -1630982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1630979.500000 Penalty: 10975.156250 Iteration 37Q: 3 clusters Score -1630980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1630979.000000 Penalty: 10975.156250 Iteration 38Q: 3 clusters Score -1630979 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1630980.375000 Penalty: 10975.156250 Iteration 39Q: 3 clusters Score -1630980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1630980.375000 Penalty: 10975.156250 Iteration 40F: 3 clusters Score -1630980 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (32104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32104 members Entering Unmasked Estep Score: -6823079.000000 Penalty: 6355.750488 Iteration 0F: 2 clusters Score -6823079 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16067 members Mstep: Class 2 contains 16037 members Entering Unmasked Estep Score: -6798824.000000 Penalty: 12711.500977 Iteration 0F: 3 clusters Score -6798824 nChanged 13784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15967 members Mstep: Class 2 contains 16137 members Entering Unmasked Estep Score: -6806260.000000 Penalty: 12711.500977 Iteration 1F: 3 clusters Score -6806260 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15834 members Mstep: Class 2 contains 16270 members Entering Unmasked Estep Score: -6807010.000000 Penalty: 12711.500977 Iteration 2F: 3 clusters Score -6807010 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 16442 members Entering Unmasked Estep Score: -6807638.000000 Penalty: 12711.500977 Iteration 3Q: 3 clusters Score -6807638 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 16608 members Entering Unmasked Estep Score: -6808062.000000 Penalty: 12711.500977 Iteration 4Q: 3 clusters Score -6808062 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 16838 members Entering Unmasked Estep Score: -6808381.000000 Penalty: 12711.500977 Iteration 5Q: 3 clusters Score -6808381 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15077 members Mstep: Class 2 contains 17027 members Entering Unmasked Estep Score: -6808718.000000 Penalty: 12711.500977 Iteration 6Q: 3 clusters Score -6808718 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 17229 members Entering Unmasked Estep Score: -6808953.500000 Penalty: 12711.500977 Iteration 7Q: 3 clusters Score -6808954 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14602 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -6809191.000000 Penalty: 12711.500977 Iteration 8Q: 3 clusters Score -6809191 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 17754 members Entering Unmasked Estep Score: -6809400.500000 Penalty: 12711.500977 Iteration 9Q: 3 clusters Score -6809400 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 18106 members Entering Unmasked Estep Score: -6809655.000000 Penalty: 12711.500977 Iteration 10Q: 3 clusters Score -6809655 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13565 members Mstep: Class 2 contains 18539 members Entering Unmasked Estep Score: -6809947.000000 Penalty: 12711.500977 Iteration 11Q: 3 clusters Score -6809947 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13083 members Mstep: Class 2 contains 19021 members Entering Unmasked Estep Score: -6810226.500000 Penalty: 12711.500977 Iteration 12Q: 3 clusters Score -6810226 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 19564 members Entering Unmasked Estep Score: -6810535.500000 Penalty: 12711.500977 Iteration 13Q: 3 clusters Score -6810536 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11880 members Mstep: Class 2 contains 20224 members Entering Unmasked Estep Score: -6810920.500000 Penalty: 12711.500977 Iteration 14Q: 3 clusters Score -6810920 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 21016 members Entering Unmasked Estep Score: -6811366.500000 Penalty: 12711.500977 Iteration 15Q: 3 clusters Score -6811366 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -6811885.500000 Penalty: 12711.500977 Iteration 16Q: 3 clusters Score -6811886 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 22901 members Entering Unmasked Estep Score: -6812475.500000 Penalty: 12711.500977 Iteration 17Q: 3 clusters Score -6812476 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 23899 members Entering Unmasked Estep Score: -6813105.500000 Penalty: 12711.500977 Iteration 18Q: 3 clusters Score -6813106 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 24920 members Entering Unmasked Estep Score: -6813765.000000 Penalty: 12711.500977 Iteration 19Q: 3 clusters Score -6813765 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 25945 members Entering Unmasked Estep Score: -6814490.000000 Penalty: 12711.500977 Iteration 20F: 3 clusters Score -6814490 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 26854 members Entering Unmasked Estep Score: -6815147.000000 Penalty: 12711.500977 Iteration 21Q: 3 clusters Score -6815147 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 27625 members Entering Unmasked Estep Score: -6815760.500000 Penalty: 12711.500977 Iteration 22Q: 3 clusters Score -6815760 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 28244 members Entering Unmasked Estep Score: -6816232.000000 Penalty: 12711.500977 Iteration 23Q: 3 clusters Score -6816232 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 28696 members Entering Unmasked Estep Score: -6816598.000000 Penalty: 12711.500977 Iteration 24Q: 3 clusters Score -6816598 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 29070 members Entering Unmasked Estep Score: -6816908.000000 Penalty: 12711.500977 Iteration 25Q: 3 clusters Score -6816908 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 29355 members Entering Unmasked Estep Score: -6817153.000000 Penalty: 12711.500977 Iteration 26Q: 3 clusters Score -6817153 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 29562 members Entering Unmasked Estep Score: -6817329.000000 Penalty: 12711.500977 Iteration 27Q: 3 clusters Score -6817329 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 29740 members Entering Unmasked Estep Score: -6817487.500000 Penalty: 12711.500977 Iteration 28Q: 3 clusters Score -6817488 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 29883 members Entering Unmasked Estep Score: -6817594.000000 Penalty: 12711.500977 Iteration 29Q: 3 clusters Score -6817594 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 29968 members Entering Unmasked Estep Score: -6817673.500000 Penalty: 12711.500977 Iteration 30Q: 3 clusters Score -6817674 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 30043 members Entering Unmasked Estep Score: -6817762.500000 Penalty: 12711.500977 Iteration 31Q: 3 clusters Score -6817762 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 30098 members Entering Unmasked Estep Score: -6817824.000000 Penalty: 12711.500977 Iteration 32Q: 3 clusters Score -6817824 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 30148 members Entering Unmasked Estep Score: -6817889.500000 Penalty: 12711.500977 Iteration 33Q: 3 clusters Score -6817890 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 30177 members Entering Unmasked Estep Score: -6817920.500000 Penalty: 12711.500977 Iteration 34Q: 3 clusters Score -6817920 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 30216 members Entering Unmasked Estep Score: -6817953.500000 Penalty: 12711.500977 Iteration 35Q: 3 clusters Score -6817954 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 30243 members Entering Unmasked Estep Score: -6817968.500000 Penalty: 12711.500977 Iteration 36Q: 3 clusters Score -6817968 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 30272 members Entering Unmasked Estep Score: -6817989.500000 Penalty: 12711.500977 Iteration 37Q: 3 clusters Score -6817990 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 30299 members Entering Unmasked Estep Score: -6818000.000000 Penalty: 12711.500977 Iteration 38Q: 3 clusters Score -6818000 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 30313 members Entering Unmasked Estep Score: -6818006.000000 Penalty: 12711.500977 Iteration 39Q: 3 clusters Score -6818006 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 30321 members Entering Unmasked Estep Score: -6818009.000000 Penalty: 12711.500977 Iteration 40F: 3 clusters Score -6818009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 30327 members Entering Unmasked Estep Score: -6818016.500000 Penalty: 12711.500977 Iteration 41Q: 3 clusters Score -6818016 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 30333 members Entering Unmasked Estep Score: -6818021.500000 Penalty: 12711.500977 Iteration 42Q: 3 clusters Score -6818022 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 30340 members Entering Unmasked Estep Score: -6818015.500000 Penalty: 12711.500977 Iteration 43Q: 3 clusters Score -6818016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 30345 members Entering Unmasked Estep Score: -6818020.000000 Penalty: 12711.500977 Iteration 44Q: 3 clusters Score -6818020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 30351 members Entering Unmasked Estep Score: -6818029.500000 Penalty: 12711.500977 Iteration 45Q: 3 clusters Score -6818030 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 30363 members Entering Unmasked Estep Score: -6818045.500000 Penalty: 12711.500977 Iteration 46Q: 3 clusters Score -6818046 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 30374 members Entering Unmasked Estep Score: -6818047.500000 Penalty: 12711.500977 Iteration 47Q: 3 clusters Score -6818048 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 30380 members Entering Unmasked Estep Score: -6818052.000000 Penalty: 12711.500977 Iteration 48Q: 3 clusters Score -6818052 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 30385 members Entering Unmasked Estep Score: -6818064.500000 Penalty: 12711.500977 Iteration 49Q: 3 clusters Score -6818064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 30387 members Entering Unmasked Estep Score: -6818059.000000 Penalty: 12711.500977 Iteration 50Q: 3 clusters Score -6818059 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 30390 members Entering Unmasked Estep Score: -6818065.500000 Penalty: 12711.500977 Iteration 51Q: 3 clusters Score -6818066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 30397 members Entering Unmasked Estep Score: -6818073.000000 Penalty: 12711.500977 Iteration 52Q: 3 clusters Score -6818073 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 30407 members Entering Unmasked Estep Score: -6818069.000000 Penalty: 12711.500977 Iteration 53Q: 3 clusters Score -6818069 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 30419 members Entering Unmasked Estep Score: -6818067.000000 Penalty: 12711.500977 Iteration 54Q: 3 clusters Score -6818067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 30429 members Entering Unmasked Estep Score: -6818074.500000 Penalty: 12711.500977 Iteration 55Q: 3 clusters Score -6818074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 30434 members Entering Unmasked Estep Score: -6818082.500000 Penalty: 12711.500977 Iteration 56Q: 3 clusters Score -6818082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 30440 members Entering Unmasked Estep Score: -6818102.500000 Penalty: 12711.500977 Iteration 57Q: 3 clusters Score -6818102 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 30445 members Entering Unmasked Estep Score: -6818093.000000 Penalty: 12711.500977 Iteration 58Q: 3 clusters Score -6818093 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 30452 members Entering Unmasked Estep Score: -6818100.000000 Penalty: 12711.500977 Iteration 59Q: 3 clusters Score -6818100 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 30457 members Entering Unmasked Estep Score: -6818113.500000 Penalty: 12711.500977 Iteration 60F: 3 clusters Score -6818114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 30456 members Entering Unmasked Estep Score: -6818108.500000 Penalty: 12711.500977 Iteration 61Q: 3 clusters Score -6818108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 30458 members Entering Unmasked Estep Score: -6818114.500000 Penalty: 12711.500977 Iteration 62Q: 3 clusters Score -6818114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 30459 members Entering Unmasked Estep Score: -6818110.500000 Penalty: 12711.500977 Iteration 63Q: 3 clusters Score -6818110 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 30459 members Entering Unmasked Estep Score: -6818110.500000 Penalty: 12711.500977 Iteration 64F: 3 clusters Score -6818110 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Entering Unmasked Estep Score: -1707454.875000 Penalty: 5530.078125 Iteration 0F: 2 clusters Score -1707455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -1698227.750000 Penalty: 11060.156250 Iteration 0F: 3 clusters Score -1698228 nChanged 3034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1700198.750000 Penalty: 11060.156250 Iteration 1F: 3 clusters Score -1700199 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1701029.125000 Penalty: 11060.156250 Iteration 2F: 3 clusters Score -1701029 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1701900.875000 Penalty: 11060.156250 Iteration 3F: 3 clusters Score -1701901 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1702941.125000 Penalty: 11060.156250 Iteration 4F: 3 clusters Score -1702941 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1703839.375000 Penalty: 11060.156250 Iteration 5F: 3 clusters Score -1703839 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1704462.875000 Penalty: 11060.156250 Iteration 6F: 3 clusters Score -1704463 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1704849.375000 Penalty: 11060.156250 Iteration 7Q: 3 clusters Score -1704849 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1705089.750000 Penalty: 11060.156250 Iteration 8Q: 3 clusters Score -1705090 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1705231.500000 Penalty: 11060.156250 Iteration 9Q: 3 clusters Score -1705232 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1705298.875000 Penalty: 11060.156250 Iteration 10Q: 3 clusters Score -1705299 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1705339.125000 Penalty: 11060.156250 Iteration 11Q: 3 clusters Score -1705339 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1705364.375000 Penalty: 11060.156250 Iteration 12Q: 3 clusters Score -1705364 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -1705381.750000 Penalty: 11060.156250 Iteration 13Q: 3 clusters Score -1705382 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1705397.625000 Penalty: 11060.156250 Iteration 14Q: 3 clusters Score -1705398 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1705409.750000 Penalty: 11060.156250 Iteration 15Q: 3 clusters Score -1705410 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1705419.250000 Penalty: 11060.156250 Iteration 16Q: 3 clusters Score -1705419 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -1705424.000000 Penalty: 11060.156250 Iteration 17Q: 3 clusters Score -1705424 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1705431.125000 Penalty: 11060.156250 Iteration 18Q: 3 clusters Score -1705431 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1705426.750000 Penalty: 11060.156250 Iteration 19Q: 3 clusters Score -1705427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1705433.125000 Penalty: 11060.156250 Iteration 20F: 3 clusters Score -1705433 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1705433.375000 Penalty: 11060.156250 Iteration 21Q: 3 clusters Score -1705433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1705434.125000 Penalty: 11060.156250 Iteration 22Q: 3 clusters Score -1705434 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1705434.125000 Penalty: 11060.156250 Iteration 23F: 3 clusters Score -1705434 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (167572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167572 members Entering Unmasked Estep Score: -35398700.000000 Penalty: 7367.865723 Iteration 0F: 2 clusters Score -3.53987e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83588 members Mstep: Class 2 contains 83984 members Entering Unmasked Estep Score: -35286472.000000 Penalty: 14735.731445 Iteration 0F: 3 clusters Score -3.528647e+07 nChanged 78053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81317 members Mstep: Class 2 contains 86255 members Entering Unmasked Estep Score: -35329856.000000 Penalty: 14735.731445 Iteration 1F: 3 clusters Score -3.532986e+07 nChanged 5790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79675 members Mstep: Class 2 contains 87897 members Entering Unmasked Estep Score: -35331172.000000 Penalty: 14735.731445 Iteration 2Q: 3 clusters Score -3.533117e+07 nChanged 5802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77231 members Mstep: Class 2 contains 90341 members Entering Unmasked Estep Score: -35332628.000000 Penalty: 14735.731445 Iteration 3Q: 3 clusters Score -3.533263e+07 nChanged 6032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73535 members Mstep: Class 2 contains 94037 members Entering Unmasked Estep Score: -35334496.000000 Penalty: 14735.731445 Iteration 4Q: 3 clusters Score -3.53345e+07 nChanged 6938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68131 members Mstep: Class 2 contains 99441 members Entering Unmasked Estep Score: -35337272.000000 Penalty: 14735.731445 Iteration 5Q: 3 clusters Score -3.533727e+07 nChanged 8619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60496 members Mstep: Class 2 contains 107076 members Entering Unmasked Estep Score: -35341504.000000 Penalty: 14735.731445 Iteration 6F: 3 clusters Score -3.53415e+07 nChanged 11124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49994 members Mstep: Class 2 contains 117578 members Entering Unmasked Estep Score: -35348436.000000 Penalty: 14735.731445 Iteration 7F: 3 clusters Score -3.534844e+07 nChanged 13149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37241 members Mstep: Class 2 contains 130331 members Entering Unmasked Estep Score: -35359060.000000 Penalty: 14735.731445 Iteration 8F: 3 clusters Score -3.535906e+07 nChanged 13479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23994 members Mstep: Class 2 contains 143578 members Entering Unmasked Estep Score: -35371436.000000 Penalty: 14735.731445 Iteration 9F: 3 clusters Score -3.537144e+07 nChanged 10768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 154224 members Entering Unmasked Estep Score: -35381756.000000 Penalty: 14735.731445 Iteration 10F: 3 clusters Score -3.538176e+07 nChanged 6479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 160641 members Entering Unmasked Estep Score: -35387556.000000 Penalty: 14735.731445 Iteration 11Q: 3 clusters Score -3.538756e+07 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 163739 members Entering Unmasked Estep Score: -35390112.000000 Penalty: 14735.731445 Iteration 12Q: 3 clusters Score -3.539011e+07 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 165141 members Entering Unmasked Estep Score: -35391228.000000 Penalty: 14735.731445 Iteration 13Q: 3 clusters Score -3.539123e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 165755 members Entering Unmasked Estep Score: -35391688.000000 Penalty: 14735.731445 Iteration 14Q: 3 clusters Score -3.539169e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 166056 members Entering Unmasked Estep Score: -35391920.000000 Penalty: 14735.731445 Iteration 15Q: 3 clusters Score -3.539192e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 166229 members Entering Unmasked Estep Score: -35392096.000000 Penalty: 14735.731445 Iteration 16Q: 3 clusters Score -3.53921e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 166330 members Entering Unmasked Estep Score: -35392252.000000 Penalty: 14735.731445 Iteration 17Q: 3 clusters Score -3.539225e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 166393 members Entering Unmasked Estep Score: -35392328.000000 Penalty: 14735.731445 Iteration 18Q: 3 clusters Score -3.539233e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 166445 members Entering Unmasked Estep Score: -35392364.000000 Penalty: 14735.731445 Iteration 19Q: 3 clusters Score -3.539236e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 166475 members Entering Unmasked Estep Score: -35392392.000000 Penalty: 14735.731445 Iteration 20F: 3 clusters Score -3.539239e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 166503 members Entering Unmasked Estep Score: -35392444.000000 Penalty: 14735.731445 Iteration 21Q: 3 clusters Score -3.539244e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 166510 members Entering Unmasked Estep Score: -35392392.000000 Penalty: 14735.731445 Iteration 22Q: 3 clusters Score -3.539239e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 166520 members Entering Unmasked Estep Score: -35392456.000000 Penalty: 14735.731445 Iteration 23Q: 3 clusters Score -3.539246e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 166530 members Entering Unmasked Estep Score: -35392444.000000 Penalty: 14735.731445 Iteration 24Q: 3 clusters Score -3.539244e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 166536 members Entering Unmasked Estep Score: -35392436.000000 Penalty: 14735.731445 Iteration 25Q: 3 clusters Score -3.539244e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 166543 members Entering Unmasked Estep Score: -35392416.000000 Penalty: 14735.731445 Iteration 26Q: 3 clusters Score -3.539242e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 166545 members Entering Unmasked Estep Score: -35392416.000000 Penalty: 14735.731445 Iteration 27Q: 3 clusters Score -3.539242e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 166545 members Entering Unmasked Estep Score: -35392416.000000 Penalty: 14735.731445 Iteration 28F: 3 clusters Score -3.539242e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Entering Unmasked Estep Score: -457433.656250 Penalty: 4736.344727 Iteration 0F: 2 clusters Score -457433.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -452233.375000 Penalty: 9472.689453 Iteration 0F: 3 clusters Score -452233.4 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -452896.281250 Penalty: 9472.689453 Iteration 1F: 3 clusters Score -452896.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -453086.437500 Penalty: 9472.689453 Iteration 2F: 3 clusters Score -453086.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -453234.093750 Penalty: 9472.689453 Iteration 3Q: 3 clusters Score -453234.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -453352.968750 Penalty: 9472.689453 Iteration 4Q: 3 clusters Score -453353 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -453470.906250 Penalty: 9472.689453 Iteration 5Q: 3 clusters Score -453470.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -453606.593750 Penalty: 9472.689453 Iteration 6Q: 3 clusters Score -453606.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -453769.125000 Penalty: 9472.689453 Iteration 7Q: 3 clusters Score -453769.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -453902.656250 Penalty: 9472.689453 Iteration 8Q: 3 clusters Score -453902.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -453984.718750 Penalty: 9472.689453 Iteration 9Q: 3 clusters Score -453984.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -454025.187500 Penalty: 9472.689453 Iteration 10Q: 3 clusters Score -454025.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -454059.656250 Penalty: 9472.689453 Iteration 11Q: 3 clusters Score -454059.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -454085.593750 Penalty: 9472.689453 Iteration 12Q: 3 clusters Score -454085.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -454101.625000 Penalty: 9472.689453 Iteration 13Q: 3 clusters Score -454101.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -454116.062500 Penalty: 9472.689453 Iteration 14Q: 3 clusters Score -454116.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -454139.625000 Penalty: 9472.689453 Iteration 15Q: 3 clusters Score -454139.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -454175.937500 Penalty: 9472.689453 Iteration 16Q: 3 clusters Score -454175.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -454283.781250 Penalty: 9472.689453 Iteration 17Q: 3 clusters Score -454283.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -454429.750000 Penalty: 9472.689453 Iteration 18Q: 3 clusters Score -454429.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -454561.500000 Penalty: 9472.689453 Iteration 19Q: 3 clusters Score -454561.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -454661.281250 Penalty: 9472.689453 Iteration 20F: 3 clusters Score -454661.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -454724.031250 Penalty: 9472.689453 Iteration 21Q: 3 clusters Score -454724 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -454794.375000 Penalty: 9472.689453 Iteration 22Q: 3 clusters Score -454794.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -454870.906250 Penalty: 9472.689453 Iteration 23Q: 3 clusters Score -454870.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -454942.281250 Penalty: 9472.689453 Iteration 24Q: 3 clusters Score -454942.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -454995.843750 Penalty: 9472.689453 Iteration 25Q: 3 clusters Score -454995.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -455049.468750 Penalty: 9472.689453 Iteration 26Q: 3 clusters Score -455049.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -455093.906250 Penalty: 9472.689453 Iteration 27Q: 3 clusters Score -455093.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -455124.187500 Penalty: 9472.689453 Iteration 28Q: 3 clusters Score -455124.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -455165.812500 Penalty: 9472.689453 Iteration 29Q: 3 clusters Score -455165.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -455218.156250 Penalty: 9472.689453 Iteration 30Q: 3 clusters Score -455218.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -455244.593750 Penalty: 9472.689453 Iteration 31Q: 3 clusters Score -455244.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -455288.437500 Penalty: 9472.689453 Iteration 32Q: 3 clusters Score -455288.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -455321.031250 Penalty: 9472.689453 Iteration 33Q: 3 clusters Score -455321 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -455352.812500 Penalty: 9472.689453 Iteration 34Q: 3 clusters Score -455352.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -455379.593750 Penalty: 9472.689453 Iteration 35Q: 3 clusters Score -455379.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -455413.593750 Penalty: 9472.689453 Iteration 36Q: 3 clusters Score -455413.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -455492.718750 Penalty: 9472.689453 Iteration 37Q: 3 clusters Score -455492.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -455703.500000 Penalty: 9472.689453 Iteration 38Q: 3 clusters Score -455703.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -455949.781250 Penalty: 9472.689453 Iteration 39Q: 3 clusters Score -455949.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -456011.187500 Penalty: 9472.689453 Iteration 40F: 3 clusters Score -456011.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -456057.375000 Penalty: 9472.689453 Iteration 41Q: 3 clusters Score -456057.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -456092.093750 Penalty: 9472.689453 Iteration 42Q: 3 clusters Score -456092.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -456136.218750 Penalty: 9472.689453 Iteration 43Q: 3 clusters Score -456136.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -456172.531250 Penalty: 9472.689453 Iteration 44Q: 3 clusters Score -456172.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -456207.406250 Penalty: 9472.689453 Iteration 45Q: 3 clusters Score -456207.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -456328.375000 Penalty: 9472.689453 Iteration 46Q: 3 clusters Score -456328.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -456701.312500 Penalty: 9472.689453 Iteration 47Q: 3 clusters Score -456701.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -457324.781250 Penalty: 9472.689453 Iteration 48Q: 3 clusters Score -457324.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -457932.312500 Penalty: 9472.689453 Iteration 49Q: 3 clusters Score -457932.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -458703.312500 Penalty: 9472.689453 Iteration 50Q: 3 clusters Score -458703.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -458810.343750 Penalty: 9472.689453 Iteration 51Q: 3 clusters Score -458810.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -458810.343750 Penalty: 9472.689453 Iteration 52F: 3 clusters Score -458810.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 57297 members Mstep: Class 2 contains 29262 members Mstep: Class 3 contains 1365 members Mstep: Class 4 contains 1116 members Mstep: Class 5 contains 1382 members Mstep: Class 6 contains 30260 members Mstep: Class 7 contains 7780 members Mstep: Class 8 contains 32104 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 167572 members Mstep: Class 11 contains 1234 members Mstep: Class 12 contains 21611 members Mstep: Class 13 contains 309 members Mstep: Class 14 contains 41905 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 15336 members Mstep: Class 18 contains 53545 members Mstep: Class 19 contains 2476 members Mstep: Class 20 contains 94175 members Mstep: Class 21 contains 1048 members Entering Unmasked Estep Score: -119288688.000000 Penalty: 170510.218750 Splitting cluster 11 changes total score from -119290832.000000 to -119288688.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (21611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21611 members Entering Unmasked Estep Score: -4580990.500000 Penalty: 6113.336914 Iteration 0F: 2 clusters Score -4580990 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -4563491.500000 Penalty: 12226.673828 Iteration 0F: 3 clusters Score -4563492 nChanged 8710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 10729 members Entering Unmasked Estep Score: -4568111.500000 Penalty: 12226.673828 Iteration 1F: 3 clusters Score -4568112 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -4568744.500000 Penalty: 12226.673828 Iteration 2F: 3 clusters Score -4568744 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10939 members Mstep: Class 2 contains 10672 members Entering Unmasked Estep Score: -4569163.500000 Penalty: 12226.673828 Iteration 3Q: 3 clusters Score -4569164 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -4569448.000000 Penalty: 12226.673828 Iteration 4Q: 3 clusters Score -4569448 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10924 members Mstep: Class 2 contains 10687 members Entering Unmasked Estep Score: -4569655.500000 Penalty: 12226.673828 Iteration 5Q: 3 clusters Score -4569656 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 10722 members Entering Unmasked Estep Score: -4569792.500000 Penalty: 12226.673828 Iteration 6Q: 3 clusters Score -4569792 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10838 members Mstep: Class 2 contains 10773 members Entering Unmasked Estep Score: -4569921.000000 Penalty: 12226.673828 Iteration 7Q: 3 clusters Score -4569921 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -4570028.500000 Penalty: 12226.673828 Iteration 8Q: 3 clusters Score -4570028 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -4570094.000000 Penalty: 12226.673828 Iteration 9Q: 3 clusters Score -4570094 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10737 members Mstep: Class 2 contains 10874 members Entering Unmasked Estep Score: -4570170.500000 Penalty: 12226.673828 Iteration 10Q: 3 clusters Score -4570170 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 10926 members Entering Unmasked Estep Score: -4570230.500000 Penalty: 12226.673828 Iteration 11Q: 3 clusters Score -4570230 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -4570243.500000 Penalty: 12226.673828 Iteration 12Q: 3 clusters Score -4570244 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 11051 members Entering Unmasked Estep Score: -4570290.500000 Penalty: 12226.673828 Iteration 13Q: 3 clusters Score -4570290 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -4570331.500000 Penalty: 12226.673828 Iteration 14Q: 3 clusters Score -4570332 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 11195 members Entering Unmasked Estep Score: -4570377.000000 Penalty: 12226.673828 Iteration 15Q: 3 clusters Score -4570377 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 11257 members Entering Unmasked Estep Score: -4570401.000000 Penalty: 12226.673828 Iteration 16Q: 3 clusters Score -4570401 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -4570416.000000 Penalty: 12226.673828 Iteration 17Q: 3 clusters Score -4570416 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -4570435.500000 Penalty: 12226.673828 Iteration 18Q: 3 clusters Score -4570436 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -4570467.500000 Penalty: 12226.673828 Iteration 19Q: 3 clusters Score -4570468 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10118 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -4570470.000000 Penalty: 12226.673828 Iteration 20F: 3 clusters Score -4570470 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -4570498.500000 Penalty: 12226.673828 Iteration 21Q: 3 clusters Score -4570498 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -4570519.000000 Penalty: 12226.673828 Iteration 22Q: 3 clusters Score -4570519 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 11652 members Entering Unmasked Estep Score: -4570536.000000 Penalty: 12226.673828 Iteration 23Q: 3 clusters Score -4570536 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -4570540.000000 Penalty: 12226.673828 Iteration 24Q: 3 clusters Score -4570540 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 11758 members Entering Unmasked Estep Score: -4570573.000000 Penalty: 12226.673828 Iteration 25Q: 3 clusters Score -4570573 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -4570580.500000 Penalty: 12226.673828 Iteration 26Q: 3 clusters Score -4570580 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 11867 members Entering Unmasked Estep Score: -4570592.000000 Penalty: 12226.673828 Iteration 27Q: 3 clusters Score -4570592 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 11925 members Entering Unmasked Estep Score: -4570608.000000 Penalty: 12226.673828 Iteration 28Q: 3 clusters Score -4570608 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -4570629.500000 Penalty: 12226.673828 Iteration 29Q: 3 clusters Score -4570630 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 12053 members Entering Unmasked Estep Score: -4570642.000000 Penalty: 12226.673828 Iteration 30Q: 3 clusters Score -4570642 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -4570655.000000 Penalty: 12226.673828 Iteration 31Q: 3 clusters Score -4570655 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -4570670.000000 Penalty: 12226.673828 Iteration 32Q: 3 clusters Score -4570670 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -4570679.500000 Penalty: 12226.673828 Iteration 33Q: 3 clusters Score -4570680 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -4570714.000000 Penalty: 12226.673828 Iteration 34Q: 3 clusters Score -4570714 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -4570722.500000 Penalty: 12226.673828 Iteration 35Q: 3 clusters Score -4570722 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -4570753.000000 Penalty: 12226.673828 Iteration 36Q: 3 clusters Score -4570753 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -4570762.000000 Penalty: 12226.673828 Iteration 37Q: 3 clusters Score -4570762 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -4570790.500000 Penalty: 12226.673828 Iteration 38Q: 3 clusters Score -4570790 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -4570805.000000 Penalty: 12226.673828 Iteration 39Q: 3 clusters Score -4570805 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 12838 members Entering Unmasked Estep Score: -4570826.000000 Penalty: 12226.673828 Iteration 40F: 3 clusters Score -4570826 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 12938 members Entering Unmasked Estep Score: -4570854.000000 Penalty: 12226.673828 Iteration 41Q: 3 clusters Score -4570854 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 13075 members Entering Unmasked Estep Score: -4570908.000000 Penalty: 12226.673828 Iteration 42Q: 3 clusters Score -4570908 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -4570940.000000 Penalty: 12226.673828 Iteration 43Q: 3 clusters Score -4570940 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -4570997.500000 Penalty: 12226.673828 Iteration 44Q: 3 clusters Score -4570998 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 13615 members Entering Unmasked Estep Score: -4571071.500000 Penalty: 12226.673828 Iteration 45Q: 3 clusters Score -4571072 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 13856 members Entering Unmasked Estep Score: -4571155.500000 Penalty: 12226.673828 Iteration 46Q: 3 clusters Score -4571156 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 14118 members Entering Unmasked Estep Score: -4571216.000000 Penalty: 12226.673828 Iteration 47Q: 3 clusters Score -4571216 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 14426 members Entering Unmasked Estep Score: -4571358.500000 Penalty: 12226.673828 Iteration 48Q: 3 clusters Score -4571358 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 14797 members Entering Unmasked Estep Score: -4571493.000000 Penalty: 12226.673828 Iteration 49Q: 3 clusters Score -4571493 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 15190 members Entering Unmasked Estep Score: -4571653.000000 Penalty: 12226.673828 Iteration 50Q: 3 clusters Score -4571653 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 15658 members Entering Unmasked Estep Score: -4571872.500000 Penalty: 12226.673828 Iteration 51Q: 3 clusters Score -4571872 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 16182 members Entering Unmasked Estep Score: -4572143.500000 Penalty: 12226.673828 Iteration 52Q: 3 clusters Score -4572144 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 16786 members Entering Unmasked Estep Score: -4572496.000000 Penalty: 12226.673828 Iteration 53Q: 3 clusters Score -4572496 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 17401 members Entering Unmasked Estep Score: -4572851.500000 Penalty: 12226.673828 Iteration 54Q: 3 clusters Score -4572852 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 17993 members Entering Unmasked Estep Score: -4573286.500000 Penalty: 12226.673828 Iteration 55Q: 3 clusters Score -4573286 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -4573700.000000 Penalty: 12226.673828 Iteration 56Q: 3 clusters Score -4573700 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 19084 members Entering Unmasked Estep Score: -4574079.500000 Penalty: 12226.673828 Iteration 57Q: 3 clusters Score -4574080 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 19490 members Entering Unmasked Estep Score: -4574369.000000 Penalty: 12226.673828 Iteration 58Q: 3 clusters Score -4574369 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 19805 members Entering Unmasked Estep Score: -4574618.500000 Penalty: 12226.673828 Iteration 59Q: 3 clusters Score -4574618 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 20021 members Entering Unmasked Estep Score: -4574809.000000 Penalty: 12226.673828 Iteration 60F: 3 clusters Score -4574809 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 20195 members Entering Unmasked Estep Score: -4574957.500000 Penalty: 12226.673828 Iteration 61Q: 3 clusters Score -4574958 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 20327 members Entering Unmasked Estep Score: -4575078.000000 Penalty: 12226.673828 Iteration 62Q: 3 clusters Score -4575078 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 20429 members Entering Unmasked Estep Score: -4575186.500000 Penalty: 12226.673828 Iteration 63Q: 3 clusters Score -4575186 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 20509 members Entering Unmasked Estep Score: -4575251.500000 Penalty: 12226.673828 Iteration 64Q: 3 clusters Score -4575252 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 20569 members Entering Unmasked Estep Score: -4575322.000000 Penalty: 12226.673828 Iteration 65Q: 3 clusters Score -4575322 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 20615 members Entering Unmasked Estep Score: -4575363.000000 Penalty: 12226.673828 Iteration 66Q: 3 clusters Score -4575363 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 20648 members Entering Unmasked Estep Score: -4575395.500000 Penalty: 12226.673828 Iteration 67Q: 3 clusters Score -4575396 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 20671 members Entering Unmasked Estep Score: -4575431.500000 Penalty: 12226.673828 Iteration 68Q: 3 clusters Score -4575432 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 20683 members Entering Unmasked Estep Score: -4575434.000000 Penalty: 12226.673828 Iteration 69Q: 3 clusters Score -4575434 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 20701 members Entering Unmasked Estep Score: -4575451.500000 Penalty: 12226.673828 Iteration 70Q: 3 clusters Score -4575452 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 20714 members Entering Unmasked Estep Score: -4575466.000000 Penalty: 12226.673828 Iteration 71Q: 3 clusters Score -4575466 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 20727 members Entering Unmasked Estep Score: -4575490.000000 Penalty: 12226.673828 Iteration 72Q: 3 clusters Score -4575490 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -4575505.500000 Penalty: 12226.673828 Iteration 73Q: 3 clusters Score -4575506 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -4575516.000000 Penalty: 12226.673828 Iteration 74Q: 3 clusters Score -4575516 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 20760 members Entering Unmasked Estep Score: -4575517.500000 Penalty: 12226.673828 Iteration 75Q: 3 clusters Score -4575518 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 20767 members Entering Unmasked Estep Score: -4575533.000000 Penalty: 12226.673828 Iteration 76Q: 3 clusters Score -4575533 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 20768 members Entering Unmasked Estep Score: -4575532.500000 Penalty: 12226.673828 Iteration 77Q: 3 clusters Score -4575532 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 20771 members Entering Unmasked Estep Score: -4575535.500000 Penalty: 12226.673828 Iteration 78Q: 3 clusters Score -4575536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -4575537.000000 Penalty: 12226.673828 Iteration 79Q: 3 clusters Score -4575537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -4575537.000000 Penalty: 12226.673828 Iteration 80F: 3 clusters Score -4575537 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -57610.144531 Penalty: 3511.671387 Iteration 0F: 2 clusters Score -57610.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -54736.613281 Penalty: 7023.342773 Iteration 0F: 3 clusters Score -54736.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -54803.007812 Penalty: 7023.342773 Iteration 1Q: 3 clusters Score -54803.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -54803.007812 Penalty: 7023.342773 Iteration 2F: 3 clusters Score -54803.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (41905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41905 members Entering Unmasked Estep Score: -8924333.000000 Penalty: 6518.936035 Iteration 0F: 2 clusters Score -8924333 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -8893795.000000 Penalty: 13037.872070 Iteration 0F: 3 clusters Score -8893795 nChanged 18166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21312 members Mstep: Class 2 contains 20593 members Entering Unmasked Estep Score: -8903412.000000 Penalty: 13037.872070 Iteration 1F: 3 clusters Score -8903412 nChanged 2441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21775 members Mstep: Class 2 contains 20130 members Entering Unmasked Estep Score: -8904494.000000 Penalty: 13037.872070 Iteration 2F: 3 clusters Score -8904494 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22508 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -8905496.000000 Penalty: 13037.872070 Iteration 3F: 3 clusters Score -8905496 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23452 members Mstep: Class 2 contains 18453 members Entering Unmasked Estep Score: -8906662.000000 Penalty: 13037.872070 Iteration 4F: 3 clusters Score -8906662 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24654 members Mstep: Class 2 contains 17251 members Entering Unmasked Estep Score: -8907917.000000 Penalty: 13037.872070 Iteration 5F: 3 clusters Score -8907917 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26039 members Mstep: Class 2 contains 15866 members Entering Unmasked Estep Score: -8909327.000000 Penalty: 13037.872070 Iteration 6F: 3 clusters Score -8909327 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27570 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -8910608.000000 Penalty: 13037.872070 Iteration 7F: 3 clusters Score -8910608 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29116 members Mstep: Class 2 contains 12789 members Entering Unmasked Estep Score: -8911741.000000 Penalty: 13037.872070 Iteration 8Q: 3 clusters Score -8911741 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30658 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -8912848.000000 Penalty: 13037.872070 Iteration 9Q: 3 clusters Score -8912848 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32129 members Mstep: Class 2 contains 9776 members Entering Unmasked Estep Score: -8913781.000000 Penalty: 13037.872070 Iteration 10Q: 3 clusters Score -8913781 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33479 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -8914546.000000 Penalty: 13037.872070 Iteration 11Q: 3 clusters Score -8914546 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34724 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -8915253.000000 Penalty: 13037.872070 Iteration 12Q: 3 clusters Score -8915253 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35854 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -8915952.000000 Penalty: 13037.872070 Iteration 13Q: 3 clusters Score -8915952 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36788 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -8916454.000000 Penalty: 13037.872070 Iteration 14Q: 3 clusters Score -8916454 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37610 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -8916992.000000 Penalty: 13037.872070 Iteration 15Q: 3 clusters Score -8916992 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38304 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -8917435.000000 Penalty: 13037.872070 Iteration 16Q: 3 clusters Score -8917435 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38847 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -8917800.000000 Penalty: 13037.872070 Iteration 17Q: 3 clusters Score -8917800 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39242 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -8918088.000000 Penalty: 13037.872070 Iteration 18Q: 3 clusters Score -8918088 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39528 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -8918310.000000 Penalty: 13037.872070 Iteration 19Q: 3 clusters Score -8918310 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39757 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -8918437.000000 Penalty: 13037.872070 Iteration 20F: 3 clusters Score -8918437 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39932 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -8918584.000000 Penalty: 13037.872070 Iteration 21Q: 3 clusters Score -8918584 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40058 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -8918691.000000 Penalty: 13037.872070 Iteration 22Q: 3 clusters Score -8918691 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40137 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -8918744.000000 Penalty: 13037.872070 Iteration 23Q: 3 clusters Score -8918744 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40187 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -8918807.000000 Penalty: 13037.872070 Iteration 24Q: 3 clusters Score -8918807 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40234 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -8918813.000000 Penalty: 13037.872070 Iteration 25Q: 3 clusters Score -8918813 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40272 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -8918831.000000 Penalty: 13037.872070 Iteration 26Q: 3 clusters Score -8918831 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40299 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -8918844.000000 Penalty: 13037.872070 Iteration 27Q: 3 clusters Score -8918844 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40317 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -8918839.000000 Penalty: 13037.872070 Iteration 28Q: 3 clusters Score -8918839 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40331 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -8918846.000000 Penalty: 13037.872070 Iteration 29Q: 3 clusters Score -8918846 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40341 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -8918856.000000 Penalty: 13037.872070 Iteration 30Q: 3 clusters Score -8918856 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40350 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -8918865.000000 Penalty: 13037.872070 Iteration 31Q: 3 clusters Score -8918865 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40360 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -8918880.000000 Penalty: 13037.872070 Iteration 32Q: 3 clusters Score -8918880 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40363 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -8918880.000000 Penalty: 13037.872070 Iteration 33Q: 3 clusters Score -8918880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40365 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -8918884.000000 Penalty: 13037.872070 Iteration 34Q: 3 clusters Score -8918884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40370 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -8918892.000000 Penalty: 13037.872070 Iteration 35Q: 3 clusters Score -8918892 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40374 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -8918900.000000 Penalty: 13037.872070 Iteration 36Q: 3 clusters Score -8918900 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40378 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -8918901.000000 Penalty: 13037.872070 Iteration 37Q: 3 clusters Score -8918901 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40385 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -8918910.000000 Penalty: 13037.872070 Iteration 38Q: 3 clusters Score -8918910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40395 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -8918918.000000 Penalty: 13037.872070 Iteration 39Q: 3 clusters Score -8918918 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40407 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -8918926.000000 Penalty: 13037.872070 Iteration 40F: 3 clusters Score -8918926 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40414 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -8918940.000000 Penalty: 13037.872070 Iteration 41Q: 3 clusters Score -8918940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40420 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -8918944.000000 Penalty: 13037.872070 Iteration 42Q: 3 clusters Score -8918944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40427 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -8918952.000000 Penalty: 13037.872070 Iteration 43Q: 3 clusters Score -8918952 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40432 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -8918966.000000 Penalty: 13037.872070 Iteration 44Q: 3 clusters Score -8918966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40433 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -8918955.000000 Penalty: 13037.872070 Iteration 45Q: 3 clusters Score -8918955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40435 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -8918950.000000 Penalty: 13037.872070 Iteration 46Q: 3 clusters Score -8918950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40435 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -8918950.000000 Penalty: 13037.872070 Iteration 47F: 3 clusters Score -8918950 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Entering Unmasked Estep Score: -590244.625000 Penalty: 4901.035156 Iteration 0F: 2 clusters Score -590244.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -584630.750000 Penalty: 9802.070312 Iteration 0F: 3 clusters Score -584630.8 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -585443.062500 Penalty: 9802.070312 Iteration 1F: 3 clusters Score -585443.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -585761.687500 Penalty: 9802.070312 Iteration 2F: 3 clusters Score -585761.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -585965.187500 Penalty: 9802.070312 Iteration 3Q: 3 clusters Score -585965.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -586183.062500 Penalty: 9802.070312 Iteration 4Q: 3 clusters Score -586183.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -586508.875000 Penalty: 9802.070312 Iteration 5Q: 3 clusters Score -586508.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -586866.937500 Penalty: 9802.070312 Iteration 6Q: 3 clusters Score -586866.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -587275.500000 Penalty: 9802.070312 Iteration 7F: 3 clusters Score -587275.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -587747.062500 Penalty: 9802.070312 Iteration 8F: 3 clusters Score -587747.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -588177.625000 Penalty: 9802.070312 Iteration 9F: 3 clusters Score -588177.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -588457.125000 Penalty: 9802.070312 Iteration 10Q: 3 clusters Score -588457.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -588659.312500 Penalty: 9802.070312 Iteration 11Q: 3 clusters Score -588659.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -588794.812500 Penalty: 9802.070312 Iteration 12Q: 3 clusters Score -588794.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -588889.312500 Penalty: 9802.070312 Iteration 13Q: 3 clusters Score -588889.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -588956.062500 Penalty: 9802.070312 Iteration 14Q: 3 clusters Score -588956.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -588996.687500 Penalty: 9802.070312 Iteration 15Q: 3 clusters Score -588996.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -589036.500000 Penalty: 9802.070312 Iteration 16Q: 3 clusters Score -589036.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -589060.812500 Penalty: 9802.070312 Iteration 17Q: 3 clusters Score -589060.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -589093.875000 Penalty: 9802.070312 Iteration 18Q: 3 clusters Score -589093.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -589112.187500 Penalty: 9802.070312 Iteration 19Q: 3 clusters Score -589112.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -589122.625000 Penalty: 9802.070312 Iteration 20F: 3 clusters Score -589122.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -589127.000000 Penalty: 9802.070312 Iteration 21Q: 3 clusters Score -589127 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -589132.625000 Penalty: 9802.070312 Iteration 22Q: 3 clusters Score -589132.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -589140.812500 Penalty: 9802.070312 Iteration 23Q: 3 clusters Score -589140.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -589142.250000 Penalty: 9802.070312 Iteration 24Q: 3 clusters Score -589142.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -589142.250000 Penalty: 9802.070312 Iteration 25F: 3 clusters Score -589142.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Entering Unmasked Estep Score: -106776.031250 Penalty: 3854.719238 Iteration 0F: 2 clusters Score -106776 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -103287.539062 Penalty: 7709.438477 Iteration 0F: 3 clusters Score -103287.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -103458.992188 Penalty: 7709.438477 Iteration 1F: 3 clusters Score -103459 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -103490.101562 Penalty: 7709.438477 Iteration 2Q: 3 clusters Score -103490.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -103494.695312 Penalty: 7709.438477 Iteration 3Q: 3 clusters Score -103494.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -103494.695312 Penalty: 7709.438477 Iteration 4F: 3 clusters Score -103494.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Entering Unmasked Estep Score: -3289635.500000 Penalty: 5903.249512 Iteration 0F: 2 clusters Score -3289636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -3276048.500000 Penalty: 11806.499023 Iteration 0F: 3 clusters Score -3276048 nChanged 6034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -3279327.250000 Penalty: 11806.499023 Iteration 1F: 3 clusters Score -3279327 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -3279910.500000 Penalty: 11806.499023 Iteration 2F: 3 clusters Score -3279910 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -3280366.250000 Penalty: 11806.499023 Iteration 3Q: 3 clusters Score -3280366 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -3280827.500000 Penalty: 11806.499023 Iteration 4Q: 3 clusters Score -3280828 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -3281351.500000 Penalty: 11806.499023 Iteration 5Q: 3 clusters Score -3281352 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8733 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -3281898.750000 Penalty: 11806.499023 Iteration 6Q: 3 clusters Score -3281899 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -3282393.500000 Penalty: 11806.499023 Iteration 7Q: 3 clusters Score -3282394 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -3282801.500000 Penalty: 11806.499023 Iteration 8Q: 3 clusters Score -3282802 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -3283228.250000 Penalty: 11806.499023 Iteration 9Q: 3 clusters Score -3283228 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10558 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -3283671.250000 Penalty: 11806.499023 Iteration 10Q: 3 clusters Score -3283671 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -3284044.500000 Penalty: 11806.499023 Iteration 11Q: 3 clusters Score -3284044 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -3284385.250000 Penalty: 11806.499023 Iteration 12Q: 3 clusters Score -3284385 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -3284695.250000 Penalty: 11806.499023 Iteration 13Q: 3 clusters Score -3284695 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -3284943.500000 Penalty: 11806.499023 Iteration 14Q: 3 clusters Score -3284944 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12619 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -3285138.250000 Penalty: 11806.499023 Iteration 15Q: 3 clusters Score -3285138 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12843 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -3285292.250000 Penalty: 11806.499023 Iteration 16Q: 3 clusters Score -3285292 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -3285428.250000 Penalty: 11806.499023 Iteration 17Q: 3 clusters Score -3285428 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -3285512.500000 Penalty: 11806.499023 Iteration 18Q: 3 clusters Score -3285512 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13273 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -3285584.000000 Penalty: 11806.499023 Iteration 19Q: 3 clusters Score -3285584 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -3285658.500000 Penalty: 11806.499023 Iteration 20F: 3 clusters Score -3285658 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13454 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -3285725.250000 Penalty: 11806.499023 Iteration 21Q: 3 clusters Score -3285725 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -3285768.000000 Penalty: 11806.499023 Iteration 22Q: 3 clusters Score -3285768 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13578 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -3285796.000000 Penalty: 11806.499023 Iteration 23Q: 3 clusters Score -3285796 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -3285822.750000 Penalty: 11806.499023 Iteration 24Q: 3 clusters Score -3285823 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -3285839.750000 Penalty: 11806.499023 Iteration 25Q: 3 clusters Score -3285840 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -3285860.000000 Penalty: 11806.499023 Iteration 26Q: 3 clusters Score -3285860 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13700 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -3285874.000000 Penalty: 11806.499023 Iteration 27Q: 3 clusters Score -3285874 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13719 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -3285871.000000 Penalty: 11806.499023 Iteration 28Q: 3 clusters Score -3285871 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13739 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -3285881.000000 Penalty: 11806.499023 Iteration 29Q: 3 clusters Score -3285881 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13762 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -3285902.500000 Penalty: 11806.499023 Iteration 30Q: 3 clusters Score -3285902 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13782 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -3285903.000000 Penalty: 11806.499023 Iteration 31Q: 3 clusters Score -3285903 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -3285917.000000 Penalty: 11806.499023 Iteration 32Q: 3 clusters Score -3285917 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13810 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -3285921.500000 Penalty: 11806.499023 Iteration 33Q: 3 clusters Score -3285922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -3285930.000000 Penalty: 11806.499023 Iteration 34Q: 3 clusters Score -3285930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13824 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -3285931.750000 Penalty: 11806.499023 Iteration 35Q: 3 clusters Score -3285932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -3285932.250000 Penalty: 11806.499023 Iteration 36Q: 3 clusters Score -3285932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -3285933.750000 Penalty: 11806.499023 Iteration 37Q: 3 clusters Score -3285934 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13832 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -3285938.250000 Penalty: 11806.499023 Iteration 38Q: 3 clusters Score -3285938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -3285945.500000 Penalty: 11806.499023 Iteration 39Q: 3 clusters Score -3285946 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -3285944.250000 Penalty: 11806.499023 Iteration 40F: 3 clusters Score -3285944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13840 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -3285944.500000 Penalty: 11806.499023 Iteration 41Q: 3 clusters Score -3285944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13842 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -3285943.000000 Penalty: 11806.499023 Iteration 42Q: 3 clusters Score -3285943 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13842 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -3285943.000000 Penalty: 11806.499023 Iteration 43F: 3 clusters Score -3285943 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (53545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53545 members Entering Unmasked Estep Score: -11375327.000000 Penalty: 6669.070312 Iteration 0F: 2 clusters Score -1.137533e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26708 members Mstep: Class 2 contains 26837 members Entering Unmasked Estep Score: -11337493.000000 Penalty: 13338.140625 Iteration 0F: 3 clusters Score -1.133749e+07 nChanged 23543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26613 members Mstep: Class 2 contains 26932 members Entering Unmasked Estep Score: -11349651.000000 Penalty: 13338.140625 Iteration 1F: 3 clusters Score -1.134965e+07 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26583 members Mstep: Class 2 contains 26962 members Entering Unmasked Estep Score: -11350411.000000 Penalty: 13338.140625 Iteration 2Q: 3 clusters Score -1.135041e+07 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 27018 members Entering Unmasked Estep Score: -11351037.000000 Penalty: 13338.140625 Iteration 3Q: 3 clusters Score -1.135104e+07 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26462 members Mstep: Class 2 contains 27083 members Entering Unmasked Estep Score: -11351548.000000 Penalty: 13338.140625 Iteration 4Q: 3 clusters Score -1.135155e+07 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26338 members Mstep: Class 2 contains 27207 members Entering Unmasked Estep Score: -11351933.000000 Penalty: 13338.140625 Iteration 5Q: 3 clusters Score -1.135193e+07 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26241 members Mstep: Class 2 contains 27304 members Entering Unmasked Estep Score: -11352267.000000 Penalty: 13338.140625 Iteration 6Q: 3 clusters Score -1.135227e+07 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26106 members Mstep: Class 2 contains 27439 members Entering Unmasked Estep Score: -11352513.000000 Penalty: 13338.140625 Iteration 7Q: 3 clusters Score -1.135251e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25980 members Mstep: Class 2 contains 27565 members Entering Unmasked Estep Score: -11352796.000000 Penalty: 13338.140625 Iteration 8Q: 3 clusters Score -1.13528e+07 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25778 members Mstep: Class 2 contains 27767 members Entering Unmasked Estep Score: -11353061.000000 Penalty: 13338.140625 Iteration 9Q: 3 clusters Score -1.135306e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25538 members Mstep: Class 2 contains 28007 members Entering Unmasked Estep Score: -11353250.000000 Penalty: 13338.140625 Iteration 10Q: 3 clusters Score -1.135325e+07 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25304 members Mstep: Class 2 contains 28241 members Entering Unmasked Estep Score: -11353457.000000 Penalty: 13338.140625 Iteration 11Q: 3 clusters Score -1.135346e+07 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24960 members Mstep: Class 2 contains 28585 members Entering Unmasked Estep Score: -11353738.000000 Penalty: 13338.140625 Iteration 12Q: 3 clusters Score -1.135374e+07 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24535 members Mstep: Class 2 contains 29010 members Entering Unmasked Estep Score: -11353987.000000 Penalty: 13338.140625 Iteration 13Q: 3 clusters Score -1.135399e+07 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 29502 members Entering Unmasked Estep Score: -11354237.000000 Penalty: 13338.140625 Iteration 14Q: 3 clusters Score -1.135424e+07 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23438 members Mstep: Class 2 contains 30107 members Entering Unmasked Estep Score: -11354541.000000 Penalty: 13338.140625 Iteration 15Q: 3 clusters Score -1.135454e+07 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22632 members Mstep: Class 2 contains 30913 members Entering Unmasked Estep Score: -11354925.000000 Penalty: 13338.140625 Iteration 16Q: 3 clusters Score -1.135492e+07 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21638 members Mstep: Class 2 contains 31907 members Entering Unmasked Estep Score: -11355483.000000 Penalty: 13338.140625 Iteration 17Q: 3 clusters Score -1.135548e+07 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20386 members Mstep: Class 2 contains 33159 members Entering Unmasked Estep Score: -11356180.000000 Penalty: 13338.140625 Iteration 18Q: 3 clusters Score -1.135618e+07 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18895 members Mstep: Class 2 contains 34650 members Entering Unmasked Estep Score: -11357089.000000 Penalty: 13338.140625 Iteration 19Q: 3 clusters Score -1.135709e+07 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17083 members Mstep: Class 2 contains 36462 members Entering Unmasked Estep Score: -11358329.000000 Penalty: 13338.140625 Iteration 20F: 3 clusters Score -1.135833e+07 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15051 members Mstep: Class 2 contains 38494 members Entering Unmasked Estep Score: -11359699.000000 Penalty: 13338.140625 Iteration 21Q: 3 clusters Score -1.13597e+07 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12700 members Mstep: Class 2 contains 40845 members Entering Unmasked Estep Score: -11361306.000000 Penalty: 13338.140625 Iteration 22Q: 3 clusters Score -1.136131e+07 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 43216 members Entering Unmasked Estep Score: -11363045.000000 Penalty: 13338.140625 Iteration 23Q: 3 clusters Score -1.136304e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 45430 members Entering Unmasked Estep Score: -11364665.000000 Penalty: 13338.140625 Iteration 24Q: 3 clusters Score -1.136466e+07 nChanged 1938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 47294 members Entering Unmasked Estep Score: -11365993.000000 Penalty: 13338.140625 Iteration 25Q: 3 clusters Score -1.136599e+07 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 48725 members Entering Unmasked Estep Score: -11366987.000000 Penalty: 13338.140625 Iteration 26Q: 3 clusters Score -1.136699e+07 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 49760 members Entering Unmasked Estep Score: -11367679.000000 Penalty: 13338.140625 Iteration 27Q: 3 clusters Score -1.136768e+07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 50482 members Entering Unmasked Estep Score: -11368171.000000 Penalty: 13338.140625 Iteration 28Q: 3 clusters Score -1.136817e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 50962 members Entering Unmasked Estep Score: -11368559.000000 Penalty: 13338.140625 Iteration 29Q: 3 clusters Score -1.136856e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 51296 members Entering Unmasked Estep Score: -11368808.000000 Penalty: 13338.140625 Iteration 30Q: 3 clusters Score -1.136881e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 51531 members Entering Unmasked Estep Score: -11368977.000000 Penalty: 13338.140625 Iteration 31Q: 3 clusters Score -1.136898e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 51668 members Entering Unmasked Estep Score: -11369102.000000 Penalty: 13338.140625 Iteration 32Q: 3 clusters Score -1.13691e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 51762 members Entering Unmasked Estep Score: -11369181.000000 Penalty: 13338.140625 Iteration 33Q: 3 clusters Score -1.136918e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 51851 members Entering Unmasked Estep Score: -11369242.000000 Penalty: 13338.140625 Iteration 34Q: 3 clusters Score -1.136924e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 51912 members Entering Unmasked Estep Score: -11369323.000000 Penalty: 13338.140625 Iteration 35Q: 3 clusters Score -1.136932e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 51973 members Entering Unmasked Estep Score: -11369376.000000 Penalty: 13338.140625 Iteration 36Q: 3 clusters Score -1.136938e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 52017 members Entering Unmasked Estep Score: -11369423.000000 Penalty: 13338.140625 Iteration 37Q: 3 clusters Score -1.136942e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 52043 members Entering Unmasked Estep Score: -11369455.000000 Penalty: 13338.140625 Iteration 38Q: 3 clusters Score -1.136946e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 52071 members Entering Unmasked Estep Score: -11369462.000000 Penalty: 13338.140625 Iteration 39Q: 3 clusters Score -1.136946e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 52095 members Entering Unmasked Estep Score: -11369466.000000 Penalty: 13338.140625 Iteration 40F: 3 clusters Score -1.136947e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 52115 members Entering Unmasked Estep Score: -11369490.000000 Penalty: 13338.140625 Iteration 41Q: 3 clusters Score -1.136949e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 52127 members Entering Unmasked Estep Score: -11369519.000000 Penalty: 13338.140625 Iteration 42Q: 3 clusters Score -1.136952e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 52146 members Entering Unmasked Estep Score: -11369512.000000 Penalty: 13338.140625 Iteration 43Q: 3 clusters Score -1.136951e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 52163 members Entering Unmasked Estep Score: -11369534.000000 Penalty: 13338.140625 Iteration 44Q: 3 clusters Score -1.136953e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 52179 members Entering Unmasked Estep Score: -11369544.000000 Penalty: 13338.140625 Iteration 45Q: 3 clusters Score -1.136954e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 52184 members Entering Unmasked Estep Score: -11369538.000000 Penalty: 13338.140625 Iteration 46Q: 3 clusters Score -1.136954e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 52195 members Entering Unmasked Estep Score: -11369566.000000 Penalty: 13338.140625 Iteration 47Q: 3 clusters Score -1.136957e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 52201 members Entering Unmasked Estep Score: -11369578.000000 Penalty: 13338.140625 Iteration 48Q: 3 clusters Score -1.136958e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 52207 members Entering Unmasked Estep Score: -11369568.000000 Penalty: 13338.140625 Iteration 49Q: 3 clusters Score -1.136957e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 52215 members Entering Unmasked Estep Score: -11369583.000000 Penalty: 13338.140625 Iteration 50Q: 3 clusters Score -1.136958e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 52219 members Entering Unmasked Estep Score: -11369598.000000 Penalty: 13338.140625 Iteration 51Q: 3 clusters Score -1.13696e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 52222 members Entering Unmasked Estep Score: -11369597.000000 Penalty: 13338.140625 Iteration 52Q: 3 clusters Score -1.13696e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 52225 members Entering Unmasked Estep Score: -11369598.000000 Penalty: 13338.140625 Iteration 53Q: 3 clusters Score -1.13696e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 52227 members Entering Unmasked Estep Score: -11369593.000000 Penalty: 13338.140625 Iteration 54Q: 3 clusters Score -1.136959e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 52230 members Entering Unmasked Estep Score: -11369594.000000 Penalty: 13338.140625 Iteration 55Q: 3 clusters Score -1.136959e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 52234 members Entering Unmasked Estep Score: -11369598.000000 Penalty: 13338.140625 Iteration 56Q: 3 clusters Score -1.13696e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 52235 members Entering Unmasked Estep Score: -11369605.000000 Penalty: 13338.140625 Iteration 57Q: 3 clusters Score -1.13696e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 52236 members Entering Unmasked Estep Score: -11369603.000000 Penalty: 13338.140625 Iteration 58Q: 3 clusters Score -1.13696e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 52238 members Entering Unmasked Estep Score: -11369615.000000 Penalty: 13338.140625 Iteration 59Q: 3 clusters Score -1.136962e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 52238 members Entering Unmasked Estep Score: -11369615.000000 Penalty: 13338.140625 Iteration 60F: 3 clusters Score -1.136962e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Entering Unmasked Estep Score: -517324.281250 Penalty: 4786.319824 Iteration 0F: 2 clusters Score -517324.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -512013.781250 Penalty: 9572.639648 Iteration 0F: 3 clusters Score -512013.8 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -512605.781250 Penalty: 9572.639648 Iteration 1F: 3 clusters Score -512605.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -512825.593750 Penalty: 9572.639648 Iteration 2F: 3 clusters Score -512825.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -512934.781250 Penalty: 9572.639648 Iteration 3Q: 3 clusters Score -512934.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -512998.750000 Penalty: 9572.639648 Iteration 4Q: 3 clusters Score -512998.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -513040.343750 Penalty: 9572.639648 Iteration 5Q: 3 clusters Score -513040.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -513066.343750 Penalty: 9572.639648 Iteration 6Q: 3 clusters Score -513066.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -513083.250000 Penalty: 9572.639648 Iteration 7Q: 3 clusters Score -513083.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -513103.812500 Penalty: 9572.639648 Iteration 8Q: 3 clusters Score -513103.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -513116.125000 Penalty: 9572.639648 Iteration 9Q: 3 clusters Score -513116.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -513122.875000 Penalty: 9572.639648 Iteration 10Q: 3 clusters Score -513122.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -513127.906250 Penalty: 9572.639648 Iteration 11Q: 3 clusters Score -513127.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -513129.562500 Penalty: 9572.639648 Iteration 12Q: 3 clusters Score -513129.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -513129.562500 Penalty: 9572.639648 Iteration 13F: 3 clusters Score -513129.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (94175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94175 members Entering Unmasked Estep Score: -19991934.000000 Penalty: 7014.907715 Iteration 0F: 2 clusters Score -1.999193e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47187 members Mstep: Class 2 contains 46988 members Entering Unmasked Estep Score: -19927640.000000 Penalty: 14029.815430 Iteration 0F: 3 clusters Score -1.992764e+07 nChanged 42949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47900 members Mstep: Class 2 contains 46275 members Entering Unmasked Estep Score: -19950964.000000 Penalty: 14029.815430 Iteration 1F: 3 clusters Score -1.995096e+07 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48338 members Mstep: Class 2 contains 45837 members Entering Unmasked Estep Score: -19951906.000000 Penalty: 14029.815430 Iteration 2Q: 3 clusters Score -1.995191e+07 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48939 members Mstep: Class 2 contains 45236 members Entering Unmasked Estep Score: -19952908.000000 Penalty: 14029.815430 Iteration 3Q: 3 clusters Score -1.995291e+07 nChanged 3167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49866 members Mstep: Class 2 contains 44309 members Entering Unmasked Estep Score: -19953842.000000 Penalty: 14029.815430 Iteration 4Q: 3 clusters Score -1.995384e+07 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51106 members Mstep: Class 2 contains 43069 members Entering Unmasked Estep Score: -19954622.000000 Penalty: 14029.815430 Iteration 5Q: 3 clusters Score -1.995462e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52769 members Mstep: Class 2 contains 41406 members Entering Unmasked Estep Score: -19955342.000000 Penalty: 14029.815430 Iteration 6Q: 3 clusters Score -1.995534e+07 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55012 members Mstep: Class 2 contains 39163 members Entering Unmasked Estep Score: -19956356.000000 Penalty: 14029.815430 Iteration 7Q: 3 clusters Score -1.995636e+07 nChanged 3428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57944 members Mstep: Class 2 contains 36231 members Entering Unmasked Estep Score: -19957626.000000 Penalty: 14029.815430 Iteration 8Q: 3 clusters Score -1.995763e+07 nChanged 4075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61739 members Mstep: Class 2 contains 32436 members Entering Unmasked Estep Score: -19959508.000000 Penalty: 14029.815430 Iteration 9Q: 3 clusters Score -1.995951e+07 nChanged 5204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66759 members Mstep: Class 2 contains 27416 members Entering Unmasked Estep Score: -19962708.000000 Penalty: 14029.815430 Iteration 10F: 3 clusters Score -1.996271e+07 nChanged 6256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72925 members Mstep: Class 2 contains 21250 members Entering Unmasked Estep Score: -19967258.000000 Penalty: 14029.815430 Iteration 11F: 3 clusters Score -1.996726e+07 nChanged 6602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79469 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -19972606.000000 Penalty: 14029.815430 Iteration 12F: 3 clusters Score -1.997261e+07 nChanged 5833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85274 members Mstep: Class 2 contains 8901 members Entering Unmasked Estep Score: -19977938.000000 Penalty: 14029.815430 Iteration 13F: 3 clusters Score -1.997794e+07 nChanged 4111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89369 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -19981758.000000 Penalty: 14029.815430 Iteration 14Q: 3 clusters Score -1.998176e+07 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91629 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -19983782.000000 Penalty: 14029.815430 Iteration 15Q: 3 clusters Score -1.998378e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92629 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -19984666.000000 Penalty: 14029.815430 Iteration 16Q: 3 clusters Score -1.998467e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93069 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -19985106.000000 Penalty: 14029.815430 Iteration 17Q: 3 clusters Score -1.998511e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93264 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -19985406.000000 Penalty: 14029.815430 Iteration 18Q: 3 clusters Score -1.998541e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93364 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -19985528.000000 Penalty: 14029.815430 Iteration 19Q: 3 clusters Score -1.998553e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93426 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -19985624.000000 Penalty: 14029.815430 Iteration 20F: 3 clusters Score -1.998562e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93465 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -19985672.000000 Penalty: 14029.815430 Iteration 21Q: 3 clusters Score -1.998567e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93486 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -19985754.000000 Penalty: 14029.815430 Iteration 22Q: 3 clusters Score -1.998575e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93505 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -19985766.000000 Penalty: 14029.815430 Iteration 23Q: 3 clusters Score -1.998577e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93518 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -19985796.000000 Penalty: 14029.815430 Iteration 24Q: 3 clusters Score -1.99858e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93526 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -19985798.000000 Penalty: 14029.815430 Iteration 25Q: 3 clusters Score -1.99858e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93532 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -19985820.000000 Penalty: 14029.815430 Iteration 26Q: 3 clusters Score -1.998582e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93534 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -19985836.000000 Penalty: 14029.815430 Iteration 27Q: 3 clusters Score -1.998584e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93535 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -19985836.000000 Penalty: 14029.815430 Iteration 28Q: 3 clusters Score -1.998584e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93537 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -19985828.000000 Penalty: 14029.815430 Iteration 29Q: 3 clusters Score -1.998583e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93538 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -19985822.000000 Penalty: 14029.815430 Iteration 30Q: 3 clusters Score -1.998582e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93541 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -19985840.000000 Penalty: 14029.815430 Iteration 31Q: 3 clusters Score -1.998584e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93542 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -19985846.000000 Penalty: 14029.815430 Iteration 32Q: 3 clusters Score -1.998585e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93544 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -19985842.000000 Penalty: 14029.815430 Iteration 33Q: 3 clusters Score -1.998584e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93545 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -19985854.000000 Penalty: 14029.815430 Iteration 34Q: 3 clusters Score -1.998585e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93545 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -19985850.000000 Penalty: 14029.815430 Iteration 35Q: 3 clusters Score -1.998585e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93545 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -19985850.000000 Penalty: 14029.815430 Iteration 36F: 3 clusters Score -1.998585e+07 nChanged 0 --- Evaluating fit on full set of 1715121 points --- Entering Unmasked Estep Score: -358721088.000000 Penalty: 175848.671875 20->21 Clusters: Score -358721088.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 571707 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28440 members Mstep: Class 2 contains 28528 members Mstep: Class 3 contains 28656 members Mstep: Class 4 contains 28614 members Mstep: Class 5 contains 28553 members Mstep: Class 6 contains 28453 members Mstep: Class 7 contains 28670 members Mstep: Class 8 contains 28401 members Mstep: Class 9 contains 28425 members Mstep: Class 10 contains 28630 members Mstep: Class 11 contains 28513 members Mstep: Class 12 contains 28372 members Mstep: Class 13 contains 28989 members Mstep: Class 14 contains 28426 members Mstep: Class 15 contains 28984 members Mstep: Class 16 contains 28736 members Mstep: Class 17 contains 28699 members Mstep: Class 18 contains 28411 members Mstep: Class 19 contains 28724 members Mstep: Class 20 contains 28483 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 712.739136 but Gain 8119.531250 Score: -113677240.000000 Penalty: 154271.140625 Iteration 0F: 20 clusters Score -1.136772e+08 nChanged 539806 Entering Unmasked Mstep Mstep: Class 0 contains 2368 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 9407 members Mstep: Class 3 contains 14256 members Mstep: Class 4 contains 97081 members Mstep: Class 5 contains 38022 members Mstep: Class 6 contains 4666 members Mstep: Class 7 contains 14223 members Mstep: Class 8 contains 15507 members Mstep: Class 9 contains 50828 members Mstep: Class 10 contains 8091 members Mstep: Class 11 contains 23509 members Mstep: Class 12 contains 21554 members Mstep: Class 13 contains 25963 members Mstep: Class 14 contains 32885 members Mstep: Class 15 contains 51420 members Mstep: Class 16 contains 28893 members Mstep: Class 17 contains 3770 members Mstep: Class 19 contains 16579 members Mstep: Class 20 contains 101105 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1918.210571 but Gain 8119.531250 Score: -117483688.000000 Penalty: 146151.609375 Iteration 1F: 19 clusters Score -1.174837e+08 nChanged 225512 Entering Unmasked Mstep Mstep: Class 0 contains 2221 members Mstep: Class 1 contains 9695 members Mstep: Class 3 contains 3216 members Mstep: Class 4 contains 106118 members Mstep: Class 5 contains 40360 members Mstep: Class 6 contains 6199 members Mstep: Class 7 contains 6274 members Mstep: Class 8 contains 4071 members Mstep: Class 9 contains 42995 members Mstep: Class 10 contains 1111 members Mstep: Class 11 contains 22758 members Mstep: Class 12 contains 17300 members Mstep: Class 13 contains 23691 members Mstep: Class 14 contains 34809 members Mstep: Class 15 contains 62591 members Mstep: Class 16 contains 32650 members Mstep: Class 17 contains 959 members Mstep: Class 19 contains 14095 members Mstep: Class 20 contains 140594 members Entering Unmasked Estep ConsiderDeletion Score: -118146536.000000 Penalty: 146151.609375 Iteration 2F: 19 clusters Score -1.181465e+08 nChanged 152752 Entering Unmasked Mstep Mstep: Class 0 contains 1745 members Mstep: Class 1 contains 7512 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 94672 members Mstep: Class 5 contains 37502 members Mstep: Class 6 contains 7383 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 2047 members Mstep: Class 9 contains 45809 members Mstep: Class 10 contains 605 members Mstep: Class 11 contains 20274 members Mstep: Class 12 contains 18473 members Mstep: Class 13 contains 23447 members Mstep: Class 14 contains 38026 members Mstep: Class 15 contains 58517 members Mstep: Class 16 contains 53411 members Mstep: Class 17 contains 1900 members Mstep: Class 19 contains 11056 members Mstep: Class 20 contains 144903 members Entering Unmasked Estep ConsiderDeletion Score: -118521136.000000 Penalty: 146151.609375 Iteration 3F: 19 clusters Score -1.185211e+08 nChanged 115493 Entering Unmasked Mstep Mstep: Class 0 contains 882 members Mstep: Class 1 contains 7611 members Mstep: Class 3 contains 1590 members Mstep: Class 4 contains 86873 members Mstep: Class 5 contains 34233 members Mstep: Class 6 contains 7174 members Mstep: Class 7 contains 1891 members Mstep: Class 8 contains 1543 members Mstep: Class 9 contains 48146 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 18804 members Mstep: Class 12 contains 16414 members Mstep: Class 13 contains 20703 members Mstep: Class 14 contains 45196 members Mstep: Class 15 contains 52048 members Mstep: Class 16 contains 70419 members Mstep: Class 17 contains 1973 members Mstep: Class 19 contains 11173 members Mstep: Class 20 contains 143960 members Entering Unmasked Estep ConsiderDeletion Score: -118795176.000000 Penalty: 146151.609375 Iteration 4F: 19 clusters Score -1.187952e+08 nChanged 87242 Entering Unmasked Mstep Mstep: Class 0 contains 269 members Mstep: Class 1 contains 8185 members Mstep: Class 3 contains 1513 members Mstep: Class 4 contains 81112 members Mstep: Class 5 contains 30951 members Mstep: Class 6 contains 6454 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 1345 members Mstep: Class 9 contains 46443 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 16958 members Mstep: Class 12 contains 14442 members Mstep: Class 13 contains 18726 members Mstep: Class 14 contains 51865 members Mstep: Class 15 contains 46513 members Mstep: Class 16 contains 81556 members Mstep: Class 17 contains 1976 members Mstep: Class 19 contains 14468 members Mstep: Class 20 contains 145925 members Entering Unmasked Estep ConsiderDeletion Score: -118934568.000000 Penalty: 146151.609375 Iteration 5F: 19 clusters Score -1.189346e+08 nChanged 67616 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 8952 members Mstep: Class 3 contains 1450 members Mstep: Class 4 contains 77282 members Mstep: Class 5 contains 26286 members Mstep: Class 6 contains 5776 members Mstep: Class 7 contains 1550 members Mstep: Class 8 contains 1280 members Mstep: Class 9 contains 43401 members Mstep: Class 10 contains 1268 members Mstep: Class 11 contains 14572 members Mstep: Class 12 contains 12966 members Mstep: Class 13 contains 17594 members Mstep: Class 14 contains 56642 members Mstep: Class 15 contains 43805 members Mstep: Class 16 contains 89694 members Mstep: Class 17 contains 1781 members Mstep: Class 19 contains 19145 members Mstep: Class 20 contains 148125 members Entering Unmasked Estep ConsiderDeletion Score: -119019136.000000 Penalty: 146151.609375 Iteration 6F: 19 clusters Score -1.190191e+08 nChanged 53274 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9427 members Mstep: Class 3 contains 1411 members Mstep: Class 4 contains 74803 members Mstep: Class 5 contains 21475 members Mstep: Class 6 contains 5131 members Mstep: Class 7 contains 1313 members Mstep: Class 8 contains 1252 members Mstep: Class 9 contains 39837 members Mstep: Class 10 contains 1276 members Mstep: Class 11 contains 11333 members Mstep: Class 12 contains 12046 members Mstep: Class 13 contains 16772 members Mstep: Class 14 contains 59105 members Mstep: Class 15 contains 45059 members Mstep: Class 16 contains 97386 members Mstep: Class 17 contains 1704 members Mstep: Class 19 contains 23884 members Mstep: Class 20 contains 148417 members Entering Unmasked Estep ConsiderDeletion Score: -119070608.000000 Penalty: 146151.609375 Iteration 7F: 19 clusters Score -1.190706e+08 nChanged 41350 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 9634 members Mstep: Class 3 contains 1391 members Mstep: Class 4 contains 72565 members Mstep: Class 5 contains 17887 members Mstep: Class 6 contains 4629 members Mstep: Class 7 contains 1097 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 36199 members Mstep: Class 10 contains 1277 members Mstep: Class 11 contains 7840 members Mstep: Class 12 contains 11500 members Mstep: Class 13 contains 16223 members Mstep: Class 14 contains 59944 members Mstep: Class 15 contains 48198 members Mstep: Class 16 contains 104892 members Mstep: Class 17 contains 1667 members Mstep: Class 19 contains 28025 members Mstep: Class 20 contains 147421 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 6211.691406 but Gain 8119.531250 Score: -119105392.000000 Penalty: 138032.078125 Iteration 8F: 18 clusters Score -1.191054e+08 nChanged 36418 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 9786 members Mstep: Class 3 contains 1381 members Mstep: Class 4 contains 70716 members Mstep: Class 5 contains 15425 members Mstep: Class 6 contains 4303 members Mstep: Class 7 contains 926 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 32584 members Mstep: Class 10 contains 1278 members Mstep: Class 12 contains 11202 members Mstep: Class 13 contains 15910 members Mstep: Class 14 contains 61717 members Mstep: Class 15 contains 53004 members Mstep: Class 16 contains 112274 members Mstep: Class 17 contains 1660 members Mstep: Class 19 contains 31405 members Mstep: Class 20 contains 146822 members Entering Unmasked Estep ConsiderDeletion Score: -119133896.000000 Penalty: 138032.078125 Iteration 9F: 18 clusters Score -1.191339e+08 nChanged 23574 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9876 members Mstep: Class 3 contains 1378 members Mstep: Class 4 contains 67914 members Mstep: Class 5 contains 13627 members Mstep: Class 6 contains 4044 members Mstep: Class 7 contains 829 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 29093 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 11113 members Mstep: Class 13 contains 15598 members Mstep: Class 14 contains 61794 members Mstep: Class 15 contains 53902 members Mstep: Class 16 contains 119809 members Mstep: Class 17 contains 1663 members Mstep: Class 19 contains 34173 members Mstep: Class 20 contains 144303 members Entering Unmasked Estep ConsiderDeletion Score: -119147656.000000 Penalty: 138032.078125 Iteration 10Q: 18 clusters Score -1.191477e+08 nChanged 19357 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9950 members Mstep: Class 3 contains 1377 members Mstep: Class 4 contains 64912 members Mstep: Class 5 contains 12651 members Mstep: Class 6 contains 3898 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 25580 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 11154 members Mstep: Class 13 contains 15366 members Mstep: Class 14 contains 62119 members Mstep: Class 15 contains 54620 members Mstep: Class 16 contains 127126 members Mstep: Class 17 contains 1665 members Mstep: Class 19 contains 36156 members Mstep: Class 20 contains 141778 members Entering Unmasked Estep ConsiderDeletion Score: -119158848.000000 Penalty: 138032.078125 Iteration 11Q: 18 clusters Score -1.191588e+08 nChanged 16687 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9960 members Mstep: Class 3 contains 1377 members Mstep: Class 4 contains 61942 members Mstep: Class 5 contains 12598 members Mstep: Class 6 contains 3800 members Mstep: Class 7 contains 735 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 22242 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 11235 members Mstep: Class 13 contains 15206 members Mstep: Class 14 contains 62456 members Mstep: Class 15 contains 55311 members Mstep: Class 16 contains 133876 members Mstep: Class 17 contains 1665 members Mstep: Class 19 contains 37455 members Mstep: Class 20 contains 139258 members Entering Unmasked Estep ConsiderDeletion Score: -119168336.000000 Penalty: 138032.078125 Iteration 12Q: 18 clusters Score -1.191683e+08 nChanged 14749 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9926 members Mstep: Class 3 contains 1377 members Mstep: Class 4 contains 58999 members Mstep: Class 5 contains 12986 members Mstep: Class 6 contains 3771 members Mstep: Class 7 contains 711 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 19061 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 11397 members Mstep: Class 13 contains 15015 members Mstep: Class 14 contains 62881 members Mstep: Class 15 contains 55902 members Mstep: Class 16 contains 140075 members Mstep: Class 17 contains 1665 members Mstep: Class 19 contains 38241 members Mstep: Class 20 contains 137109 members Entering Unmasked Estep ConsiderDeletion Score: -119175896.000000 Penalty: 138032.078125 Iteration 13Q: 18 clusters Score -1.191759e+08 nChanged 13023 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9809 members Mstep: Class 3 contains 1376 members Mstep: Class 4 contains 56153 members Mstep: Class 5 contains 13410 members Mstep: Class 6 contains 3781 members Mstep: Class 7 contains 695 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 16102 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 11693 members Mstep: Class 13 contains 14776 members Mstep: Class 14 contains 63387 members Mstep: Class 15 contains 56438 members Mstep: Class 16 contains 145530 members Mstep: Class 17 contains 1664 members Mstep: Class 19 contains 38749 members Mstep: Class 20 contains 135553 members Entering Unmasked Estep ConsiderDeletion Score: -119181904.000000 Penalty: 138032.078125 Iteration 14Q: 18 clusters Score -1.191819e+08 nChanged 11302 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9629 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 53478 members Mstep: Class 5 contains 13748 members Mstep: Class 6 contains 3859 members Mstep: Class 7 contains 685 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 13570 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 12022 members Mstep: Class 13 contains 14555 members Mstep: Class 14 contains 63823 members Mstep: Class 15 contains 56911 members Mstep: Class 16 contains 150089 members Mstep: Class 17 contains 1663 members Mstep: Class 19 contains 39106 members Mstep: Class 20 contains 134605 members Entering Unmasked Estep ConsiderDeletion Score: -119187960.000000 Penalty: 138032.078125 Iteration 15Q: 18 clusters Score -1.19188e+08 nChanged 9635 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9408 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 50998 members Mstep: Class 5 contains 14001 members Mstep: Class 6 contains 3920 members Mstep: Class 7 contains 681 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 11528 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 12408 members Mstep: Class 13 contains 14284 members Mstep: Class 14 contains 64233 members Mstep: Class 15 contains 57301 members Mstep: Class 16 contains 153753 members Mstep: Class 17 contains 1663 members Mstep: Class 19 contains 39434 members Mstep: Class 20 contains 134131 members Entering Unmasked Estep ConsiderDeletion Score: -119192576.000000 Penalty: 138032.078125 Iteration 16Q: 18 clusters Score -1.191926e+08 nChanged 8256 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9234 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 48816 members Mstep: Class 5 contains 14200 members Mstep: Class 6 contains 3891 members Mstep: Class 7 contains 670 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 9989 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 12796 members Mstep: Class 13 contains 13969 members Mstep: Class 14 contains 64567 members Mstep: Class 15 contains 57681 members Mstep: Class 16 contains 156590 members Mstep: Class 17 contains 1661 members Mstep: Class 19 contains 39741 members Mstep: Class 20 contains 133938 members Entering Unmasked Estep ConsiderDeletion Score: -119197000.000000 Penalty: 138032.078125 Iteration 17Q: 18 clusters Score -1.19197e+08 nChanged 7017 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9096 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 46905 members Mstep: Class 5 contains 14355 members Mstep: Class 6 contains 3782 members Mstep: Class 7 contains 660 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 8982 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 13114 members Mstep: Class 13 contains 13657 members Mstep: Class 14 contains 64870 members Mstep: Class 15 contains 58051 members Mstep: Class 16 contains 158665 members Mstep: Class 17 contains 1655 members Mstep: Class 19 contains 40041 members Mstep: Class 20 contains 133910 members Entering Unmasked Estep ConsiderDeletion Score: -119201232.000000 Penalty: 138032.078125 Iteration 18Q: 18 clusters Score -1.192012e+08 nChanged 5969 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 8958 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 45239 members Mstep: Class 5 contains 14462 members Mstep: Class 6 contains 3633 members Mstep: Class 7 contains 657 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 8452 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 13368 members Mstep: Class 13 contains 13355 members Mstep: Class 14 contains 65110 members Mstep: Class 15 contains 58389 members Mstep: Class 16 contains 160129 members Mstep: Class 17 contains 1647 members Mstep: Class 19 contains 40370 members Mstep: Class 20 contains 133974 members Entering Unmasked Estep ConsiderDeletion Score: -119205880.000000 Penalty: 138032.078125 Iteration 19Q: 18 clusters Score -1.192059e+08 nChanged 5130 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 8913 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 43840 members Mstep: Class 5 contains 14532 members Mstep: Class 6 contains 3388 members Mstep: Class 7 contains 661 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 8169 members Mstep: Class 10 contains 1280 members Mstep: Class 12 contains 13557 members Mstep: Class 13 contains 13139 members Mstep: Class 14 contains 65276 members Mstep: Class 15 contains 58693 members Mstep: Class 16 contains 161175 members Mstep: Class 17 contains 1636 members Mstep: Class 19 contains 40663 members Mstep: Class 20 contains 134101 members Entering Unmasked Estep ConsiderDeletion Score: -119208896.000000 Penalty: 138032.078125 Iteration 20F: 18 clusters Score -1.192089e+08 nChanged 4655 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8931 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 42579 members Mstep: Class 5 contains 14588 members Mstep: Class 6 contains 3112 members Mstep: Class 7 contains 656 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 8323 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 12876 members Mstep: Class 14 contains 65336 members Mstep: Class 15 contains 58883 members Mstep: Class 16 contains 161922 members Mstep: Class 17 contains 1629 members Mstep: Class 19 contains 40940 members Mstep: Class 20 contains 134241 members Entering Unmasked Estep ConsiderDeletion Score: -119211352.000000 Penalty: 138032.078125 Iteration 21Q: 18 clusters Score -1.192114e+08 nChanged 4026 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8931 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 41479 members Mstep: Class 5 contains 14638 members Mstep: Class 6 contains 2928 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 8585 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 13879 members Mstep: Class 13 contains 12638 members Mstep: Class 14 contains 65273 members Mstep: Class 15 contains 59104 members Mstep: Class 16 contains 162462 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41166 members Mstep: Class 20 contains 134383 members Entering Unmasked Estep ConsiderDeletion Score: -119213360.000000 Penalty: 138032.078125 Iteration 22Q: 18 clusters Score -1.192134e+08 nChanged 3512 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8920 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 40462 members Mstep: Class 5 contains 14676 members Mstep: Class 6 contains 2857 members Mstep: Class 7 contains 647 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 8947 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 13989 members Mstep: Class 13 contains 12448 members Mstep: Class 14 contains 65168 members Mstep: Class 15 contains 59318 members Mstep: Class 16 contains 162825 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41362 members Mstep: Class 20 contains 134497 members Entering Unmasked Estep ConsiderDeletion Score: -119215000.000000 Penalty: 138032.078125 Iteration 23Q: 18 clusters Score -1.19215e+08 nChanged 3065 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8900 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 39604 members Mstep: Class 5 contains 14706 members Mstep: Class 6 contains 2834 members Mstep: Class 7 contains 643 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 9370 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14103 members Mstep: Class 13 contains 12274 members Mstep: Class 14 contains 64995 members Mstep: Class 15 contains 59519 members Mstep: Class 16 contains 163053 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41566 members Mstep: Class 20 contains 134549 members Entering Unmasked Estep ConsiderDeletion Score: -119216296.000000 Penalty: 138032.078125 Iteration 24Q: 18 clusters Score -1.192163e+08 nChanged 2722 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8880 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 38868 members Mstep: Class 5 contains 14727 members Mstep: Class 6 contains 2820 members Mstep: Class 7 contains 638 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 9878 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14190 members Mstep: Class 13 contains 12104 members Mstep: Class 14 contains 64790 members Mstep: Class 15 contains 59692 members Mstep: Class 16 contains 163245 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41732 members Mstep: Class 20 contains 134552 members Entering Unmasked Estep ConsiderDeletion Score: -119217328.000000 Penalty: 138032.078125 Iteration 25Q: 18 clusters Score -1.192173e+08 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8871 members Mstep: Class 3 contains 1373 members Mstep: Class 4 contains 38277 members Mstep: Class 5 contains 14745 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 629 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 10356 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14293 members Mstep: Class 13 contains 11954 members Mstep: Class 14 contains 64587 members Mstep: Class 15 contains 59864 members Mstep: Class 16 contains 163369 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41831 members Mstep: Class 20 contains 134529 members Entering Unmasked Estep ConsiderDeletion Score: -119217096.000000 Penalty: 138032.078125 Iteration 26Q: 18 clusters Score -1.192171e+08 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8862 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 37817 members Mstep: Class 5 contains 14760 members Mstep: Class 6 contains 2808 members Mstep: Class 7 contains 623 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 10756 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14381 members Mstep: Class 13 contains 11857 members Mstep: Class 14 contains 64417 members Mstep: Class 15 contains 60016 members Mstep: Class 16 contains 163473 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41903 members Mstep: Class 20 contains 134444 members Entering Unmasked Estep ConsiderDeletion Score: -119217624.000000 Penalty: 138032.078125 Iteration 27Q: 18 clusters Score -1.192176e+08 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8864 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 37467 members Mstep: Class 5 contains 14774 members Mstep: Class 6 contains 2807 members Mstep: Class 7 contains 624 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 11147 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14449 members Mstep: Class 13 contains 11765 members Mstep: Class 14 contains 64216 members Mstep: Class 15 contains 60157 members Mstep: Class 16 contains 163533 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41959 members Mstep: Class 20 contains 134355 members Entering Unmasked Estep ConsiderDeletion Score: -119218152.000000 Penalty: 138032.078125 Iteration 28Q: 18 clusters Score -1.192182e+08 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8858 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 37225 members Mstep: Class 5 contains 14796 members Mstep: Class 6 contains 2805 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 11443 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14525 members Mstep: Class 13 contains 11681 members Mstep: Class 14 contains 64026 members Mstep: Class 15 contains 60300 members Mstep: Class 16 contains 163594 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 41996 members Mstep: Class 20 contains 134246 members Entering Unmasked Estep ConsiderDeletion Score: -119218536.000000 Penalty: 138032.078125 Iteration 29Q: 18 clusters Score -1.192185e+08 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8854 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 37027 members Mstep: Class 5 contains 14809 members Mstep: Class 6 contains 2805 members Mstep: Class 7 contains 621 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 11673 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14591 members Mstep: Class 13 contains 11617 members Mstep: Class 14 contains 63847 members Mstep: Class 15 contains 60452 members Mstep: Class 16 contains 163653 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42016 members Mstep: Class 20 contains 134152 members Entering Unmasked Estep ConsiderDeletion Score: -119218712.000000 Penalty: 138032.078125 Iteration 30Q: 18 clusters Score -1.192187e+08 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8847 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36839 members Mstep: Class 5 contains 14810 members Mstep: Class 6 contains 2804 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 11862 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14643 members Mstep: Class 13 contains 11563 members Mstep: Class 14 contains 63689 members Mstep: Class 15 contains 60583 members Mstep: Class 16 contains 163732 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42045 members Mstep: Class 20 contains 134083 members Entering Unmasked Estep ConsiderDeletion Score: -119218960.000000 Penalty: 138032.078125 Iteration 31Q: 18 clusters Score -1.19219e+08 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8843 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36681 members Mstep: Class 5 contains 14815 members Mstep: Class 6 contains 2804 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12011 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14695 members Mstep: Class 13 contains 11521 members Mstep: Class 14 contains 63554 members Mstep: Class 15 contains 60701 members Mstep: Class 16 contains 163797 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42065 members Mstep: Class 20 contains 134014 members Entering Unmasked Estep ConsiderDeletion Score: -119218968.000000 Penalty: 138032.078125 Iteration 32Q: 18 clusters Score -1.19219e+08 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8843 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36556 members Mstep: Class 5 contains 14820 members Mstep: Class 6 contains 2805 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12155 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14754 members Mstep: Class 13 contains 11471 members Mstep: Class 14 contains 63444 members Mstep: Class 15 contains 60794 members Mstep: Class 16 contains 163833 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42076 members Mstep: Class 20 contains 133951 members Entering Unmasked Estep ConsiderDeletion Score: -119219104.000000 Penalty: 138032.078125 Iteration 33Q: 18 clusters Score -1.192191e+08 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8843 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36461 members Mstep: Class 5 contains 14828 members Mstep: Class 6 contains 2804 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12271 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14820 members Mstep: Class 13 contains 11419 members Mstep: Class 14 contains 63308 members Mstep: Class 15 contains 60901 members Mstep: Class 16 contains 163861 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42083 members Mstep: Class 20 contains 133902 members Entering Unmasked Estep ConsiderDeletion Score: -119219008.000000 Penalty: 138032.078125 Iteration 34Q: 18 clusters Score -1.19219e+08 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8841 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36376 members Mstep: Class 5 contains 14832 members Mstep: Class 6 contains 2802 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12385 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14877 members Mstep: Class 13 contains 11370 members Mstep: Class 14 contains 63185 members Mstep: Class 15 contains 60995 members Mstep: Class 16 contains 163899 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42094 members Mstep: Class 20 contains 133843 members Entering Unmasked Estep ConsiderDeletion Score: -119219192.000000 Penalty: 138032.078125 Iteration 35Q: 18 clusters Score -1.192192e+08 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8838 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36308 members Mstep: Class 5 contains 14834 members Mstep: Class 6 contains 2801 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12494 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14918 members Mstep: Class 13 contains 11341 members Mstep: Class 14 contains 63076 members Mstep: Class 15 contains 61086 members Mstep: Class 16 contains 163905 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42112 members Mstep: Class 20 contains 133786 members Entering Unmasked Estep ConsiderDeletion Score: -119219304.000000 Penalty: 138032.078125 Iteration 36Q: 18 clusters Score -1.192193e+08 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8839 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36255 members Mstep: Class 5 contains 14836 members Mstep: Class 6 contains 2798 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12580 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14964 members Mstep: Class 13 contains 11300 members Mstep: Class 14 contains 62965 members Mstep: Class 15 contains 61172 members Mstep: Class 16 contains 163924 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42128 members Mstep: Class 20 contains 133738 members Entering Unmasked Estep ConsiderDeletion Score: -119219384.000000 Penalty: 138032.078125 Iteration 37Q: 18 clusters Score -1.192194e+08 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8837 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36219 members Mstep: Class 5 contains 14838 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12650 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 14996 members Mstep: Class 13 contains 11274 members Mstep: Class 14 contains 62826 members Mstep: Class 15 contains 61278 members Mstep: Class 16 contains 163937 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42133 members Mstep: Class 20 contains 133713 members Entering Unmasked Estep ConsiderDeletion Score: -119219424.000000 Penalty: 138032.078125 Iteration 38Q: 18 clusters Score -1.192194e+08 nChanged 374 Entering ConstructFrom: Score: -119219424.000000 Penalty: 138032.078125 Entering ConstructFrom: Trying to split cluster 1 (8837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Entering Unmasked Estep Score: -1781744.000000 Penalty: 5565.604980 Iteration 0F: 2 clusters Score -1781744 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1772422.125000 Penalty: 11131.209961 Iteration 0F: 3 clusters Score -1772422 nChanged 3243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1775107.500000 Penalty: 11131.209961 Iteration 1F: 3 clusters Score -1775108 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1777212.500000 Penalty: 11131.209961 Iteration 2F: 3 clusters Score -1777212 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1779455.625000 Penalty: 11131.209961 Iteration 3F: 3 clusters Score -1779456 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1781368.750000 Penalty: 11131.209961 Iteration 4F: 3 clusters Score -1781369 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1782628.125000 Penalty: 11131.209961 Iteration 5F: 3 clusters Score -1782628 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1783239.375000 Penalty: 11131.209961 Iteration 6F: 3 clusters Score -1783239 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1783649.375000 Penalty: 11131.209961 Iteration 7Q: 3 clusters Score -1783649 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1783872.875000 Penalty: 11131.209961 Iteration 8Q: 3 clusters Score -1783873 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1783962.875000 Penalty: 11131.209961 Iteration 9Q: 3 clusters Score -1783963 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1783985.000000 Penalty: 11131.209961 Iteration 10Q: 3 clusters Score -1783985 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1784003.750000 Penalty: 11131.209961 Iteration 11Q: 3 clusters Score -1784004 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1784012.500000 Penalty: 11131.209961 Iteration 12Q: 3 clusters Score -1784012 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -1784018.000000 Penalty: 11131.209961 Iteration 13Q: 3 clusters Score -1784018 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1784019.375000 Penalty: 11131.209961 Iteration 14Q: 3 clusters Score -1784019 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1784026.000000 Penalty: 11131.209961 Iteration 15Q: 3 clusters Score -1784026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1784025.375000 Penalty: 11131.209961 Iteration 16Q: 3 clusters Score -1784025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1784025.875000 Penalty: 11131.209961 Iteration 17Q: 3 clusters Score -1784026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1784028.250000 Penalty: 11131.209961 Iteration 18Q: 3 clusters Score -1784028 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1784028.375000 Penalty: 11131.209961 Iteration 19Q: 3 clusters Score -1784028 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1784033.375000 Penalty: 11131.209961 Iteration 20F: 3 clusters Score -1784033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1784034.875000 Penalty: 11131.209961 Iteration 21Q: 3 clusters Score -1784035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -1784034.875000 Penalty: 11131.209961 Iteration 22Q: 3 clusters Score -1784035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -1784035.500000 Penalty: 11131.209961 Iteration 23Q: 3 clusters Score -1784036 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1784036.125000 Penalty: 11131.209961 Iteration 24Q: 3 clusters Score -1784036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1784037.500000 Penalty: 11131.209961 Iteration 25Q: 3 clusters Score -1784038 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1784039.625000 Penalty: 11131.209961 Iteration 26Q: 3 clusters Score -1784040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1784044.125000 Penalty: 11131.209961 Iteration 27Q: 3 clusters Score -1784044 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1784039.500000 Penalty: 11131.209961 Iteration 28Q: 3 clusters Score -1784040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1784045.500000 Penalty: 11131.209961 Iteration 29Q: 3 clusters Score -1784046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1784043.625000 Penalty: 11131.209961 Iteration 30Q: 3 clusters Score -1784044 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1784043.625000 Penalty: 11131.209961 Iteration 31F: 3 clusters Score -1784044 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 3427 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36188 members Mstep: Class 5 contains 14839 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12707 members Mstep: Class 10 contains 1282 members Mstep: Class 12 contains 15021 members Mstep: Class 13 contains 11241 members Mstep: Class 14 contains 62705 members Mstep: Class 15 contains 61391 members Mstep: Class 16 contains 163952 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42141 members Mstep: Class 20 contains 133679 members Entering Unmasked Estep Score: -119219384.000000 Penalty: 146151.609375 Splitting cluster 1 changes total score from -119219424.000000 to -119219384.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Entering Unmasked Estep Score: -276644.687500 Penalty: 4424.715332 Iteration 0F: 2 clusters Score -276644.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -272175.531250 Penalty: 8849.430664 Iteration 0F: 3 clusters Score -272175.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -272644.968750 Penalty: 8849.430664 Iteration 1F: 3 clusters Score -272645 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -272834.937500 Penalty: 8849.430664 Iteration 2F: 3 clusters Score -272834.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -272956.812500 Penalty: 8849.430664 Iteration 3Q: 3 clusters Score -272956.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -273033.468750 Penalty: 8849.430664 Iteration 4Q: 3 clusters Score -273033.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -273094.312500 Penalty: 8849.430664 Iteration 5Q: 3 clusters Score -273094.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -273137.500000 Penalty: 8849.430664 Iteration 6Q: 3 clusters Score -273137.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -273162.187500 Penalty: 8849.430664 Iteration 7Q: 3 clusters Score -273162.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -273170.625000 Penalty: 8849.430664 Iteration 8Q: 3 clusters Score -273170.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -273172.781250 Penalty: 8849.430664 Iteration 9Q: 3 clusters Score -273172.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -273178.687500 Penalty: 8849.430664 Iteration 10Q: 3 clusters Score -273178.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -273182.031250 Penalty: 8849.430664 Iteration 11Q: 3 clusters Score -273182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -273188.093750 Penalty: 8849.430664 Iteration 12Q: 3 clusters Score -273188.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -273197.000000 Penalty: 8849.430664 Iteration 13Q: 3 clusters Score -273197 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -273199.437500 Penalty: 8849.430664 Iteration 14Q: 3 clusters Score -273199.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -273199.437500 Penalty: 8849.430664 Iteration 15F: 3 clusters Score -273199.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (36188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36188 members Entering Unmasked Estep Score: -7676487.000000 Penalty: 6429.095703 Iteration 0F: 2 clusters Score -7676487 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 18075 members Entering Unmasked Estep Score: -7649621.000000 Penalty: 12858.191406 Iteration 0F: 3 clusters Score -7649621 nChanged 15484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18017 members Mstep: Class 2 contains 18171 members Entering Unmasked Estep Score: -7657624.000000 Penalty: 12858.191406 Iteration 1F: 3 clusters Score -7657624 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17853 members Mstep: Class 2 contains 18335 members Entering Unmasked Estep Score: -7658555.500000 Penalty: 12858.191406 Iteration 2F: 3 clusters Score -7658556 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17578 members Mstep: Class 2 contains 18610 members Entering Unmasked Estep Score: -7659399.500000 Penalty: 12858.191406 Iteration 3F: 3 clusters Score -7659400 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17186 members Mstep: Class 2 contains 19002 members Entering Unmasked Estep Score: -7660187.500000 Penalty: 12858.191406 Iteration 4Q: 3 clusters Score -7660188 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16652 members Mstep: Class 2 contains 19536 members Entering Unmasked Estep Score: -7661091.500000 Penalty: 12858.191406 Iteration 5Q: 3 clusters Score -7661092 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15995 members Mstep: Class 2 contains 20193 members Entering Unmasked Estep Score: -7661981.500000 Penalty: 12858.191406 Iteration 6Q: 3 clusters Score -7661982 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15248 members Mstep: Class 2 contains 20940 members Entering Unmasked Estep Score: -7662969.000000 Penalty: 12858.191406 Iteration 7Q: 3 clusters Score -7662969 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 21678 members Entering Unmasked Estep Score: -7663862.500000 Penalty: 12858.191406 Iteration 8Q: 3 clusters Score -7663862 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13878 members Mstep: Class 2 contains 22310 members Entering Unmasked Estep Score: -7664593.000000 Penalty: 12858.191406 Iteration 9Q: 3 clusters Score -7664593 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13163 members Mstep: Class 2 contains 23025 members Entering Unmasked Estep Score: -7665251.500000 Penalty: 12858.191406 Iteration 10Q: 3 clusters Score -7665252 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 23724 members Entering Unmasked Estep Score: -7665714.000000 Penalty: 12858.191406 Iteration 11Q: 3 clusters Score -7665714 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 24408 members Entering Unmasked Estep Score: -7666084.000000 Penalty: 12858.191406 Iteration 12Q: 3 clusters Score -7666084 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 25064 members Entering Unmasked Estep Score: -7666454.500000 Penalty: 12858.191406 Iteration 13Q: 3 clusters Score -7666454 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 25776 members Entering Unmasked Estep Score: -7666780.500000 Penalty: 12858.191406 Iteration 14Q: 3 clusters Score -7666780 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 26487 members Entering Unmasked Estep Score: -7667085.500000 Penalty: 12858.191406 Iteration 15Q: 3 clusters Score -7667086 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 27215 members Entering Unmasked Estep Score: -7667383.000000 Penalty: 12858.191406 Iteration 16Q: 3 clusters Score -7667383 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -7667665.500000 Penalty: 12858.191406 Iteration 17Q: 3 clusters Score -7667666 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 28720 members Entering Unmasked Estep Score: -7668027.000000 Penalty: 12858.191406 Iteration 18Q: 3 clusters Score -7668027 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 29483 members Entering Unmasked Estep Score: -7668405.500000 Penalty: 12858.191406 Iteration 19Q: 3 clusters Score -7668406 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 30230 members Entering Unmasked Estep Score: -7668773.500000 Penalty: 12858.191406 Iteration 20F: 3 clusters Score -7668774 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 30909 members Entering Unmasked Estep Score: -7669110.500000 Penalty: 12858.191406 Iteration 21Q: 3 clusters Score -7669110 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 31574 members Entering Unmasked Estep Score: -7669544.000000 Penalty: 12858.191406 Iteration 22Q: 3 clusters Score -7669544 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 32177 members Entering Unmasked Estep Score: -7669871.500000 Penalty: 12858.191406 Iteration 23Q: 3 clusters Score -7669872 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 32698 members Entering Unmasked Estep Score: -7670175.500000 Penalty: 12858.191406 Iteration 24Q: 3 clusters Score -7670176 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 33121 members Entering Unmasked Estep Score: -7670411.000000 Penalty: 12858.191406 Iteration 25Q: 3 clusters Score -7670411 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 33451 members Entering Unmasked Estep Score: -7670604.000000 Penalty: 12858.191406 Iteration 26Q: 3 clusters Score -7670604 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 33688 members Entering Unmasked Estep Score: -7670714.500000 Penalty: 12858.191406 Iteration 27Q: 3 clusters Score -7670714 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 33879 members Entering Unmasked Estep Score: -7670833.000000 Penalty: 12858.191406 Iteration 28Q: 3 clusters Score -7670833 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 34045 members Entering Unmasked Estep Score: -7670938.500000 Penalty: 12858.191406 Iteration 29Q: 3 clusters Score -7670938 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 34156 members Entering Unmasked Estep Score: -7671003.500000 Penalty: 12858.191406 Iteration 30Q: 3 clusters Score -7671004 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 34248 members Entering Unmasked Estep Score: -7671044.000000 Penalty: 12858.191406 Iteration 31Q: 3 clusters Score -7671044 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 34310 members Entering Unmasked Estep Score: -7671088.000000 Penalty: 12858.191406 Iteration 32Q: 3 clusters Score -7671088 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 34359 members Entering Unmasked Estep Score: -7671123.000000 Penalty: 12858.191406 Iteration 33Q: 3 clusters Score -7671123 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 34405 members Entering Unmasked Estep Score: -7671139.500000 Penalty: 12858.191406 Iteration 34Q: 3 clusters Score -7671140 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 34443 members Entering Unmasked Estep Score: -7671167.500000 Penalty: 12858.191406 Iteration 35Q: 3 clusters Score -7671168 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 34478 members Entering Unmasked Estep Score: -7671192.000000 Penalty: 12858.191406 Iteration 36Q: 3 clusters Score -7671192 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 34510 members Entering Unmasked Estep Score: -7671217.500000 Penalty: 12858.191406 Iteration 37Q: 3 clusters Score -7671218 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 34535 members Entering Unmasked Estep Score: -7671220.000000 Penalty: 12858.191406 Iteration 38Q: 3 clusters Score -7671220 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 34560 members Entering Unmasked Estep Score: -7671235.500000 Penalty: 12858.191406 Iteration 39Q: 3 clusters Score -7671236 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 34582 members Entering Unmasked Estep Score: -7671254.500000 Penalty: 12858.191406 Iteration 40F: 3 clusters Score -7671254 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 34600 members Entering Unmasked Estep Score: -7671260.500000 Penalty: 12858.191406 Iteration 41Q: 3 clusters Score -7671260 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 34621 members Entering Unmasked Estep Score: -7671273.500000 Penalty: 12858.191406 Iteration 42Q: 3 clusters Score -7671274 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 34633 members Entering Unmasked Estep Score: -7671280.500000 Penalty: 12858.191406 Iteration 43Q: 3 clusters Score -7671280 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 34654 members Entering Unmasked Estep Score: -7671288.000000 Penalty: 12858.191406 Iteration 44Q: 3 clusters Score -7671288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 34673 members Entering Unmasked Estep Score: -7671287.500000 Penalty: 12858.191406 Iteration 45Q: 3 clusters Score -7671288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 34694 members Entering Unmasked Estep Score: -7671313.500000 Penalty: 12858.191406 Iteration 46Q: 3 clusters Score -7671314 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 34716 members Entering Unmasked Estep Score: -7671322.000000 Penalty: 12858.191406 Iteration 47Q: 3 clusters Score -7671322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 34727 members Entering Unmasked Estep Score: -7671310.000000 Penalty: 12858.191406 Iteration 48Q: 3 clusters Score -7671310 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 34734 members Entering Unmasked Estep Score: -7671315.000000 Penalty: 12858.191406 Iteration 49Q: 3 clusters Score -7671315 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 34743 members Entering Unmasked Estep Score: -7671321.500000 Penalty: 12858.191406 Iteration 50Q: 3 clusters Score -7671322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 34750 members Entering Unmasked Estep Score: -7671335.000000 Penalty: 12858.191406 Iteration 51Q: 3 clusters Score -7671335 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 34753 members Entering Unmasked Estep Score: -7671335.000000 Penalty: 12858.191406 Iteration 52Q: 3 clusters Score -7671335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 34757 members Entering Unmasked Estep Score: -7671342.500000 Penalty: 12858.191406 Iteration 53Q: 3 clusters Score -7671342 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 34763 members Entering Unmasked Estep Score: -7671347.000000 Penalty: 12858.191406 Iteration 54Q: 3 clusters Score -7671347 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 34768 members Entering Unmasked Estep Score: -7671356.500000 Penalty: 12858.191406 Iteration 55Q: 3 clusters Score -7671356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 34771 members Entering Unmasked Estep Score: -7671361.000000 Penalty: 12858.191406 Iteration 56Q: 3 clusters Score -7671361 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 34772 members Entering Unmasked Estep Score: -7671359.000000 Penalty: 12858.191406 Iteration 57Q: 3 clusters Score -7671359 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 34773 members Entering Unmasked Estep Score: -7671365.500000 Penalty: 12858.191406 Iteration 58Q: 3 clusters Score -7671366 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 34773 members Entering Unmasked Estep Score: -7671365.500000 Penalty: 12858.191406 Iteration 59F: 3 clusters Score -7671366 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14839 members Entering Unmasked Estep Score: -3183605.250000 Penalty: 5883.070801 Iteration 0F: 2 clusters Score -3183605 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -3170319.750000 Penalty: 11766.141602 Iteration 0F: 3 clusters Score -3170320 nChanged 5723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -3173300.750000 Penalty: 11766.141602 Iteration 1F: 3 clusters Score -3173301 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -3173880.000000 Penalty: 11766.141602 Iteration 2F: 3 clusters Score -3173880 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -3174191.250000 Penalty: 11766.141602 Iteration 3Q: 3 clusters Score -3174191 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -3174404.000000 Penalty: 11766.141602 Iteration 4Q: 3 clusters Score -3174404 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -3174563.000000 Penalty: 11766.141602 Iteration 5Q: 3 clusters Score -3174563 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -3174676.000000 Penalty: 11766.141602 Iteration 6Q: 3 clusters Score -3174676 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -3174758.750000 Penalty: 11766.141602 Iteration 7Q: 3 clusters Score -3174759 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -3174868.250000 Penalty: 11766.141602 Iteration 8Q: 3 clusters Score -3174868 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -3174977.750000 Penalty: 11766.141602 Iteration 9Q: 3 clusters Score -3174978 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -3175117.750000 Penalty: 11766.141602 Iteration 10Q: 3 clusters Score -3175118 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -3175285.250000 Penalty: 11766.141602 Iteration 11Q: 3 clusters Score -3175285 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -3175549.000000 Penalty: 11766.141602 Iteration 12Q: 3 clusters Score -3175549 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -3175829.750000 Penalty: 11766.141602 Iteration 13Q: 3 clusters Score -3175830 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -3176166.250000 Penalty: 11766.141602 Iteration 14Q: 3 clusters Score -3176166 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -3176506.000000 Penalty: 11766.141602 Iteration 15Q: 3 clusters Score -3176506 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -3176840.500000 Penalty: 11766.141602 Iteration 16Q: 3 clusters Score -3176840 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -3177216.000000 Penalty: 11766.141602 Iteration 17Q: 3 clusters Score -3177216 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -3177646.000000 Penalty: 11766.141602 Iteration 18Q: 3 clusters Score -3177646 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -3178038.250000 Penalty: 11766.141602 Iteration 19Q: 3 clusters Score -3178038 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -3178401.750000 Penalty: 11766.141602 Iteration 20F: 3 clusters Score -3178402 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -3178752.250000 Penalty: 11766.141602 Iteration 21Q: 3 clusters Score -3178752 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -3179028.250000 Penalty: 11766.141602 Iteration 22Q: 3 clusters Score -3179028 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -3179241.000000 Penalty: 11766.141602 Iteration 23Q: 3 clusters Score -3179241 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12318 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -3179425.750000 Penalty: 11766.141602 Iteration 24Q: 3 clusters Score -3179426 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12545 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -3179583.750000 Penalty: 11766.141602 Iteration 25Q: 3 clusters Score -3179584 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -3179686.750000 Penalty: 11766.141602 Iteration 26Q: 3 clusters Score -3179687 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12827 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -3179765.500000 Penalty: 11766.141602 Iteration 27Q: 3 clusters Score -3179766 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -3179823.750000 Penalty: 11766.141602 Iteration 28Q: 3 clusters Score -3179824 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13016 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -3179878.750000 Penalty: 11766.141602 Iteration 29Q: 3 clusters Score -3179879 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13087 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -3179931.000000 Penalty: 11766.141602 Iteration 30Q: 3 clusters Score -3179931 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13160 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -3179974.750000 Penalty: 11766.141602 Iteration 31Q: 3 clusters Score -3179975 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13209 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -3180008.250000 Penalty: 11766.141602 Iteration 32Q: 3 clusters Score -3180008 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -3180026.250000 Penalty: 11766.141602 Iteration 33Q: 3 clusters Score -3180026 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -3180049.250000 Penalty: 11766.141602 Iteration 34Q: 3 clusters Score -3180049 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -3180077.750000 Penalty: 11766.141602 Iteration 35Q: 3 clusters Score -3180078 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -3180081.500000 Penalty: 11766.141602 Iteration 36Q: 3 clusters Score -3180082 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13339 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -3180087.500000 Penalty: 11766.141602 Iteration 37Q: 3 clusters Score -3180088 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -3180096.750000 Penalty: 11766.141602 Iteration 38Q: 3 clusters Score -3180097 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -3180099.500000 Penalty: 11766.141602 Iteration 39Q: 3 clusters Score -3180100 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -3180104.250000 Penalty: 11766.141602 Iteration 40F: 3 clusters Score -3180104 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -3180108.750000 Penalty: 11766.141602 Iteration 41Q: 3 clusters Score -3180109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13377 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -3180108.000000 Penalty: 11766.141602 Iteration 42Q: 3 clusters Score -3180108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -3180108.750000 Penalty: 11766.141602 Iteration 43Q: 3 clusters Score -3180109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -3180108.750000 Penalty: 11766.141602 Iteration 44Q: 3 clusters Score -3180109 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -3180112.750000 Penalty: 11766.141602 Iteration 45Q: 3 clusters Score -3180113 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -3180112.750000 Penalty: 11766.141602 Iteration 46F: 3 clusters Score -3180113 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Entering Unmasked Estep Score: -585070.562500 Penalty: 4861.423340 Iteration 0F: 2 clusters Score -585070.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -579463.750000 Penalty: 9722.846680 Iteration 0F: 3 clusters Score -579463.8 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -580271.437500 Penalty: 9722.846680 Iteration 1F: 3 clusters Score -580271.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -580706.437500 Penalty: 9722.846680 Iteration 2F: 3 clusters Score -580706.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -581228.937500 Penalty: 9722.846680 Iteration 3F: 3 clusters Score -581228.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -582149.312500 Penalty: 9722.846680 Iteration 4F: 3 clusters Score -582149.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -583136.250000 Penalty: 9722.846680 Iteration 5F: 3 clusters Score -583136.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -583663.000000 Penalty: 9722.846680 Iteration 6F: 3 clusters Score -583663 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -584004.812500 Penalty: 9722.846680 Iteration 7Q: 3 clusters Score -584004.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -584196.625000 Penalty: 9722.846680 Iteration 8Q: 3 clusters Score -584196.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -584319.500000 Penalty: 9722.846680 Iteration 9Q: 3 clusters Score -584319.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -584401.937500 Penalty: 9722.846680 Iteration 10Q: 3 clusters Score -584401.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -584475.062500 Penalty: 9722.846680 Iteration 11Q: 3 clusters Score -584475.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -584530.812500 Penalty: 9722.846680 Iteration 12Q: 3 clusters Score -584530.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -584554.187500 Penalty: 9722.846680 Iteration 13Q: 3 clusters Score -584554.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -584579.750000 Penalty: 9722.846680 Iteration 14Q: 3 clusters Score -584579.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -584596.750000 Penalty: 9722.846680 Iteration 15Q: 3 clusters Score -584596.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -584606.750000 Penalty: 9722.846680 Iteration 16Q: 3 clusters Score -584606.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -584608.375000 Penalty: 9722.846680 Iteration 17Q: 3 clusters Score -584608.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -584610.750000 Penalty: 9722.846680 Iteration 18Q: 3 clusters Score -584610.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -584612.812500 Penalty: 9722.846680 Iteration 19Q: 3 clusters Score -584612.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -584612.812500 Penalty: 9722.846680 Iteration 20F: 3 clusters Score -584612.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Entering Unmasked Estep Score: -116521.750000 Penalty: 3935.232178 Iteration 0F: 2 clusters Score -116521.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -113082.125000 Penalty: 7870.464355 Iteration 0F: 3 clusters Score -113082.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -113310.476562 Penalty: 7870.464355 Iteration 1F: 3 clusters Score -113310.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -113365.851562 Penalty: 7870.464355 Iteration 2Q: 3 clusters Score -113365.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -113382.546875 Penalty: 7870.464355 Iteration 3Q: 3 clusters Score -113382.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -113398.273438 Penalty: 7870.464355 Iteration 4Q: 3 clusters Score -113398.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -113408.242188 Penalty: 7870.464355 Iteration 5Q: 3 clusters Score -113408.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -113414.492188 Penalty: 7870.464355 Iteration 6Q: 3 clusters Score -113414.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -113416.320312 Penalty: 7870.464355 Iteration 7Q: 3 clusters Score -113416.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -113416.320312 Penalty: 7870.464355 Iteration 8F: 3 clusters Score -113416.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Entering Unmasked Estep Score: -251569.578125 Penalty: 4367.675781 Iteration 0F: 2 clusters Score -251569.6 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 647 members Entering Unmasked Estep Score: -247265.984375 Penalty: 8735.351562 Iteration 0F: 3 clusters Score -247266 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -247677.531250 Penalty: 8735.351562 Iteration 1F: 3 clusters Score -247677.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -247884.796875 Penalty: 8735.351562 Iteration 2F: 3 clusters Score -247884.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -248053.546875 Penalty: 8735.351562 Iteration 3Q: 3 clusters Score -248053.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -248196.890625 Penalty: 8735.351562 Iteration 4Q: 3 clusters Score -248196.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -248337.984375 Penalty: 8735.351562 Iteration 5Q: 3 clusters Score -248338 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -248434.734375 Penalty: 8735.351562 Iteration 6Q: 3 clusters Score -248434.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -248473.531250 Penalty: 8735.351562 Iteration 7Q: 3 clusters Score -248473.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -248493.250000 Penalty: 8735.351562 Iteration 8Q: 3 clusters Score -248493.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -248502.796875 Penalty: 8735.351562 Iteration 9Q: 3 clusters Score -248502.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -248507.015625 Penalty: 8735.351562 Iteration 10Q: 3 clusters Score -248507 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -248510.453125 Penalty: 8735.351562 Iteration 11Q: 3 clusters Score -248510.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -248512.875000 Penalty: 8735.351562 Iteration 12Q: 3 clusters Score -248512.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -248514.281250 Penalty: 8735.351562 Iteration 13Q: 3 clusters Score -248514.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -248514.281250 Penalty: 8735.351562 Iteration 14F: 3 clusters Score -248514.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12707 members Entering Unmasked Estep Score: -2557057.000000 Penalty: 5788.068848 Iteration 0F: 2 clusters Score -2557057 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -2545194.000000 Penalty: 11576.137695 Iteration 0F: 3 clusters Score -2545194 nChanged 4856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -2547876.500000 Penalty: 11576.137695 Iteration 1F: 3 clusters Score -2547876 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -2548395.500000 Penalty: 11576.137695 Iteration 2F: 3 clusters Score -2548396 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -2548738.500000 Penalty: 11576.137695 Iteration 3Q: 3 clusters Score -2548738 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -2549013.250000 Penalty: 11576.137695 Iteration 4Q: 3 clusters Score -2549013 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -2549235.000000 Penalty: 11576.137695 Iteration 5Q: 3 clusters Score -2549235 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -2549431.250000 Penalty: 11576.137695 Iteration 6Q: 3 clusters Score -2549431 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -2549615.500000 Penalty: 11576.137695 Iteration 7Q: 3 clusters Score -2549616 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -2549810.500000 Penalty: 11576.137695 Iteration 8Q: 3 clusters Score -2549810 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -2549993.750000 Penalty: 11576.137695 Iteration 9Q: 3 clusters Score -2549994 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -2550161.750000 Penalty: 11576.137695 Iteration 10Q: 3 clusters Score -2550162 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -2550320.250000 Penalty: 11576.137695 Iteration 11Q: 3 clusters Score -2550320 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -2550456.750000 Penalty: 11576.137695 Iteration 12Q: 3 clusters Score -2550457 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -2550558.250000 Penalty: 11576.137695 Iteration 13Q: 3 clusters Score -2550558 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -2550665.500000 Penalty: 11576.137695 Iteration 14Q: 3 clusters Score -2550666 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -2550759.500000 Penalty: 11576.137695 Iteration 15Q: 3 clusters Score -2550760 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2550836.250000 Penalty: 11576.137695 Iteration 16Q: 3 clusters Score -2550836 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -2550910.500000 Penalty: 11576.137695 Iteration 17Q: 3 clusters Score -2550910 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -2550959.500000 Penalty: 11576.137695 Iteration 18Q: 3 clusters Score -2550960 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -2551014.000000 Penalty: 11576.137695 Iteration 19Q: 3 clusters Score -2551014 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -2551062.500000 Penalty: 11576.137695 Iteration 20F: 3 clusters Score -2551062 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -2551101.750000 Penalty: 11576.137695 Iteration 21Q: 3 clusters Score -2551102 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -2551145.250000 Penalty: 11576.137695 Iteration 22Q: 3 clusters Score -2551145 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -2551197.500000 Penalty: 11576.137695 Iteration 23Q: 3 clusters Score -2551198 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -2551229.250000 Penalty: 11576.137695 Iteration 24Q: 3 clusters Score -2551229 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -2551251.000000 Penalty: 11576.137695 Iteration 25Q: 3 clusters Score -2551251 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2551280.500000 Penalty: 11576.137695 Iteration 26Q: 3 clusters Score -2551280 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -2551305.750000 Penalty: 11576.137695 Iteration 27Q: 3 clusters Score -2551306 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -2551336.750000 Penalty: 11576.137695 Iteration 28Q: 3 clusters Score -2551337 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -2551356.500000 Penalty: 11576.137695 Iteration 29Q: 3 clusters Score -2551356 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -2551380.500000 Penalty: 11576.137695 Iteration 30Q: 3 clusters Score -2551380 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -2551391.750000 Penalty: 11576.137695 Iteration 31Q: 3 clusters Score -2551392 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -2551413.250000 Penalty: 11576.137695 Iteration 32Q: 3 clusters Score -2551413 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -2551424.500000 Penalty: 11576.137695 Iteration 33Q: 3 clusters Score -2551424 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -2551433.000000 Penalty: 11576.137695 Iteration 34Q: 3 clusters Score -2551433 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -2551433.000000 Penalty: 11576.137695 Iteration 35Q: 3 clusters Score -2551433 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -2551448.250000 Penalty: 11576.137695 Iteration 36Q: 3 clusters Score -2551448 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -2551457.750000 Penalty: 11576.137695 Iteration 37Q: 3 clusters Score -2551458 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -2551462.500000 Penalty: 11576.137695 Iteration 38Q: 3 clusters Score -2551462 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -2551471.500000 Penalty: 11576.137695 Iteration 39Q: 3 clusters Score -2551472 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -2551469.500000 Penalty: 11576.137695 Iteration 40F: 3 clusters Score -2551470 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -2551475.500000 Penalty: 11576.137695 Iteration 41Q: 3 clusters Score -2551476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -2551472.250000 Penalty: 11576.137695 Iteration 42Q: 3 clusters Score -2551472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -2551478.500000 Penalty: 11576.137695 Iteration 43Q: 3 clusters Score -2551478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -2551472.000000 Penalty: 11576.137695 Iteration 44Q: 3 clusters Score -2551472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -2551472.000000 Penalty: 11576.137695 Iteration 45Q: 3 clusters Score -2551472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -2551476.000000 Penalty: 11576.137695 Iteration 46Q: 3 clusters Score -2551476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -2551476.000000 Penalty: 11576.137695 Iteration 47F: 3 clusters Score -2551476 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Entering Unmasked Estep Score: -215978.187500 Penalty: 4383.158203 Iteration 0F: 2 clusters Score -215978.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -211982.906250 Penalty: 8766.316406 Iteration 0F: 3 clusters Score -211982.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -213564.625000 Penalty: 8766.316406 Iteration 1F: 3 clusters Score -213564.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -214957.703125 Penalty: 8766.316406 Iteration 2F: 3 clusters Score -214957.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -216871.421875 Penalty: 8766.316406 Iteration 3F: 3 clusters Score -216871.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -217642.234375 Penalty: 8766.316406 Iteration 4F: 3 clusters Score -217642.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -218334.921875 Penalty: 8766.316406 Iteration 5Q: 3 clusters Score -218334.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -218627.625000 Penalty: 8766.316406 Iteration 6Q: 3 clusters Score -218627.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -219070.187500 Penalty: 8766.316406 Iteration 7Q: 3 clusters Score -219070.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -219225.656250 Penalty: 8766.316406 Iteration 8Q: 3 clusters Score -219225.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -219295.328125 Penalty: 8766.316406 Iteration 9Q: 3 clusters Score -219295.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -219378.140625 Penalty: 8766.316406 Iteration 10Q: 3 clusters Score -219378.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -219440.593750 Penalty: 8766.316406 Iteration 11Q: 3 clusters Score -219440.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -219462.531250 Penalty: 8766.316406 Iteration 12Q: 3 clusters Score -219462.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -219580.656250 Penalty: 8766.316406 Iteration 13F: 3 clusters Score -219580.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -219806.484375 Penalty: 8766.316406 Iteration 14Q: 3 clusters Score -219806.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -220097.328125 Penalty: 8766.316406 Iteration 15Q: 3 clusters Score -220097.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -220299.703125 Penalty: 8766.316406 Iteration 16Q: 3 clusters Score -220299.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -220314.578125 Penalty: 8766.316406 Iteration 17Q: 3 clusters Score -220314.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -220320.765625 Penalty: 8766.316406 Iteration 18Q: 3 clusters Score -220320.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -220332.937500 Penalty: 8766.316406 Iteration 19Q: 3 clusters Score -220332.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -220353.656250 Penalty: 8766.316406 Iteration 20F: 3 clusters Score -220353.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -220368.921875 Penalty: 8766.316406 Iteration 21Q: 3 clusters Score -220368.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -220397.500000 Penalty: 8766.316406 Iteration 22Q: 3 clusters Score -220397.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -220416.671875 Penalty: 8766.316406 Iteration 23Q: 3 clusters Score -220416.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -220433.593750 Penalty: 8766.316406 Iteration 24Q: 3 clusters Score -220433.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -220478.125000 Penalty: 8766.316406 Iteration 25Q: 3 clusters Score -220478.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -220498.859375 Penalty: 8766.316406 Iteration 26Q: 3 clusters Score -220498.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -220504.562500 Penalty: 8766.316406 Iteration 27Q: 3 clusters Score -220504.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -220504.562500 Penalty: 8766.316406 Iteration 28F: 3 clusters Score -220504.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36188 members Mstep: Class 5 contains 14839 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12707 members Mstep: Class 10 contains 433 members Mstep: Class 12 contains 15021 members Mstep: Class 13 contains 11241 members Mstep: Class 14 contains 62705 members Mstep: Class 15 contains 61391 members Mstep: Class 16 contains 163952 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42141 members Mstep: Class 20 contains 133679 members Entering Unmasked Estep Score: -119220056.000000 Penalty: 146151.609375 Splitting cluster 10 changes total score from -119219424.000000 to -119220056.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 12 (15021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15021 members Entering Unmasked Estep Score: -3145729.500000 Penalty: 5890.538086 Iteration 0F: 2 clusters Score -3145730 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -3132376.750000 Penalty: 11781.076172 Iteration 0F: 3 clusters Score -3132377 nChanged 5845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -3135544.250000 Penalty: 11781.076172 Iteration 1F: 3 clusters Score -3135544 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -3136146.750000 Penalty: 11781.076172 Iteration 2F: 3 clusters Score -3136147 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -3136666.500000 Penalty: 11781.076172 Iteration 3Q: 3 clusters Score -3136666 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -3137179.750000 Penalty: 11781.076172 Iteration 4Q: 3 clusters Score -3137180 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -3137650.250000 Penalty: 11781.076172 Iteration 5Q: 3 clusters Score -3137650 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -3138053.000000 Penalty: 11781.076172 Iteration 6Q: 3 clusters Score -3138053 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -3138423.750000 Penalty: 11781.076172 Iteration 7Q: 3 clusters Score -3138424 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -3138743.750000 Penalty: 11781.076172 Iteration 8Q: 3 clusters Score -3138744 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -3138993.500000 Penalty: 11781.076172 Iteration 9Q: 3 clusters Score -3138994 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -3139188.000000 Penalty: 11781.076172 Iteration 10Q: 3 clusters Score -3139188 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -3139358.000000 Penalty: 11781.076172 Iteration 11Q: 3 clusters Score -3139358 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -3139505.250000 Penalty: 11781.076172 Iteration 12Q: 3 clusters Score -3139505 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -3139626.500000 Penalty: 11781.076172 Iteration 13Q: 3 clusters Score -3139626 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -3139715.500000 Penalty: 11781.076172 Iteration 14Q: 3 clusters Score -3139716 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -3139807.500000 Penalty: 11781.076172 Iteration 15Q: 3 clusters Score -3139808 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 8265 members Entering Unmasked Estep Score: -3139879.500000 Penalty: 11781.076172 Iteration 16Q: 3 clusters Score -3139880 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -3139961.250000 Penalty: 11781.076172 Iteration 17Q: 3 clusters Score -3139961 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -3140014.250000 Penalty: 11781.076172 Iteration 18Q: 3 clusters Score -3140014 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -3140083.000000 Penalty: 11781.076172 Iteration 19Q: 3 clusters Score -3140083 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -3140137.250000 Penalty: 11781.076172 Iteration 20F: 3 clusters Score -3140137 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -3140210.500000 Penalty: 11781.076172 Iteration 21Q: 3 clusters Score -3140210 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 8896 members Entering Unmasked Estep Score: -3140261.750000 Penalty: 11781.076172 Iteration 22Q: 3 clusters Score -3140262 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -3140296.750000 Penalty: 11781.076172 Iteration 23Q: 3 clusters Score -3140297 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -3140334.750000 Penalty: 11781.076172 Iteration 24Q: 3 clusters Score -3140335 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -3140356.250000 Penalty: 11781.076172 Iteration 25Q: 3 clusters Score -3140356 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -3140392.250000 Penalty: 11781.076172 Iteration 26Q: 3 clusters Score -3140392 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -3140409.750000 Penalty: 11781.076172 Iteration 27Q: 3 clusters Score -3140410 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -3140440.500000 Penalty: 11781.076172 Iteration 28Q: 3 clusters Score -3140440 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3140458.500000 Penalty: 11781.076172 Iteration 29Q: 3 clusters Score -3140458 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 9429 members Entering Unmasked Estep Score: -3140459.500000 Penalty: 11781.076172 Iteration 30Q: 3 clusters Score -3140460 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -3140477.750000 Penalty: 11781.076172 Iteration 31Q: 3 clusters Score -3140478 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 9531 members Entering Unmasked Estep Score: -3140494.250000 Penalty: 11781.076172 Iteration 32Q: 3 clusters Score -3140494 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -3140510.500000 Penalty: 11781.076172 Iteration 33Q: 3 clusters Score -3140510 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -3140525.750000 Penalty: 11781.076172 Iteration 34Q: 3 clusters Score -3140526 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -3140546.500000 Penalty: 11781.076172 Iteration 35Q: 3 clusters Score -3140546 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -3140547.000000 Penalty: 11781.076172 Iteration 36Q: 3 clusters Score -3140547 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -3140560.000000 Penalty: 11781.076172 Iteration 37Q: 3 clusters Score -3140560 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -3140592.750000 Penalty: 11781.076172 Iteration 38Q: 3 clusters Score -3140593 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -3140619.000000 Penalty: 11781.076172 Iteration 39Q: 3 clusters Score -3140619 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -3140637.000000 Penalty: 11781.076172 Iteration 40F: 3 clusters Score -3140637 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 9988 members Entering Unmasked Estep Score: -3140655.500000 Penalty: 11781.076172 Iteration 41Q: 3 clusters Score -3140656 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -3140676.250000 Penalty: 11781.076172 Iteration 42Q: 3 clusters Score -3140676 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -3140687.250000 Penalty: 11781.076172 Iteration 43Q: 3 clusters Score -3140687 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -3140699.750000 Penalty: 11781.076172 Iteration 44Q: 3 clusters Score -3140700 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 10201 members Entering Unmasked Estep Score: -3140722.000000 Penalty: 11781.076172 Iteration 45Q: 3 clusters Score -3140722 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -3140743.750000 Penalty: 11781.076172 Iteration 46Q: 3 clusters Score -3140744 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -3140751.750000 Penalty: 11781.076172 Iteration 47Q: 3 clusters Score -3140752 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -3140761.750000 Penalty: 11781.076172 Iteration 48Q: 3 clusters Score -3140762 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -3140788.250000 Penalty: 11781.076172 Iteration 49Q: 3 clusters Score -3140788 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 10392 members Entering Unmasked Estep Score: -3140798.000000 Penalty: 11781.076172 Iteration 50Q: 3 clusters Score -3140798 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -3140800.250000 Penalty: 11781.076172 Iteration 51Q: 3 clusters Score -3140800 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -3140818.250000 Penalty: 11781.076172 Iteration 52Q: 3 clusters Score -3140818 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -3140828.500000 Penalty: 11781.076172 Iteration 53Q: 3 clusters Score -3140828 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -3140839.250000 Penalty: 11781.076172 Iteration 54Q: 3 clusters Score -3140839 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 10614 members Entering Unmasked Estep Score: -3140857.000000 Penalty: 11781.076172 Iteration 55Q: 3 clusters Score -3140857 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -3140885.750000 Penalty: 11781.076172 Iteration 56Q: 3 clusters Score -3140886 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 10734 members Entering Unmasked Estep Score: -3140901.250000 Penalty: 11781.076172 Iteration 57Q: 3 clusters Score -3140901 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -3140933.500000 Penalty: 11781.076172 Iteration 58Q: 3 clusters Score -3140934 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -3140955.500000 Penalty: 11781.076172 Iteration 59Q: 3 clusters Score -3140956 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -3140974.500000 Penalty: 11781.076172 Iteration 60F: 3 clusters Score -3140974 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 10939 members Entering Unmasked Estep Score: -3141001.250000 Penalty: 11781.076172 Iteration 61Q: 3 clusters Score -3141001 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -3141014.000000 Penalty: 11781.076172 Iteration 62Q: 3 clusters Score -3141014 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -3141028.500000 Penalty: 11781.076172 Iteration 63Q: 3 clusters Score -3141028 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -3141039.500000 Penalty: 11781.076172 Iteration 64Q: 3 clusters Score -3141040 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -3141065.750000 Penalty: 11781.076172 Iteration 65Q: 3 clusters Score -3141066 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -3141092.750000 Penalty: 11781.076172 Iteration 66Q: 3 clusters Score -3141093 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -3141117.500000 Penalty: 11781.076172 Iteration 67Q: 3 clusters Score -3141118 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 11333 members Entering Unmasked Estep Score: -3141142.750000 Penalty: 11781.076172 Iteration 68Q: 3 clusters Score -3141143 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -3141164.250000 Penalty: 11781.076172 Iteration 69Q: 3 clusters Score -3141164 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -3141183.000000 Penalty: 11781.076172 Iteration 70Q: 3 clusters Score -3141183 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 11490 members Entering Unmasked Estep Score: -3141209.500000 Penalty: 11781.076172 Iteration 71Q: 3 clusters Score -3141210 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -3141226.750000 Penalty: 11781.076172 Iteration 72Q: 3 clusters Score -3141227 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -3141253.500000 Penalty: 11781.076172 Iteration 73Q: 3 clusters Score -3141254 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -3141280.000000 Penalty: 11781.076172 Iteration 74Q: 3 clusters Score -3141280 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -3141306.000000 Penalty: 11781.076172 Iteration 75Q: 3 clusters Score -3141306 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -3141334.000000 Penalty: 11781.076172 Iteration 76Q: 3 clusters Score -3141334 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -3141360.250000 Penalty: 11781.076172 Iteration 77Q: 3 clusters Score -3141360 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 11871 members Entering Unmasked Estep Score: -3141370.250000 Penalty: 11781.076172 Iteration 78Q: 3 clusters Score -3141370 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 11909 members Entering Unmasked Estep Score: -3141388.750000 Penalty: 11781.076172 Iteration 79Q: 3 clusters Score -3141389 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 11941 members Entering Unmasked Estep Score: -3141408.750000 Penalty: 11781.076172 Iteration 80F: 3 clusters Score -3141409 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -3141411.500000 Penalty: 11781.076172 Iteration 81Q: 3 clusters Score -3141412 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -3141418.750000 Penalty: 11781.076172 Iteration 82Q: 3 clusters Score -3141419 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -3141431.750000 Penalty: 11781.076172 Iteration 83Q: 3 clusters Score -3141432 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 12060 members Entering Unmasked Estep Score: -3141457.750000 Penalty: 11781.076172 Iteration 84Q: 3 clusters Score -3141458 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 12088 members Entering Unmasked Estep Score: -3141460.250000 Penalty: 11781.076172 Iteration 85Q: 3 clusters Score -3141460 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -3141466.000000 Penalty: 11781.076172 Iteration 86Q: 3 clusters Score -3141466 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -3141474.000000 Penalty: 11781.076172 Iteration 87Q: 3 clusters Score -3141474 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -3141481.000000 Penalty: 11781.076172 Iteration 88Q: 3 clusters Score -3141481 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -3141487.750000 Penalty: 11781.076172 Iteration 89Q: 3 clusters Score -3141488 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -3141493.750000 Penalty: 11781.076172 Iteration 90Q: 3 clusters Score -3141494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 12189 members Entering Unmasked Estep Score: -3141488.750000 Penalty: 11781.076172 Iteration 91Q: 3 clusters Score -3141489 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 12196 members Entering Unmasked Estep Score: -3141499.000000 Penalty: 11781.076172 Iteration 92Q: 3 clusters Score -3141499 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -3141498.500000 Penalty: 11781.076172 Iteration 93Q: 3 clusters Score -3141498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -3141496.000000 Penalty: 11781.076172 Iteration 94Q: 3 clusters Score -3141496 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -3141507.000000 Penalty: 11781.076172 Iteration 95Q: 3 clusters Score -3141507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 12218 members Entering Unmasked Estep Score: -3141508.500000 Penalty: 11781.076172 Iteration 96Q: 3 clusters Score -3141508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -3141506.250000 Penalty: 11781.076172 Iteration 97Q: 3 clusters Score -3141506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -3141509.000000 Penalty: 11781.076172 Iteration 98Q: 3 clusters Score -3141509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -3141504.250000 Penalty: 11781.076172 Iteration 99Q: 3 clusters Score -3141504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -3141504.250000 Penalty: 11781.076172 Iteration 100F: 3 clusters Score -3141504 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (11241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Entering Unmasked Estep Score: -2338080.750000 Penalty: 5712.985352 Iteration 0F: 2 clusters Score -2338081 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -2327099.250000 Penalty: 11425.970703 Iteration 0F: 3 clusters Score -2327099 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -2329653.500000 Penalty: 11425.970703 Iteration 1F: 3 clusters Score -2329654 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -2330226.000000 Penalty: 11425.970703 Iteration 2F: 3 clusters Score -2330226 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -2330608.500000 Penalty: 11425.970703 Iteration 3F: 3 clusters Score -2330608 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -2330921.500000 Penalty: 11425.970703 Iteration 4Q: 3 clusters Score -2330922 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -2331197.500000 Penalty: 11425.970703 Iteration 5Q: 3 clusters Score -2331198 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -2331454.750000 Penalty: 11425.970703 Iteration 6Q: 3 clusters Score -2331455 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -2331653.750000 Penalty: 11425.970703 Iteration 7Q: 3 clusters Score -2331654 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -2331817.500000 Penalty: 11425.970703 Iteration 8Q: 3 clusters Score -2331818 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -2331953.750000 Penalty: 11425.970703 Iteration 9Q: 3 clusters Score -2331954 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -2332039.250000 Penalty: 11425.970703 Iteration 10Q: 3 clusters Score -2332039 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -2332119.500000 Penalty: 11425.970703 Iteration 11Q: 3 clusters Score -2332120 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -2332184.000000 Penalty: 11425.970703 Iteration 12Q: 3 clusters Score -2332184 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -2332257.250000 Penalty: 11425.970703 Iteration 13Q: 3 clusters Score -2332257 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -2332313.000000 Penalty: 11425.970703 Iteration 14Q: 3 clusters Score -2332313 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -2332381.250000 Penalty: 11425.970703 Iteration 15Q: 3 clusters Score -2332381 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -2332430.750000 Penalty: 11425.970703 Iteration 16Q: 3 clusters Score -2332431 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -2332471.750000 Penalty: 11425.970703 Iteration 17Q: 3 clusters Score -2332472 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -2332518.500000 Penalty: 11425.970703 Iteration 18Q: 3 clusters Score -2332518 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -2332561.750000 Penalty: 11425.970703 Iteration 19Q: 3 clusters Score -2332562 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -2332594.500000 Penalty: 11425.970703 Iteration 20F: 3 clusters Score -2332594 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -2332623.500000 Penalty: 11425.970703 Iteration 21Q: 3 clusters Score -2332624 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -2332659.250000 Penalty: 11425.970703 Iteration 22Q: 3 clusters Score -2332659 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -2332691.000000 Penalty: 11425.970703 Iteration 23Q: 3 clusters Score -2332691 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -2332723.250000 Penalty: 11425.970703 Iteration 24Q: 3 clusters Score -2332723 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -2332754.750000 Penalty: 11425.970703 Iteration 25Q: 3 clusters Score -2332755 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -2332785.500000 Penalty: 11425.970703 Iteration 26Q: 3 clusters Score -2332786 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -2332811.250000 Penalty: 11425.970703 Iteration 27Q: 3 clusters Score -2332811 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -2332837.750000 Penalty: 11425.970703 Iteration 28Q: 3 clusters Score -2332838 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -2332864.250000 Penalty: 11425.970703 Iteration 29Q: 3 clusters Score -2332864 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -2332897.000000 Penalty: 11425.970703 Iteration 30Q: 3 clusters Score -2332897 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -2332917.750000 Penalty: 11425.970703 Iteration 31Q: 3 clusters Score -2332918 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -2332942.000000 Penalty: 11425.970703 Iteration 32Q: 3 clusters Score -2332942 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -2332970.250000 Penalty: 11425.970703 Iteration 33Q: 3 clusters Score -2332970 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -2332996.750000 Penalty: 11425.970703 Iteration 34Q: 3 clusters Score -2332997 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -2333023.500000 Penalty: 11425.970703 Iteration 35Q: 3 clusters Score -2333024 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -2333052.000000 Penalty: 11425.970703 Iteration 36Q: 3 clusters Score -2333052 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -2333065.750000 Penalty: 11425.970703 Iteration 37Q: 3 clusters Score -2333066 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -2333086.000000 Penalty: 11425.970703 Iteration 38Q: 3 clusters Score -2333086 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -2333097.750000 Penalty: 11425.970703 Iteration 39Q: 3 clusters Score -2333098 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -2333117.250000 Penalty: 11425.970703 Iteration 40F: 3 clusters Score -2333117 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -2333141.250000 Penalty: 11425.970703 Iteration 41Q: 3 clusters Score -2333141 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -2333166.000000 Penalty: 11425.970703 Iteration 42Q: 3 clusters Score -2333166 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -2333190.500000 Penalty: 11425.970703 Iteration 43Q: 3 clusters Score -2333190 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -2333207.500000 Penalty: 11425.970703 Iteration 44Q: 3 clusters Score -2333208 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -2333224.750000 Penalty: 11425.970703 Iteration 45Q: 3 clusters Score -2333225 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -2333237.500000 Penalty: 11425.970703 Iteration 46Q: 3 clusters Score -2333238 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -2333250.750000 Penalty: 11425.970703 Iteration 47Q: 3 clusters Score -2333251 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -2333265.500000 Penalty: 11425.970703 Iteration 48Q: 3 clusters Score -2333266 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -2333275.750000 Penalty: 11425.970703 Iteration 49Q: 3 clusters Score -2333276 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -2333282.000000 Penalty: 11425.970703 Iteration 50Q: 3 clusters Score -2333282 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -2333287.750000 Penalty: 11425.970703 Iteration 51Q: 3 clusters Score -2333288 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -2333296.250000 Penalty: 11425.970703 Iteration 52Q: 3 clusters Score -2333296 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -2333295.250000 Penalty: 11425.970703 Iteration 53Q: 3 clusters Score -2333295 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -2333302.250000 Penalty: 11425.970703 Iteration 54Q: 3 clusters Score -2333302 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -2333305.250000 Penalty: 11425.970703 Iteration 55Q: 3 clusters Score -2333305 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -2333313.000000 Penalty: 11425.970703 Iteration 56Q: 3 clusters Score -2333313 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -2333319.000000 Penalty: 11425.970703 Iteration 57Q: 3 clusters Score -2333319 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -2333325.250000 Penalty: 11425.970703 Iteration 58Q: 3 clusters Score -2333325 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -2333325.750000 Penalty: 11425.970703 Iteration 59Q: 3 clusters Score -2333326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -2333325.250000 Penalty: 11425.970703 Iteration 60F: 3 clusters Score -2333325 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -2333333.500000 Penalty: 11425.970703 Iteration 61Q: 3 clusters Score -2333334 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -2333336.500000 Penalty: 11425.970703 Iteration 62Q: 3 clusters Score -2333336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -2333337.500000 Penalty: 11425.970703 Iteration 63Q: 3 clusters Score -2333338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -2333341.500000 Penalty: 11425.970703 Iteration 64Q: 3 clusters Score -2333342 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -2333335.750000 Penalty: 11425.970703 Iteration 65Q: 3 clusters Score -2333336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -2333334.750000 Penalty: 11425.970703 Iteration 66Q: 3 clusters Score -2333335 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -2333332.000000 Penalty: 11425.970703 Iteration 67Q: 3 clusters Score -2333332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -2333336.250000 Penalty: 11425.970703 Iteration 68Q: 3 clusters Score -2333336 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -2333336.250000 Penalty: 11425.970703 Iteration 69F: 3 clusters Score -2333336 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (62705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62705 members Entering Unmasked Estep Score: -13044941.000000 Penalty: 6765.795410 Iteration 0F: 2 clusters Score -1.304494e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31413 members Mstep: Class 2 contains 31292 members Entering Unmasked Estep Score: -13001103.000000 Penalty: 13531.590820 Iteration 0F: 3 clusters Score -1.30011e+07 nChanged 27972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31613 members Mstep: Class 2 contains 31092 members Entering Unmasked Estep Score: -13016604.000000 Penalty: 13531.590820 Iteration 1F: 3 clusters Score -1.30166e+07 nChanged 3499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31806 members Mstep: Class 2 contains 30899 members Entering Unmasked Estep Score: -13018438.000000 Penalty: 13531.590820 Iteration 2F: 3 clusters Score -1.301844e+07 nChanged 3569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32109 members Mstep: Class 2 contains 30596 members Entering Unmasked Estep Score: -13020837.000000 Penalty: 13531.590820 Iteration 3F: 3 clusters Score -1.302084e+07 nChanged 4025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32782 members Mstep: Class 2 contains 29923 members Entering Unmasked Estep Score: -13024010.000000 Penalty: 13531.590820 Iteration 4F: 3 clusters Score -1.302401e+07 nChanged 4550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34214 members Mstep: Class 2 contains 28491 members Entering Unmasked Estep Score: -13027637.000000 Penalty: 13531.590820 Iteration 5F: 3 clusters Score -1.302764e+07 nChanged 4641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36487 members Mstep: Class 2 contains 26218 members Entering Unmasked Estep Score: -13031721.000000 Penalty: 13531.590820 Iteration 6F: 3 clusters Score -1.303172e+07 nChanged 4398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39091 members Mstep: Class 2 contains 23614 members Entering Unmasked Estep Score: -13035435.000000 Penalty: 13531.590820 Iteration 7F: 3 clusters Score -1.303544e+07 nChanged 3666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41489 members Mstep: Class 2 contains 21216 members Entering Unmasked Estep Score: -13038331.000000 Penalty: 13531.590820 Iteration 8F: 3 clusters Score -1.303833e+07 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43541 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -13040502.000000 Penalty: 13531.590820 Iteration 9Q: 3 clusters Score -1.30405e+07 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45236 members Mstep: Class 2 contains 17469 members Entering Unmasked Estep Score: -13042069.000000 Penalty: 13531.590820 Iteration 10Q: 3 clusters Score -1.304207e+07 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46666 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -13043151.000000 Penalty: 13531.590820 Iteration 11Q: 3 clusters Score -1.304315e+07 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47871 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -13043934.000000 Penalty: 13531.590820 Iteration 12Q: 3 clusters Score -1.304393e+07 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48819 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -13044409.000000 Penalty: 13531.590820 Iteration 13Q: 3 clusters Score -1.304441e+07 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49645 members Mstep: Class 2 contains 13060 members Entering Unmasked Estep Score: -13044931.000000 Penalty: 13531.590820 Iteration 14Q: 3 clusters Score -1.304493e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50370 members Mstep: Class 2 contains 12335 members Entering Unmasked Estep Score: -13045220.000000 Penalty: 13531.590820 Iteration 15Q: 3 clusters Score -1.304522e+07 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50962 members Mstep: Class 2 contains 11743 members Entering Unmasked Estep Score: -13045436.000000 Penalty: 13531.590820 Iteration 16Q: 3 clusters Score -1.304544e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51475 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -13045582.000000 Penalty: 13531.590820 Iteration 17Q: 3 clusters Score -1.304558e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51900 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -13045721.000000 Penalty: 13531.590820 Iteration 18Q: 3 clusters Score -1.304572e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52242 members Mstep: Class 2 contains 10463 members Entering Unmasked Estep Score: -13045832.000000 Penalty: 13531.590820 Iteration 19Q: 3 clusters Score -1.304583e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52530 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -13045890.000000 Penalty: 13531.590820 Iteration 20F: 3 clusters Score -1.304589e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52765 members Mstep: Class 2 contains 9940 members Entering Unmasked Estep Score: -13045924.000000 Penalty: 13531.590820 Iteration 21Q: 3 clusters Score -1.304592e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52969 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -13045974.000000 Penalty: 13531.590820 Iteration 22Q: 3 clusters Score -1.304597e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53147 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -13045999.000000 Penalty: 13531.590820 Iteration 23Q: 3 clusters Score -1.3046e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53323 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -13046051.000000 Penalty: 13531.590820 Iteration 24Q: 3 clusters Score -1.304605e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53464 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -13046091.000000 Penalty: 13531.590820 Iteration 25Q: 3 clusters Score -1.304609e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53575 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -13046137.000000 Penalty: 13531.590820 Iteration 26Q: 3 clusters Score -1.304614e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53663 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -13046129.000000 Penalty: 13531.590820 Iteration 27Q: 3 clusters Score -1.304613e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53725 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -13046146.000000 Penalty: 13531.590820 Iteration 28Q: 3 clusters Score -1.304615e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53787 members Mstep: Class 2 contains 8918 members Entering Unmasked Estep Score: -13046136.000000 Penalty: 13531.590820 Iteration 29Q: 3 clusters Score -1.304614e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53828 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -13046133.000000 Penalty: 13531.590820 Iteration 30Q: 3 clusters Score -1.304613e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53859 members Mstep: Class 2 contains 8846 members Entering Unmasked Estep Score: -13046117.000000 Penalty: 13531.590820 Iteration 31Q: 3 clusters Score -1.304612e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53893 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -13046145.000000 Penalty: 13531.590820 Iteration 32Q: 3 clusters Score -1.304614e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53922 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -13046155.000000 Penalty: 13531.590820 Iteration 33Q: 3 clusters Score -1.304616e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53942 members Mstep: Class 2 contains 8763 members Entering Unmasked Estep Score: -13046149.000000 Penalty: 13531.590820 Iteration 34Q: 3 clusters Score -1.304615e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53962 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -13046169.000000 Penalty: 13531.590820 Iteration 35Q: 3 clusters Score -1.304617e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53980 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -13046161.000000 Penalty: 13531.590820 Iteration 36Q: 3 clusters Score -1.304616e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53999 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -13046167.000000 Penalty: 13531.590820 Iteration 37Q: 3 clusters Score -1.304617e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54014 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -13046159.000000 Penalty: 13531.590820 Iteration 38Q: 3 clusters Score -1.304616e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54029 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -13046171.000000 Penalty: 13531.590820 Iteration 39Q: 3 clusters Score -1.304617e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54046 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -13046206.000000 Penalty: 13531.590820 Iteration 40F: 3 clusters Score -1.304621e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54058 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -13046227.000000 Penalty: 13531.590820 Iteration 41Q: 3 clusters Score -1.304623e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54066 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -13046209.000000 Penalty: 13531.590820 Iteration 42Q: 3 clusters Score -1.304621e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54072 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -13046212.000000 Penalty: 13531.590820 Iteration 43Q: 3 clusters Score -1.304621e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54080 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -13046228.000000 Penalty: 13531.590820 Iteration 44Q: 3 clusters Score -1.304623e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54088 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -13046230.000000 Penalty: 13531.590820 Iteration 45Q: 3 clusters Score -1.304623e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54096 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -13046230.000000 Penalty: 13531.590820 Iteration 46Q: 3 clusters Score -1.304623e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54098 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -13046229.000000 Penalty: 13531.590820 Iteration 47Q: 3 clusters Score -1.304623e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54099 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -13046231.000000 Penalty: 13531.590820 Iteration 48Q: 3 clusters Score -1.304623e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54100 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -13046229.000000 Penalty: 13531.590820 Iteration 49Q: 3 clusters Score -1.304623e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54102 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -13046233.000000 Penalty: 13531.590820 Iteration 50Q: 3 clusters Score -1.304623e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54103 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -13046220.000000 Penalty: 13531.590820 Iteration 51Q: 3 clusters Score -1.304622e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54104 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -13046224.000000 Penalty: 13531.590820 Iteration 52Q: 3 clusters Score -1.304622e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54104 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -13046224.000000 Penalty: 13531.590820 Iteration 53F: 3 clusters Score -1.304622e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36188 members Mstep: Class 5 contains 14839 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12707 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 8601 members Mstep: Class 12 contains 15021 members Mstep: Class 13 contains 11241 members Mstep: Class 14 contains 54104 members Mstep: Class 15 contains 61391 members Mstep: Class 16 contains 163952 members Mstep: Class 17 contains 1628 members Mstep: Class 19 contains 42141 members Mstep: Class 20 contains 133679 members Entering Unmasked Estep Score: -119220384.000000 Penalty: 154271.140625 Splitting cluster 14 changes total score from -119219424.000000 to -119220384.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 15 (61391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61391 members Entering Unmasked Estep Score: -13018361.000000 Penalty: 6752.823730 Iteration 0F: 2 clusters Score -1.301836e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30756 members Mstep: Class 2 contains 30635 members Entering Unmasked Estep Score: -12975501.000000 Penalty: 13505.647461 Iteration 0F: 3 clusters Score -1.29755e+07 nChanged 27296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31176 members Mstep: Class 2 contains 30215 members Entering Unmasked Estep Score: -12990155.000000 Penalty: 13505.647461 Iteration 1F: 3 clusters Score -1.299016e+07 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31263 members Mstep: Class 2 contains 30128 members Entering Unmasked Estep Score: -12991092.000000 Penalty: 13505.647461 Iteration 2Q: 3 clusters Score -1.299109e+07 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31414 members Mstep: Class 2 contains 29977 members Entering Unmasked Estep Score: -12992046.000000 Penalty: 13505.647461 Iteration 3Q: 3 clusters Score -1.299205e+07 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31538 members Mstep: Class 2 contains 29853 members Entering Unmasked Estep Score: -12992732.000000 Penalty: 13505.647461 Iteration 4Q: 3 clusters Score -1.299273e+07 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31640 members Mstep: Class 2 contains 29751 members Entering Unmasked Estep Score: -12993475.000000 Penalty: 13505.647461 Iteration 5Q: 3 clusters Score -1.299348e+07 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31652 members Mstep: Class 2 contains 29739 members Entering Unmasked Estep Score: -12994272.000000 Penalty: 13505.647461 Iteration 6Q: 3 clusters Score -1.299427e+07 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31573 members Mstep: Class 2 contains 29818 members Entering Unmasked Estep Score: -12995400.000000 Penalty: 13505.647461 Iteration 7Q: 3 clusters Score -1.29954e+07 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31442 members Mstep: Class 2 contains 29949 members Entering Unmasked Estep Score: -12996735.000000 Penalty: 13505.647461 Iteration 8Q: 3 clusters Score -1.299674e+07 nChanged 3003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31283 members Mstep: Class 2 contains 30108 members Entering Unmasked Estep Score: -12998279.000000 Penalty: 13505.647461 Iteration 9Q: 3 clusters Score -1.299828e+07 nChanged 3051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31118 members Mstep: Class 2 contains 30273 members Entering Unmasked Estep Score: -12999844.000000 Penalty: 13505.647461 Iteration 10Q: 3 clusters Score -1.299984e+07 nChanged 2908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31068 members Mstep: Class 2 contains 30323 members Entering Unmasked Estep Score: -13001256.000000 Penalty: 13505.647461 Iteration 11Q: 3 clusters Score -1.300126e+07 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31092 members Mstep: Class 2 contains 30299 members Entering Unmasked Estep Score: -13002358.000000 Penalty: 13505.647461 Iteration 12Q: 3 clusters Score -1.300236e+07 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31229 members Mstep: Class 2 contains 30162 members Entering Unmasked Estep Score: -13003147.000000 Penalty: 13505.647461 Iteration 13Q: 3 clusters Score -1.300315e+07 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31445 members Mstep: Class 2 contains 29946 members Entering Unmasked Estep Score: -13003726.000000 Penalty: 13505.647461 Iteration 14Q: 3 clusters Score -1.300373e+07 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31761 members Mstep: Class 2 contains 29630 members Entering Unmasked Estep Score: -13004042.000000 Penalty: 13505.647461 Iteration 15Q: 3 clusters Score -1.300404e+07 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32104 members Mstep: Class 2 contains 29287 members Entering Unmasked Estep Score: -13004308.000000 Penalty: 13505.647461 Iteration 16Q: 3 clusters Score -1.300431e+07 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32425 members Mstep: Class 2 contains 28966 members Entering Unmasked Estep Score: -13004459.000000 Penalty: 13505.647461 Iteration 17Q: 3 clusters Score -1.300446e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32773 members Mstep: Class 2 contains 28618 members Entering Unmasked Estep Score: -13004552.000000 Penalty: 13505.647461 Iteration 18Q: 3 clusters Score -1.300455e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33147 members Mstep: Class 2 contains 28244 members Entering Unmasked Estep Score: -13004571.000000 Penalty: 13505.647461 Iteration 19Q: 3 clusters Score -1.300457e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33515 members Mstep: Class 2 contains 27876 members Entering Unmasked Estep Score: -13004648.000000 Penalty: 13505.647461 Iteration 20F: 3 clusters Score -1.300465e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33900 members Mstep: Class 2 contains 27491 members Entering Unmasked Estep Score: -13004723.000000 Penalty: 13505.647461 Iteration 21Q: 3 clusters Score -1.300472e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34284 members Mstep: Class 2 contains 27107 members Entering Unmasked Estep Score: -13004828.000000 Penalty: 13505.647461 Iteration 22Q: 3 clusters Score -1.300483e+07 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34681 members Mstep: Class 2 contains 26710 members Entering Unmasked Estep Score: -13004890.000000 Penalty: 13505.647461 Iteration 23Q: 3 clusters Score -1.300489e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35078 members Mstep: Class 2 contains 26313 members Entering Unmasked Estep Score: -13005007.000000 Penalty: 13505.647461 Iteration 24Q: 3 clusters Score -1.300501e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35456 members Mstep: Class 2 contains 25935 members Entering Unmasked Estep Score: -13005000.000000 Penalty: 13505.647461 Iteration 25Q: 3 clusters Score -1.3005e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35873 members Mstep: Class 2 contains 25518 members Entering Unmasked Estep Score: -13005074.000000 Penalty: 13505.647461 Iteration 26Q: 3 clusters Score -1.300507e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36312 members Mstep: Class 2 contains 25079 members Entering Unmasked Estep Score: -13005133.000000 Penalty: 13505.647461 Iteration 27Q: 3 clusters Score -1.300513e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36828 members Mstep: Class 2 contains 24563 members Entering Unmasked Estep Score: -13005170.000000 Penalty: 13505.647461 Iteration 28Q: 3 clusters Score -1.300517e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37401 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -13005252.000000 Penalty: 13505.647461 Iteration 29Q: 3 clusters Score -1.300525e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37961 members Mstep: Class 2 contains 23430 members Entering Unmasked Estep Score: -13005365.000000 Penalty: 13505.647461 Iteration 30Q: 3 clusters Score -1.300536e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38611 members Mstep: Class 2 contains 22780 members Entering Unmasked Estep Score: -13005498.000000 Penalty: 13505.647461 Iteration 31Q: 3 clusters Score -1.30055e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39356 members Mstep: Class 2 contains 22035 members Entering Unmasked Estep Score: -13005622.000000 Penalty: 13505.647461 Iteration 32Q: 3 clusters Score -1.300562e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40150 members Mstep: Class 2 contains 21241 members Entering Unmasked Estep Score: -13005801.000000 Penalty: 13505.647461 Iteration 33Q: 3 clusters Score -1.30058e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40993 members Mstep: Class 2 contains 20398 members Entering Unmasked Estep Score: -13006051.000000 Penalty: 13505.647461 Iteration 34Q: 3 clusters Score -1.300605e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41900 members Mstep: Class 2 contains 19491 members Entering Unmasked Estep Score: -13006258.000000 Penalty: 13505.647461 Iteration 35Q: 3 clusters Score -1.300626e+07 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42906 members Mstep: Class 2 contains 18485 members Entering Unmasked Estep Score: -13006528.000000 Penalty: 13505.647461 Iteration 36Q: 3 clusters Score -1.300653e+07 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44007 members Mstep: Class 2 contains 17384 members Entering Unmasked Estep Score: -13006825.000000 Penalty: 13505.647461 Iteration 37Q: 3 clusters Score -1.300682e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45147 members Mstep: Class 2 contains 16244 members Entering Unmasked Estep Score: -13007189.000000 Penalty: 13505.647461 Iteration 38Q: 3 clusters Score -1.300719e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46363 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -13007547.000000 Penalty: 13505.647461 Iteration 39Q: 3 clusters Score -1.300755e+07 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47591 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -13007970.000000 Penalty: 13505.647461 Iteration 40F: 3 clusters Score -1.300797e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48821 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -13008392.000000 Penalty: 13505.647461 Iteration 41Q: 3 clusters Score -1.300839e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50030 members Mstep: Class 2 contains 11361 members Entering Unmasked Estep Score: -13008856.000000 Penalty: 13505.647461 Iteration 42Q: 3 clusters Score -1.300886e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51192 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -13009352.000000 Penalty: 13505.647461 Iteration 43Q: 3 clusters Score -1.300935e+07 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52239 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -13009754.000000 Penalty: 13505.647461 Iteration 44Q: 3 clusters Score -1.300975e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53220 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -13010159.000000 Penalty: 13505.647461 Iteration 45Q: 3 clusters Score -1.301016e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54151 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -13010577.000000 Penalty: 13505.647461 Iteration 46Q: 3 clusters Score -1.301058e+07 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54965 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -13010968.000000 Penalty: 13505.647461 Iteration 47Q: 3 clusters Score -1.301097e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55651 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -13011299.000000 Penalty: 13505.647461 Iteration 48Q: 3 clusters Score -1.30113e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56271 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -13011543.000000 Penalty: 13505.647461 Iteration 49Q: 3 clusters Score -1.301154e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56744 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -13011684.000000 Penalty: 13505.647461 Iteration 50Q: 3 clusters Score -1.301168e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57101 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -13011826.000000 Penalty: 13505.647461 Iteration 51Q: 3 clusters Score -1.301183e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57379 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -13011903.000000 Penalty: 13505.647461 Iteration 52Q: 3 clusters Score -1.30119e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57605 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -13012007.000000 Penalty: 13505.647461 Iteration 53Q: 3 clusters Score -1.301201e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57821 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -13012119.000000 Penalty: 13505.647461 Iteration 54Q: 3 clusters Score -1.301212e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57985 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -13012132.000000 Penalty: 13505.647461 Iteration 55Q: 3 clusters Score -1.301213e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58127 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -13012197.000000 Penalty: 13505.647461 Iteration 56Q: 3 clusters Score -1.30122e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58244 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -13012245.000000 Penalty: 13505.647461 Iteration 57Q: 3 clusters Score -1.301224e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58350 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -13012310.000000 Penalty: 13505.647461 Iteration 58Q: 3 clusters Score -1.301231e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58434 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -13012350.000000 Penalty: 13505.647461 Iteration 59Q: 3 clusters Score -1.301235e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58515 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -13012358.000000 Penalty: 13505.647461 Iteration 60F: 3 clusters Score -1.301236e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58592 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -13012400.000000 Penalty: 13505.647461 Iteration 61Q: 3 clusters Score -1.30124e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58665 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -13012459.000000 Penalty: 13505.647461 Iteration 62Q: 3 clusters Score -1.301246e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58723 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -13012476.000000 Penalty: 13505.647461 Iteration 63Q: 3 clusters Score -1.301248e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58783 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -13012511.000000 Penalty: 13505.647461 Iteration 64Q: 3 clusters Score -1.301251e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58835 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -13012550.000000 Penalty: 13505.647461 Iteration 65Q: 3 clusters Score -1.301255e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58879 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -13012578.000000 Penalty: 13505.647461 Iteration 66Q: 3 clusters Score -1.301258e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58930 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -13012596.000000 Penalty: 13505.647461 Iteration 67Q: 3 clusters Score -1.30126e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58968 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -13012639.000000 Penalty: 13505.647461 Iteration 68Q: 3 clusters Score -1.301264e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58999 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -13012626.000000 Penalty: 13505.647461 Iteration 69Q: 3 clusters Score -1.301263e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59032 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -13012666.000000 Penalty: 13505.647461 Iteration 70Q: 3 clusters Score -1.301267e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59075 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -13012685.000000 Penalty: 13505.647461 Iteration 71Q: 3 clusters Score -1.301268e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59102 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -13012717.000000 Penalty: 13505.647461 Iteration 72Q: 3 clusters Score -1.301272e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59120 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -13012713.000000 Penalty: 13505.647461 Iteration 73Q: 3 clusters Score -1.301271e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59137 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -13012724.000000 Penalty: 13505.647461 Iteration 74Q: 3 clusters Score -1.301272e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59152 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -13012732.000000 Penalty: 13505.647461 Iteration 75Q: 3 clusters Score -1.301273e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59161 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -13012726.000000 Penalty: 13505.647461 Iteration 76Q: 3 clusters Score -1.301273e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59168 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -13012739.000000 Penalty: 13505.647461 Iteration 77Q: 3 clusters Score -1.301274e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59184 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -13012742.000000 Penalty: 13505.647461 Iteration 78Q: 3 clusters Score -1.301274e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59195 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -13012782.000000 Penalty: 13505.647461 Iteration 79Q: 3 clusters Score -1.301278e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59208 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -13012793.000000 Penalty: 13505.647461 Iteration 80F: 3 clusters Score -1.301279e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59225 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -13012791.000000 Penalty: 13505.647461 Iteration 81Q: 3 clusters Score -1.301279e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59237 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -13012807.000000 Penalty: 13505.647461 Iteration 82Q: 3 clusters Score -1.301281e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59245 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -13012819.000000 Penalty: 13505.647461 Iteration 83Q: 3 clusters Score -1.301282e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59257 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -13012811.000000 Penalty: 13505.647461 Iteration 84Q: 3 clusters Score -1.301281e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59263 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -13012817.000000 Penalty: 13505.647461 Iteration 85Q: 3 clusters Score -1.301282e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59270 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -13012820.000000 Penalty: 13505.647461 Iteration 86Q: 3 clusters Score -1.301282e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59277 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -13012824.000000 Penalty: 13505.647461 Iteration 87Q: 3 clusters Score -1.301282e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59282 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -13012824.000000 Penalty: 13505.647461 Iteration 88Q: 3 clusters Score -1.301282e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59284 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -13012836.000000 Penalty: 13505.647461 Iteration 89Q: 3 clusters Score -1.301284e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59289 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -13012832.000000 Penalty: 13505.647461 Iteration 90Q: 3 clusters Score -1.301283e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59290 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -13012833.000000 Penalty: 13505.647461 Iteration 91Q: 3 clusters Score -1.301283e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59290 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -13012833.000000 Penalty: 13505.647461 Iteration 92F: 3 clusters Score -1.301283e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (163952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163952 members Entering Unmasked Estep Score: -34673744.000000 Penalty: 7354.488770 Iteration 0F: 2 clusters Score -3.467374e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81896 members Mstep: Class 2 contains 82056 members Entering Unmasked Estep Score: -34563812.000000 Penalty: 14708.977539 Iteration 0F: 3 clusters Score -3.456381e+07 nChanged 76250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81798 members Mstep: Class 2 contains 82154 members Entering Unmasked Estep Score: -34606452.000000 Penalty: 14708.977539 Iteration 1F: 3 clusters Score -3.460645e+07 nChanged 5762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81886 members Mstep: Class 2 contains 82066 members Entering Unmasked Estep Score: -34607884.000000 Penalty: 14708.977539 Iteration 2Q: 3 clusters Score -3.460788e+07 nChanged 5619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82033 members Mstep: Class 2 contains 81919 members Entering Unmasked Estep Score: -34609284.000000 Penalty: 14708.977539 Iteration 3Q: 3 clusters Score -3.460928e+07 nChanged 5456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82335 members Mstep: Class 2 contains 81617 members Entering Unmasked Estep Score: -34610648.000000 Penalty: 14708.977539 Iteration 4Q: 3 clusters Score -3.461065e+07 nChanged 5410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82853 members Mstep: Class 2 contains 81099 members Entering Unmasked Estep Score: -34612036.000000 Penalty: 14708.977539 Iteration 5Q: 3 clusters Score -3.461204e+07 nChanged 5658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83593 members Mstep: Class 2 contains 80359 members Entering Unmasked Estep Score: -34613836.000000 Penalty: 14708.977539 Iteration 6Q: 3 clusters Score -3.461384e+07 nChanged 5797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84728 members Mstep: Class 2 contains 79224 members Entering Unmasked Estep Score: -34615580.000000 Penalty: 14708.977539 Iteration 7Q: 3 clusters Score -3.461558e+07 nChanged 6128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86438 members Mstep: Class 2 contains 77514 members Entering Unmasked Estep Score: -34617548.000000 Penalty: 14708.977539 Iteration 8Q: 3 clusters Score -3.461755e+07 nChanged 6561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88755 members Mstep: Class 2 contains 75197 members Entering Unmasked Estep Score: -34619864.000000 Penalty: 14708.977539 Iteration 9Q: 3 clusters Score -3.461986e+07 nChanged 6856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91585 members Mstep: Class 2 contains 72367 members Entering Unmasked Estep Score: -34622396.000000 Penalty: 14708.977539 Iteration 10Q: 3 clusters Score -3.46224e+07 nChanged 7025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94976 members Mstep: Class 2 contains 68976 members Entering Unmasked Estep Score: -34625268.000000 Penalty: 14708.977539 Iteration 11Q: 3 clusters Score -3.462527e+07 nChanged 7072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98854 members Mstep: Class 2 contains 65098 members Entering Unmasked Estep Score: -34628532.000000 Penalty: 14708.977539 Iteration 12Q: 3 clusters Score -3.462853e+07 nChanged 7104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103116 members Mstep: Class 2 contains 60836 members Entering Unmasked Estep Score: -34632336.000000 Penalty: 14708.977539 Iteration 13Q: 3 clusters Score -3.463234e+07 nChanged 6976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107334 members Mstep: Class 2 contains 56618 members Entering Unmasked Estep Score: -34636732.000000 Penalty: 14708.977539 Iteration 14Q: 3 clusters Score -3.463673e+07 nChanged 6793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111311 members Mstep: Class 2 contains 52641 members Entering Unmasked Estep Score: -34641688.000000 Penalty: 14708.977539 Iteration 15Q: 3 clusters Score -3.464169e+07 nChanged 6002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114675 members Mstep: Class 2 contains 49277 members Entering Unmasked Estep Score: -34645560.000000 Penalty: 14708.977539 Iteration 16Q: 3 clusters Score -3.464556e+07 nChanged 4833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117518 members Mstep: Class 2 contains 46434 members Entering Unmasked Estep Score: -34648096.000000 Penalty: 14708.977539 Iteration 17Q: 3 clusters Score -3.46481e+07 nChanged 3531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120141 members Mstep: Class 2 contains 43811 members Entering Unmasked Estep Score: -34649512.000000 Penalty: 14708.977539 Iteration 18Q: 3 clusters Score -3.464951e+07 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122630 members Mstep: Class 2 contains 41322 members Entering Unmasked Estep Score: -34650612.000000 Penalty: 14708.977539 Iteration 19Q: 3 clusters Score -3.465061e+07 nChanged 2635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125187 members Mstep: Class 2 contains 38765 members Entering Unmasked Estep Score: -34651608.000000 Penalty: 14708.977539 Iteration 20F: 3 clusters Score -3.465161e+07 nChanged 2555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127706 members Mstep: Class 2 contains 36246 members Entering Unmasked Estep Score: -34652668.000000 Penalty: 14708.977539 Iteration 21Q: 3 clusters Score -3.465267e+07 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130152 members Mstep: Class 2 contains 33800 members Entering Unmasked Estep Score: -34653524.000000 Penalty: 14708.977539 Iteration 22Q: 3 clusters Score -3.465352e+07 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132490 members Mstep: Class 2 contains 31462 members Entering Unmasked Estep Score: -34654264.000000 Penalty: 14708.977539 Iteration 23Q: 3 clusters Score -3.465426e+07 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134792 members Mstep: Class 2 contains 29160 members Entering Unmasked Estep Score: -34655252.000000 Penalty: 14708.977539 Iteration 24Q: 3 clusters Score -3.465525e+07 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136998 members Mstep: Class 2 contains 26954 members Entering Unmasked Estep Score: -34656124.000000 Penalty: 14708.977539 Iteration 25Q: 3 clusters Score -3.465612e+07 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139166 members Mstep: Class 2 contains 24786 members Entering Unmasked Estep Score: -34657004.000000 Penalty: 14708.977539 Iteration 26Q: 3 clusters Score -3.4657e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141267 members Mstep: Class 2 contains 22685 members Entering Unmasked Estep Score: -34657880.000000 Penalty: 14708.977539 Iteration 27Q: 3 clusters Score -3.465788e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143196 members Mstep: Class 2 contains 20756 members Entering Unmasked Estep Score: -34658552.000000 Penalty: 14708.977539 Iteration 28Q: 3 clusters Score -3.465855e+07 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144929 members Mstep: Class 2 contains 19023 members Entering Unmasked Estep Score: -34659220.000000 Penalty: 14708.977539 Iteration 29Q: 3 clusters Score -3.465922e+07 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146614 members Mstep: Class 2 contains 17338 members Entering Unmasked Estep Score: -34659964.000000 Penalty: 14708.977539 Iteration 30Q: 3 clusters Score -3.465996e+07 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148280 members Mstep: Class 2 contains 15672 members Entering Unmasked Estep Score: -34660652.000000 Penalty: 14708.977539 Iteration 31Q: 3 clusters Score -3.466065e+07 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149870 members Mstep: Class 2 contains 14082 members Entering Unmasked Estep Score: -34661364.000000 Penalty: 14708.977539 Iteration 32Q: 3 clusters Score -3.466136e+07 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151322 members Mstep: Class 2 contains 12630 members Entering Unmasked Estep Score: -34662160.000000 Penalty: 14708.977539 Iteration 33Q: 3 clusters Score -3.466216e+07 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152688 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -34662836.000000 Penalty: 14708.977539 Iteration 34Q: 3 clusters Score -3.466284e+07 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153838 members Mstep: Class 2 contains 10114 members Entering Unmasked Estep Score: -34663608.000000 Penalty: 14708.977539 Iteration 35Q: 3 clusters Score -3.466361e+07 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154816 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -34664280.000000 Penalty: 14708.977539 Iteration 36Q: 3 clusters Score -3.466428e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155669 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -34664768.000000 Penalty: 14708.977539 Iteration 37Q: 3 clusters Score -3.466477e+07 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156395 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -34665140.000000 Penalty: 14708.977539 Iteration 38Q: 3 clusters Score -3.466514e+07 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156951 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -34665484.000000 Penalty: 14708.977539 Iteration 39Q: 3 clusters Score -3.466548e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157413 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -34665728.000000 Penalty: 14708.977539 Iteration 40F: 3 clusters Score -3.466573e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157824 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -34665872.000000 Penalty: 14708.977539 Iteration 41Q: 3 clusters Score -3.466587e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158189 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -34666004.000000 Penalty: 14708.977539 Iteration 42Q: 3 clusters Score -3.4666e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158518 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -34666212.000000 Penalty: 14708.977539 Iteration 43Q: 3 clusters Score -3.466621e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158809 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -34666344.000000 Penalty: 14708.977539 Iteration 44Q: 3 clusters Score -3.466634e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159059 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -34666492.000000 Penalty: 14708.977539 Iteration 45Q: 3 clusters Score -3.466649e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159272 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -34666540.000000 Penalty: 14708.977539 Iteration 46Q: 3 clusters Score -3.466654e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159462 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -34666604.000000 Penalty: 14708.977539 Iteration 47Q: 3 clusters Score -3.46666e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159622 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -34666692.000000 Penalty: 14708.977539 Iteration 48Q: 3 clusters Score -3.466669e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159762 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -34666720.000000 Penalty: 14708.977539 Iteration 49Q: 3 clusters Score -3.466672e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159904 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -34666788.000000 Penalty: 14708.977539 Iteration 50Q: 3 clusters Score -3.466679e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160027 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -34666776.000000 Penalty: 14708.977539 Iteration 51Q: 3 clusters Score -3.466678e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160140 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -34666860.000000 Penalty: 14708.977539 Iteration 52Q: 3 clusters Score -3.466686e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160249 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -34666888.000000 Penalty: 14708.977539 Iteration 53Q: 3 clusters Score -3.466689e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160345 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -34666944.000000 Penalty: 14708.977539 Iteration 54Q: 3 clusters Score -3.466694e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160432 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -34667016.000000 Penalty: 14708.977539 Iteration 55Q: 3 clusters Score -3.466702e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160510 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -34667036.000000 Penalty: 14708.977539 Iteration 56Q: 3 clusters Score -3.466704e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160578 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -34667056.000000 Penalty: 14708.977539 Iteration 57Q: 3 clusters Score -3.466706e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160629 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -34667032.000000 Penalty: 14708.977539 Iteration 58Q: 3 clusters Score -3.466703e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160685 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -34667088.000000 Penalty: 14708.977539 Iteration 59Q: 3 clusters Score -3.466709e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160738 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -34667092.000000 Penalty: 14708.977539 Iteration 60F: 3 clusters Score -3.466709e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160781 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -34667124.000000 Penalty: 14708.977539 Iteration 61Q: 3 clusters Score -3.466712e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160824 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -34667108.000000 Penalty: 14708.977539 Iteration 62Q: 3 clusters Score -3.466711e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160855 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -34667088.000000 Penalty: 14708.977539 Iteration 63Q: 3 clusters Score -3.466709e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160879 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -34667100.000000 Penalty: 14708.977539 Iteration 64Q: 3 clusters Score -3.46671e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160898 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -34667120.000000 Penalty: 14708.977539 Iteration 65Q: 3 clusters Score -3.466712e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160911 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -34667128.000000 Penalty: 14708.977539 Iteration 66Q: 3 clusters Score -3.466713e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160917 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -34667164.000000 Penalty: 14708.977539 Iteration 67Q: 3 clusters Score -3.466716e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160932 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -34667136.000000 Penalty: 14708.977539 Iteration 68Q: 3 clusters Score -3.466714e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160950 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -34667120.000000 Penalty: 14708.977539 Iteration 69Q: 3 clusters Score -3.466712e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160968 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -34667144.000000 Penalty: 14708.977539 Iteration 70Q: 3 clusters Score -3.466714e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160986 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -34667156.000000 Penalty: 14708.977539 Iteration 71Q: 3 clusters Score -3.466716e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161006 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -34667156.000000 Penalty: 14708.977539 Iteration 72Q: 3 clusters Score -3.466716e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161026 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -34667196.000000 Penalty: 14708.977539 Iteration 73Q: 3 clusters Score -3.46672e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161042 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -34667192.000000 Penalty: 14708.977539 Iteration 74Q: 3 clusters Score -3.466719e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161057 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -34667224.000000 Penalty: 14708.977539 Iteration 75Q: 3 clusters Score -3.466722e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161071 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -34667204.000000 Penalty: 14708.977539 Iteration 76Q: 3 clusters Score -3.46672e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161085 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -34667244.000000 Penalty: 14708.977539 Iteration 77Q: 3 clusters Score -3.466724e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161095 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -34667244.000000 Penalty: 14708.977539 Iteration 78Q: 3 clusters Score -3.466724e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161106 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -34667236.000000 Penalty: 14708.977539 Iteration 79Q: 3 clusters Score -3.466724e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161116 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -34667244.000000 Penalty: 14708.977539 Iteration 80F: 3 clusters Score -3.466724e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161126 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -34667240.000000 Penalty: 14708.977539 Iteration 81Q: 3 clusters Score -3.466724e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161141 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -34667232.000000 Penalty: 14708.977539 Iteration 82Q: 3 clusters Score -3.466723e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161151 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -34667208.000000 Penalty: 14708.977539 Iteration 83Q: 3 clusters Score -3.466721e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161159 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -34667224.000000 Penalty: 14708.977539 Iteration 84Q: 3 clusters Score -3.466722e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161166 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -34667244.000000 Penalty: 14708.977539 Iteration 85Q: 3 clusters Score -3.466724e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161173 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -34667224.000000 Penalty: 14708.977539 Iteration 86Q: 3 clusters Score -3.466722e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161179 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -34667268.000000 Penalty: 14708.977539 Iteration 87Q: 3 clusters Score -3.466727e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161184 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -34667236.000000 Penalty: 14708.977539 Iteration 88Q: 3 clusters Score -3.466724e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161192 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -34667248.000000 Penalty: 14708.977539 Iteration 89Q: 3 clusters Score -3.466725e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161201 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -34667228.000000 Penalty: 14708.977539 Iteration 90Q: 3 clusters Score -3.466723e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161209 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -34667236.000000 Penalty: 14708.977539 Iteration 91Q: 3 clusters Score -3.466724e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161214 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -34667256.000000 Penalty: 14708.977539 Iteration 92Q: 3 clusters Score -3.466726e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161218 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -34667260.000000 Penalty: 14708.977539 Iteration 93Q: 3 clusters Score -3.466726e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161222 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -34667264.000000 Penalty: 14708.977539 Iteration 94Q: 3 clusters Score -3.466726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161224 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -34667252.000000 Penalty: 14708.977539 Iteration 95Q: 3 clusters Score -3.466725e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161225 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -34667244.000000 Penalty: 14708.977539 Iteration 96Q: 3 clusters Score -3.466724e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161228 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -34667268.000000 Penalty: 14708.977539 Iteration 97Q: 3 clusters Score -3.466727e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161229 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -34667256.000000 Penalty: 14708.977539 Iteration 98Q: 3 clusters Score -3.466726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161231 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -34667256.000000 Penalty: 14708.977539 Iteration 99Q: 3 clusters Score -3.466726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161233 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -34667264.000000 Penalty: 14708.977539 Iteration 100F: 3 clusters Score -3.466726e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161234 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -34667264.000000 Penalty: 14708.977539 Iteration 101Q: 3 clusters Score -3.466726e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161235 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -34667280.000000 Penalty: 14708.977539 Iteration 102Q: 3 clusters Score -3.466728e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161237 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -34667280.000000 Penalty: 14708.977539 Iteration 103Q: 3 clusters Score -3.466728e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161238 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -34667256.000000 Penalty: 14708.977539 Iteration 104Q: 3 clusters Score -3.466726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161238 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -34667268.000000 Penalty: 14708.977539 Iteration 105Q: 3 clusters Score -3.466727e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161240 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -34667284.000000 Penalty: 14708.977539 Iteration 106Q: 3 clusters Score -3.466728e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161241 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -34667276.000000 Penalty: 14708.977539 Iteration 107Q: 3 clusters Score -3.466728e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161242 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -34667280.000000 Penalty: 14708.977539 Iteration 108Q: 3 clusters Score -3.466728e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161242 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -34667280.000000 Penalty: 14708.977539 Iteration 109F: 3 clusters Score -3.466728e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Entering Unmasked Estep Score: -268411.000000 Penalty: 4529.503418 Iteration 0F: 2 clusters Score -268411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -264673.718750 Penalty: 9059.006836 Iteration 0F: 3 clusters Score -264673.7 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -271361.187500 Penalty: 9059.006836 Iteration 1F: 3 clusters Score -271361.2 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -278203.625000 Penalty: 9059.006836 Iteration 2F: 3 clusters Score -278203.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -279041.718750 Penalty: 9059.006836 Iteration 3Q: 3 clusters Score -279041.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -279233.968750 Penalty: 9059.006836 Iteration 4Q: 3 clusters Score -279234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -279324.750000 Penalty: 9059.006836 Iteration 5Q: 3 clusters Score -279324.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -279324.750000 Penalty: 9059.006836 Iteration 6F: 3 clusters Score -279324.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36188 members Mstep: Class 5 contains 14839 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12707 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 8601 members Mstep: Class 12 contains 15021 members Mstep: Class 13 contains 11241 members Mstep: Class 14 contains 54104 members Mstep: Class 15 contains 61391 members Mstep: Class 16 contains 163952 members Mstep: Class 17 contains 1257 members Mstep: Class 18 contains 371 members Mstep: Class 19 contains 42141 members Mstep: Class 20 contains 133679 members Entering Unmasked Estep Score: -119227632.000000 Penalty: 162390.671875 Splitting cluster 17 changes total score from -119219424.000000 to -119227632.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 19 (42141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42141 members Entering Unmasked Estep Score: -8965829.000000 Penalty: 6522.375488 Iteration 0F: 2 clusters Score -8965829 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21017 members Mstep: Class 2 contains 21124 members Entering Unmasked Estep Score: -8935099.000000 Penalty: 13044.750977 Iteration 0F: 3 clusters Score -8935099 nChanged 18233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20516 members Mstep: Class 2 contains 21625 members Entering Unmasked Estep Score: -8944957.000000 Penalty: 13044.750977 Iteration 1F: 3 clusters Score -8944957 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 22227 members Entering Unmasked Estep Score: -8945965.000000 Penalty: 13044.750977 Iteration 2F: 3 clusters Score -8945965 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19124 members Mstep: Class 2 contains 23017 members Entering Unmasked Estep Score: -8946970.000000 Penalty: 13044.750977 Iteration 3F: 3 clusters Score -8946970 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18108 members Mstep: Class 2 contains 24033 members Entering Unmasked Estep Score: -8948131.000000 Penalty: 13044.750977 Iteration 4F: 3 clusters Score -8948131 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16782 members Mstep: Class 2 contains 25359 members Entering Unmasked Estep Score: -8949502.000000 Penalty: 13044.750977 Iteration 5F: 3 clusters Score -8949502 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15168 members Mstep: Class 2 contains 26973 members Entering Unmasked Estep Score: -8951113.000000 Penalty: 13044.750977 Iteration 6F: 3 clusters Score -8951113 nChanged 2687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13339 members Mstep: Class 2 contains 28802 members Entering Unmasked Estep Score: -8953038.000000 Penalty: 13044.750977 Iteration 7F: 3 clusters Score -8953038 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 30499 members Entering Unmasked Estep Score: -8954578.000000 Penalty: 13044.750977 Iteration 8F: 3 clusters Score -8954578 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 32008 members Entering Unmasked Estep Score: -8955788.000000 Penalty: 13044.750977 Iteration 9Q: 3 clusters Score -8955788 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 33301 members Entering Unmasked Estep Score: -8956670.000000 Penalty: 13044.750977 Iteration 10Q: 3 clusters Score -8956670 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 34415 members Entering Unmasked Estep Score: -8957342.000000 Penalty: 13044.750977 Iteration 11Q: 3 clusters Score -8957342 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 35418 members Entering Unmasked Estep Score: -8957922.000000 Penalty: 13044.750977 Iteration 12Q: 3 clusters Score -8957922 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 36302 members Entering Unmasked Estep Score: -8958361.000000 Penalty: 13044.750977 Iteration 13Q: 3 clusters Score -8958361 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 37068 members Entering Unmasked Estep Score: -8958778.000000 Penalty: 13044.750977 Iteration 14Q: 3 clusters Score -8958778 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 37730 members Entering Unmasked Estep Score: -8959127.000000 Penalty: 13044.750977 Iteration 15Q: 3 clusters Score -8959127 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 38312 members Entering Unmasked Estep Score: -8959431.000000 Penalty: 13044.750977 Iteration 16Q: 3 clusters Score -8959431 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 38759 members Entering Unmasked Estep Score: -8959686.000000 Penalty: 13044.750977 Iteration 17Q: 3 clusters Score -8959686 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 39145 members Entering Unmasked Estep Score: -8959896.000000 Penalty: 13044.750977 Iteration 18Q: 3 clusters Score -8959896 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 39457 members Entering Unmasked Estep Score: -8960095.000000 Penalty: 13044.750977 Iteration 19Q: 3 clusters Score -8960095 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 39730 members Entering Unmasked Estep Score: -8960223.000000 Penalty: 13044.750977 Iteration 20F: 3 clusters Score -8960223 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 39929 members Entering Unmasked Estep Score: -8960335.000000 Penalty: 13044.750977 Iteration 21Q: 3 clusters Score -8960335 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 40082 members Entering Unmasked Estep Score: -8960406.000000 Penalty: 13044.750977 Iteration 22Q: 3 clusters Score -8960406 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 40200 members Entering Unmasked Estep Score: -8960481.000000 Penalty: 13044.750977 Iteration 23Q: 3 clusters Score -8960481 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 40293 members Entering Unmasked Estep Score: -8960533.000000 Penalty: 13044.750977 Iteration 24Q: 3 clusters Score -8960533 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 40361 members Entering Unmasked Estep Score: -8960566.000000 Penalty: 13044.750977 Iteration 25Q: 3 clusters Score -8960566 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 40422 members Entering Unmasked Estep Score: -8960586.000000 Penalty: 13044.750977 Iteration 26Q: 3 clusters Score -8960586 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 40465 members Entering Unmasked Estep Score: -8960645.000000 Penalty: 13044.750977 Iteration 27Q: 3 clusters Score -8960645 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 40499 members Entering Unmasked Estep Score: -8960663.000000 Penalty: 13044.750977 Iteration 28Q: 3 clusters Score -8960663 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 40539 members Entering Unmasked Estep Score: -8960688.000000 Penalty: 13044.750977 Iteration 29Q: 3 clusters Score -8960688 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 40570 members Entering Unmasked Estep Score: -8960700.000000 Penalty: 13044.750977 Iteration 30Q: 3 clusters Score -8960700 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 40604 members Entering Unmasked Estep Score: -8960710.000000 Penalty: 13044.750977 Iteration 31Q: 3 clusters Score -8960710 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 40632 members Entering Unmasked Estep Score: -8960732.000000 Penalty: 13044.750977 Iteration 32Q: 3 clusters Score -8960732 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 40654 members Entering Unmasked Estep Score: -8960768.000000 Penalty: 13044.750977 Iteration 33Q: 3 clusters Score -8960768 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 40666 members Entering Unmasked Estep Score: -8960769.000000 Penalty: 13044.750977 Iteration 34Q: 3 clusters Score -8960769 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 40678 members Entering Unmasked Estep Score: -8960769.000000 Penalty: 13044.750977 Iteration 35Q: 3 clusters Score -8960769 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 40688 members Entering Unmasked Estep Score: -8960771.000000 Penalty: 13044.750977 Iteration 36Q: 3 clusters Score -8960771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 40699 members Entering Unmasked Estep Score: -8960773.000000 Penalty: 13044.750977 Iteration 37Q: 3 clusters Score -8960773 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 40711 members Entering Unmasked Estep Score: -8960778.000000 Penalty: 13044.750977 Iteration 38Q: 3 clusters Score -8960778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 40719 members Entering Unmasked Estep Score: -8960783.000000 Penalty: 13044.750977 Iteration 39Q: 3 clusters Score -8960783 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 40725 members Entering Unmasked Estep Score: -8960779.000000 Penalty: 13044.750977 Iteration 40F: 3 clusters Score -8960779 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 40737 members Entering Unmasked Estep Score: -8960788.000000 Penalty: 13044.750977 Iteration 41Q: 3 clusters Score -8960788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 40742 members Entering Unmasked Estep Score: -8960813.000000 Penalty: 13044.750977 Iteration 42Q: 3 clusters Score -8960813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 40745 members Entering Unmasked Estep Score: -8960799.000000 Penalty: 13044.750977 Iteration 43Q: 3 clusters Score -8960799 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 40748 members Entering Unmasked Estep Score: -8960807.000000 Penalty: 13044.750977 Iteration 44Q: 3 clusters Score -8960807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 40749 members Entering Unmasked Estep Score: -8960808.000000 Penalty: 13044.750977 Iteration 45Q: 3 clusters Score -8960808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 40750 members Entering Unmasked Estep Score: -8960808.000000 Penalty: 13044.750977 Iteration 46Q: 3 clusters Score -8960808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 40750 members Entering Unmasked Estep Score: -8960808.000000 Penalty: 13044.750977 Iteration 47F: 3 clusters Score -8960808 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (133679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133679 members Entering Unmasked Estep Score: -28336884.000000 Penalty: 7229.458008 Iteration 0F: 2 clusters Score -2.833688e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66603 members Mstep: Class 2 contains 67076 members Entering Unmasked Estep Score: -28246388.000000 Penalty: 14458.916016 Iteration 0F: 3 clusters Score -2.824639e+07 nChanged 61866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65485 members Mstep: Class 2 contains 68194 members Entering Unmasked Estep Score: -28281336.000000 Penalty: 14458.916016 Iteration 1F: 3 clusters Score -2.828134e+07 nChanged 5541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64928 members Mstep: Class 2 contains 68751 members Entering Unmasked Estep Score: -28283454.000000 Penalty: 14458.916016 Iteration 2Q: 3 clusters Score -2.828345e+07 nChanged 5811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64297 members Mstep: Class 2 contains 69382 members Entering Unmasked Estep Score: -28286100.000000 Penalty: 14458.916016 Iteration 3Q: 3 clusters Score -2.82861e+07 nChanged 6227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63620 members Mstep: Class 2 contains 70059 members Entering Unmasked Estep Score: -28289196.000000 Penalty: 14458.916016 Iteration 4Q: 3 clusters Score -2.82892e+07 nChanged 6848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62822 members Mstep: Class 2 contains 70857 members Entering Unmasked Estep Score: -28292548.000000 Penalty: 14458.916016 Iteration 5F: 3 clusters Score -2.829255e+07 nChanged 7127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62071 members Mstep: Class 2 contains 71608 members Entering Unmasked Estep Score: -28296710.000000 Penalty: 14458.916016 Iteration 6F: 3 clusters Score -2.829671e+07 nChanged 7357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61032 members Mstep: Class 2 contains 72647 members Entering Unmasked Estep Score: -28300998.000000 Penalty: 14458.916016 Iteration 7F: 3 clusters Score -2.8301e+07 nChanged 7309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59131 members Mstep: Class 2 contains 74548 members Entering Unmasked Estep Score: -28304918.000000 Penalty: 14458.916016 Iteration 8F: 3 clusters Score -2.830492e+07 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56283 members Mstep: Class 2 contains 77396 members Entering Unmasked Estep Score: -28308486.000000 Penalty: 14458.916016 Iteration 9F: 3 clusters Score -2.830849e+07 nChanged 6494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52605 members Mstep: Class 2 contains 81074 members Entering Unmasked Estep Score: -28311938.000000 Penalty: 14458.916016 Iteration 10Q: 3 clusters Score -2.831194e+07 nChanged 6137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48160 members Mstep: Class 2 contains 85519 members Entering Unmasked Estep Score: -28315192.000000 Penalty: 14458.916016 Iteration 11Q: 3 clusters Score -2.831519e+07 nChanged 5824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43370 members Mstep: Class 2 contains 90309 members Entering Unmasked Estep Score: -28318800.000000 Penalty: 14458.916016 Iteration 12Q: 3 clusters Score -2.83188e+07 nChanged 5456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38498 members Mstep: Class 2 contains 95181 members Entering Unmasked Estep Score: -28322616.000000 Penalty: 14458.916016 Iteration 13Q: 3 clusters Score -2.832262e+07 nChanged 4890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33976 members Mstep: Class 2 contains 99703 members Entering Unmasked Estep Score: -28326456.000000 Penalty: 14458.916016 Iteration 14Q: 3 clusters Score -2.832646e+07 nChanged 4388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29912 members Mstep: Class 2 contains 103767 members Entering Unmasked Estep Score: -28330706.000000 Penalty: 14458.916016 Iteration 15Q: 3 clusters Score -2.833071e+07 nChanged 3572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26782 members Mstep: Class 2 contains 106897 members Entering Unmasked Estep Score: -28334950.000000 Penalty: 14458.916016 Iteration 16Q: 3 clusters Score -2.833495e+07 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24772 members Mstep: Class 2 contains 108907 members Entering Unmasked Estep Score: -28337598.000000 Penalty: 14458.916016 Iteration 17Q: 3 clusters Score -2.83376e+07 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23660 members Mstep: Class 2 contains 110019 members Entering Unmasked Estep Score: -28338260.000000 Penalty: 14458.916016 Iteration 18Q: 3 clusters Score -2.833826e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22895 members Mstep: Class 2 contains 110784 members Entering Unmasked Estep Score: -28338714.000000 Penalty: 14458.916016 Iteration 19Q: 3 clusters Score -2.833871e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22246 members Mstep: Class 2 contains 111433 members Entering Unmasked Estep Score: -28338958.000000 Penalty: 14458.916016 Iteration 20F: 3 clusters Score -2.833896e+07 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21687 members Mstep: Class 2 contains 111992 members Entering Unmasked Estep Score: -28339194.000000 Penalty: 14458.916016 Iteration 21Q: 3 clusters Score -2.833919e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21172 members Mstep: Class 2 contains 112507 members Entering Unmasked Estep Score: -28339374.000000 Penalty: 14458.916016 Iteration 22Q: 3 clusters Score -2.833937e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20749 members Mstep: Class 2 contains 112930 members Entering Unmasked Estep Score: -28339482.000000 Penalty: 14458.916016 Iteration 23Q: 3 clusters Score -2.833948e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20317 members Mstep: Class 2 contains 113362 members Entering Unmasked Estep Score: -28339696.000000 Penalty: 14458.916016 Iteration 24Q: 3 clusters Score -2.83397e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 113759 members Entering Unmasked Estep Score: -28339816.000000 Penalty: 14458.916016 Iteration 25Q: 3 clusters Score -2.833982e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19597 members Mstep: Class 2 contains 114082 members Entering Unmasked Estep Score: -28339868.000000 Penalty: 14458.916016 Iteration 26Q: 3 clusters Score -2.833987e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19342 members Mstep: Class 2 contains 114337 members Entering Unmasked Estep Score: -28339944.000000 Penalty: 14458.916016 Iteration 27Q: 3 clusters Score -2.833994e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19146 members Mstep: Class 2 contains 114533 members Entering Unmasked Estep Score: -28339914.000000 Penalty: 14458.916016 Iteration 28Q: 3 clusters Score -2.833991e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18980 members Mstep: Class 2 contains 114699 members Entering Unmasked Estep Score: -28339984.000000 Penalty: 14458.916016 Iteration 29Q: 3 clusters Score -2.833998e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18854 members Mstep: Class 2 contains 114825 members Entering Unmasked Estep Score: -28339938.000000 Penalty: 14458.916016 Iteration 30Q: 3 clusters Score -2.833994e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18739 members Mstep: Class 2 contains 114940 members Entering Unmasked Estep Score: -28339922.000000 Penalty: 14458.916016 Iteration 31Q: 3 clusters Score -2.833992e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18656 members Mstep: Class 2 contains 115023 members Entering Unmasked Estep Score: -28339942.000000 Penalty: 14458.916016 Iteration 32Q: 3 clusters Score -2.833994e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18585 members Mstep: Class 2 contains 115094 members Entering Unmasked Estep Score: -28339952.000000 Penalty: 14458.916016 Iteration 33Q: 3 clusters Score -2.833995e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18525 members Mstep: Class 2 contains 115154 members Entering Unmasked Estep Score: -28339908.000000 Penalty: 14458.916016 Iteration 34Q: 3 clusters Score -2.833991e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18478 members Mstep: Class 2 contains 115201 members Entering Unmasked Estep Score: -28339972.000000 Penalty: 14458.916016 Iteration 35Q: 3 clusters Score -2.833997e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18440 members Mstep: Class 2 contains 115239 members Entering Unmasked Estep Score: -28339922.000000 Penalty: 14458.916016 Iteration 36Q: 3 clusters Score -2.833992e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 115276 members Entering Unmasked Estep Score: -28339928.000000 Penalty: 14458.916016 Iteration 37Q: 3 clusters Score -2.833993e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18376 members Mstep: Class 2 contains 115303 members Entering Unmasked Estep Score: -28339938.000000 Penalty: 14458.916016 Iteration 38Q: 3 clusters Score -2.833994e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18353 members Mstep: Class 2 contains 115326 members Entering Unmasked Estep Score: -28339976.000000 Penalty: 14458.916016 Iteration 39Q: 3 clusters Score -2.833998e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18338 members Mstep: Class 2 contains 115341 members Entering Unmasked Estep Score: -28339970.000000 Penalty: 14458.916016 Iteration 40F: 3 clusters Score -2.833997e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18326 members Mstep: Class 2 contains 115353 members Entering Unmasked Estep Score: -28339932.000000 Penalty: 14458.916016 Iteration 41Q: 3 clusters Score -2.833993e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18314 members Mstep: Class 2 contains 115365 members Entering Unmasked Estep Score: -28339932.000000 Penalty: 14458.916016 Iteration 42Q: 3 clusters Score -2.833993e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 115371 members Entering Unmasked Estep Score: -28339926.000000 Penalty: 14458.916016 Iteration 43Q: 3 clusters Score -2.833993e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18298 members Mstep: Class 2 contains 115381 members Entering Unmasked Estep Score: -28339918.000000 Penalty: 14458.916016 Iteration 44Q: 3 clusters Score -2.833992e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18286 members Mstep: Class 2 contains 115393 members Entering Unmasked Estep Score: -28339938.000000 Penalty: 14458.916016 Iteration 45Q: 3 clusters Score -2.833994e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18272 members Mstep: Class 2 contains 115407 members Entering Unmasked Estep Score: -28339950.000000 Penalty: 14458.916016 Iteration 46Q: 3 clusters Score -2.833995e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18264 members Mstep: Class 2 contains 115415 members Entering Unmasked Estep Score: -28339930.000000 Penalty: 14458.916016 Iteration 47Q: 3 clusters Score -2.833993e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18254 members Mstep: Class 2 contains 115425 members Entering Unmasked Estep Score: -28339920.000000 Penalty: 14458.916016 Iteration 48Q: 3 clusters Score -2.833992e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18247 members Mstep: Class 2 contains 115432 members Entering Unmasked Estep Score: -28339906.000000 Penalty: 14458.916016 Iteration 49Q: 3 clusters Score -2.833991e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18240 members Mstep: Class 2 contains 115439 members Entering Unmasked Estep Score: -28339910.000000 Penalty: 14458.916016 Iteration 50Q: 3 clusters Score -2.833991e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18235 members Mstep: Class 2 contains 115444 members Entering Unmasked Estep Score: -28339914.000000 Penalty: 14458.916016 Iteration 51Q: 3 clusters Score -2.833991e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 115446 members Entering Unmasked Estep Score: -28339940.000000 Penalty: 14458.916016 Iteration 52Q: 3 clusters Score -2.833994e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18232 members Mstep: Class 2 contains 115447 members Entering Unmasked Estep Score: -28339938.000000 Penalty: 14458.916016 Iteration 53Q: 3 clusters Score -2.833994e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18231 members Mstep: Class 2 contains 115448 members Entering Unmasked Estep Score: -28339934.000000 Penalty: 14458.916016 Iteration 54Q: 3 clusters Score -2.833993e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18231 members Mstep: Class 2 contains 115448 members Entering Unmasked Estep Score: -28339934.000000 Penalty: 14458.916016 Iteration 55F: 3 clusters Score -2.833993e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36188 members Mstep: Class 5 contains 14839 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12707 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 8601 members Mstep: Class 12 contains 15021 members Mstep: Class 13 contains 11241 members Mstep: Class 14 contains 54104 members Mstep: Class 15 contains 61391 members Mstep: Class 16 contains 163952 members Mstep: Class 17 contains 1257 members Mstep: Class 18 contains 371 members Mstep: Class 19 contains 42141 members Mstep: Class 20 contains 18231 members Mstep: Class 21 contains 115448 members Entering Unmasked Estep Score: -119229704.000000 Penalty: 170510.218750 Splitting cluster 20 changes total score from -119219424.000000 to -119229704.000000 So it's getting split into cluster 21. Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 8837 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36188 members Mstep: Class 5 contains 14839 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1250 members Mstep: Class 9 contains 12707 members Mstep: Class 10 contains 433 members Mstep: Class 12 contains 15021 members Mstep: Class 13 contains 11241 members Mstep: Class 14 contains 54104 members Mstep: Class 15 contains 61391 members Mstep: Class 16 contains 163952 members Mstep: Class 17 contains 1257 members Mstep: Class 19 contains 42141 members Mstep: Class 20 contains 18231 members Entering Unmasked Estep ConsiderDeletion Score: -119232416.000000 Penalty: 170510.218750 Iteration 39Q: 22 clusters Score -1.192324e+08 nChanged 6687 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 36481 members Mstep: Class 5 contains 15035 members Mstep: Class 6 contains 2813 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 12848 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 8422 members Mstep: Class 12 contains 15048 members Mstep: Class 13 contains 11219 members Mstep: Class 14 contains 55253 members Mstep: Class 15 contains 61463 members Mstep: Class 16 contains 165199 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 369 members Mstep: Class 19 contains 42253 members Mstep: Class 20 contains 18369 members Mstep: Class 21 contains 112249 members Entering Unmasked Estep ConsiderDeletion Score: -119237368.000000 Penalty: 170510.218750 Iteration 40F: 22 clusters Score -1.192374e+08 nChanged 7550 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 849 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 36288 members Mstep: Class 5 contains 15069 members Mstep: Class 6 contains 2636 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 13240 members Mstep: Class 10 contains 446 members Mstep: Class 11 contains 8581 members Mstep: Class 12 contains 15102 members Mstep: Class 13 contains 11158 members Mstep: Class 14 contains 53684 members Mstep: Class 15 contains 61289 members Mstep: Class 16 contains 165115 members Mstep: Class 17 contains 1255 members Mstep: Class 18 contains 416 members Mstep: Class 19 contains 42116 members Mstep: Class 20 contains 18486 members Mstep: Class 21 contains 113917 members Entering Unmasked Estep ConsiderDeletion Score: -119240112.000000 Penalty: 170510.218750 Iteration 41Q: 22 clusters Score -1.192401e+08 nChanged 4669 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 36093 members Mstep: Class 5 contains 15098 members Mstep: Class 6 contains 2559 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 13542 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8574 members Mstep: Class 12 contains 15140 members Mstep: Class 13 contains 11091 members Mstep: Class 14 contains 52527 members Mstep: Class 15 contains 61142 members Mstep: Class 16 contains 165241 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41989 members Mstep: Class 20 contains 18658 members Mstep: Class 21 contains 115018 members Entering Unmasked Estep ConsiderDeletion Score: -119241256.000000 Penalty: 170510.218750 Iteration 42Q: 22 clusters Score -1.192413e+08 nChanged 3449 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8797 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35903 members Mstep: Class 5 contains 15133 members Mstep: Class 6 contains 2503 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 13770 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8597 members Mstep: Class 12 contains 15166 members Mstep: Class 13 contains 11041 members Mstep: Class 14 contains 51602 members Mstep: Class 15 contains 61046 members Mstep: Class 16 contains 165438 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41873 members Mstep: Class 20 contains 18844 members Mstep: Class 21 contains 115756 members Entering Unmasked Estep ConsiderDeletion Score: -119241632.000000 Penalty: 170510.218750 Iteration 43Q: 22 clusters Score -1.192416e+08 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35757 members Mstep: Class 5 contains 15179 members Mstep: Class 6 contains 2469 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 13938 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8637 members Mstep: Class 12 contains 15194 members Mstep: Class 13 contains 10985 members Mstep: Class 14 contains 50760 members Mstep: Class 15 contains 60951 members Mstep: Class 16 contains 165679 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41794 members Mstep: Class 20 contains 19005 members Mstep: Class 21 contains 116330 members Entering Unmasked Estep ConsiderDeletion Score: -119242648.000000 Penalty: 170510.218750 Iteration 44Q: 22 clusters Score -1.192426e+08 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35621 members Mstep: Class 5 contains 15203 members Mstep: Class 6 contains 2437 members Mstep: Class 7 contains 612 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14073 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8697 members Mstep: Class 12 contains 15242 members Mstep: Class 13 contains 10928 members Mstep: Class 14 contains 49949 members Mstep: Class 15 contains 60866 members Mstep: Class 16 contains 165864 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41739 members Mstep: Class 20 contains 19159 members Mstep: Class 21 contains 116903 members Entering Unmasked Estep ConsiderDeletion Score: -119243128.000000 Penalty: 170510.218750 Iteration 45Q: 22 clusters Score -1.192431e+08 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35521 members Mstep: Class 5 contains 15229 members Mstep: Class 6 contains 2412 members Mstep: Class 7 contains 609 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14174 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8748 members Mstep: Class 12 contains 15275 members Mstep: Class 13 contains 10881 members Mstep: Class 14 contains 49177 members Mstep: Class 15 contains 60797 members Mstep: Class 16 contains 166033 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41698 members Mstep: Class 20 contains 19302 members Mstep: Class 21 contains 117442 members Entering Unmasked Estep ConsiderDeletion Score: -119243752.000000 Penalty: 170510.218750 Iteration 46Q: 22 clusters Score -1.192438e+08 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35443 members Mstep: Class 5 contains 15253 members Mstep: Class 6 contains 2384 members Mstep: Class 7 contains 606 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8803 members Mstep: Class 12 contains 15310 members Mstep: Class 13 contains 10845 members Mstep: Class 14 contains 48421 members Mstep: Class 15 contains 60750 members Mstep: Class 16 contains 166204 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41653 members Mstep: Class 20 contains 19447 members Mstep: Class 21 contains 117902 members Entering Unmasked Estep ConsiderDeletion Score: -119244408.000000 Penalty: 170510.218750 Iteration 47Q: 22 clusters Score -1.192444e+08 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35394 members Mstep: Class 5 contains 15282 members Mstep: Class 6 contains 2361 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14359 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8842 members Mstep: Class 12 contains 15344 members Mstep: Class 13 contains 10821 members Mstep: Class 14 contains 47707 members Mstep: Class 15 contains 60709 members Mstep: Class 16 contains 166360 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41621 members Mstep: Class 20 contains 19577 members Mstep: Class 21 contains 118313 members Entering Unmasked Estep ConsiderDeletion Score: -119244656.000000 Penalty: 170510.218750 Iteration 48Q: 22 clusters Score -1.192447e+08 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35375 members Mstep: Class 5 contains 15296 members Mstep: Class 6 contains 2334 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14420 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8884 members Mstep: Class 12 contains 15374 members Mstep: Class 13 contains 10794 members Mstep: Class 14 contains 47055 members Mstep: Class 15 contains 60661 members Mstep: Class 16 contains 166490 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41581 members Mstep: Class 20 contains 19696 members Mstep: Class 21 contains 118728 members Entering Unmasked Estep ConsiderDeletion Score: -119246016.000000 Penalty: 170510.218750 Iteration 49Q: 22 clusters Score -1.19246e+08 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35345 members Mstep: Class 5 contains 15312 members Mstep: Class 6 contains 2322 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14469 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8909 members Mstep: Class 12 contains 15400 members Mstep: Class 13 contains 10781 members Mstep: Class 14 contains 46439 members Mstep: Class 15 contains 60612 members Mstep: Class 16 contains 166585 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41566 members Mstep: Class 20 contains 19833 members Mstep: Class 21 contains 119115 members Entering Unmasked Estep ConsiderDeletion Score: -119246440.000000 Penalty: 170510.218750 Iteration 50Q: 22 clusters Score -1.192464e+08 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35310 members Mstep: Class 5 contains 15332 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14510 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8934 members Mstep: Class 12 contains 15413 members Mstep: Class 13 contains 10773 members Mstep: Class 14 contains 45801 members Mstep: Class 15 contains 60585 members Mstep: Class 16 contains 166710 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41561 members Mstep: Class 20 contains 19953 members Mstep: Class 21 contains 119491 members Entering Unmasked Estep ConsiderDeletion Score: -119246416.000000 Penalty: 170510.218750 Iteration 51Q: 22 clusters Score -1.192464e+08 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35280 members Mstep: Class 5 contains 15358 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14549 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8956 members Mstep: Class 12 contains 15431 members Mstep: Class 13 contains 10766 members Mstep: Class 14 contains 45169 members Mstep: Class 15 contains 60549 members Mstep: Class 16 contains 166842 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41538 members Mstep: Class 20 contains 20071 members Mstep: Class 21 contains 119864 members Entering Unmasked Estep ConsiderDeletion Score: -119246792.000000 Penalty: 170510.218750 Iteration 52Q: 22 clusters Score -1.192468e+08 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35240 members Mstep: Class 5 contains 15383 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14588 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8978 members Mstep: Class 12 contains 15443 members Mstep: Class 13 contains 10754 members Mstep: Class 14 contains 44568 members Mstep: Class 15 contains 60497 members Mstep: Class 16 contains 166977 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41533 members Mstep: Class 20 contains 20181 members Mstep: Class 21 contains 120229 members Entering Unmasked Estep ConsiderDeletion Score: -119246768.000000 Penalty: 170510.218750 Iteration 53Q: 22 clusters Score -1.192468e+08 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35187 members Mstep: Class 5 contains 15404 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14625 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9003 members Mstep: Class 12 contains 15455 members Mstep: Class 13 contains 10748 members Mstep: Class 14 contains 43988 members Mstep: Class 15 contains 60458 members Mstep: Class 16 contains 167101 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41521 members Mstep: Class 20 contains 20279 members Mstep: Class 21 contains 120608 members Entering Unmasked Estep ConsiderDeletion Score: -119246704.000000 Penalty: 170510.218750 Iteration 54Q: 22 clusters Score -1.192467e+08 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35150 members Mstep: Class 5 contains 15421 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14670 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9027 members Mstep: Class 12 contains 15469 members Mstep: Class 13 contains 10739 members Mstep: Class 14 contains 43445 members Mstep: Class 15 contains 60417 members Mstep: Class 16 contains 167222 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41504 members Mstep: Class 20 contains 20360 members Mstep: Class 21 contains 120951 members Entering Unmasked Estep ConsiderDeletion Score: -119246784.000000 Penalty: 170510.218750 Iteration 55Q: 22 clusters Score -1.192468e+08 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35115 members Mstep: Class 5 contains 15436 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9055 members Mstep: Class 12 contains 15483 members Mstep: Class 13 contains 10733 members Mstep: Class 14 contains 42927 members Mstep: Class 15 contains 60368 members Mstep: Class 16 contains 167328 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41495 members Mstep: Class 20 contains 20443 members Mstep: Class 21 contains 121267 members Entering Unmasked Estep ConsiderDeletion Score: -119246600.000000 Penalty: 170510.218750 Iteration 56Q: 22 clusters Score -1.192466e+08 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35076 members Mstep: Class 5 contains 15449 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14779 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9090 members Mstep: Class 12 contains 15489 members Mstep: Class 13 contains 10736 members Mstep: Class 14 contains 42415 members Mstep: Class 15 contains 60330 members Mstep: Class 16 contains 167449 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41488 members Mstep: Class 20 contains 20509 members Mstep: Class 21 contains 121569 members Entering Unmasked Estep ConsiderDeletion Score: -119246424.000000 Penalty: 170510.218750 Iteration 57Q: 22 clusters Score -1.192464e+08 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35034 members Mstep: Class 5 contains 15460 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14818 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9116 members Mstep: Class 12 contains 15497 members Mstep: Class 13 contains 10734 members Mstep: Class 14 contains 41966 members Mstep: Class 15 contains 60281 members Mstep: Class 16 contains 167567 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41488 members Mstep: Class 20 contains 20570 members Mstep: Class 21 contains 121845 members Entering Unmasked Estep ConsiderDeletion Score: -119246704.000000 Penalty: 170510.218750 Iteration 58Q: 22 clusters Score -1.192467e+08 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 35005 members Mstep: Class 5 contains 15473 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14864 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9140 members Mstep: Class 12 contains 15502 members Mstep: Class 13 contains 10734 members Mstep: Class 14 contains 41527 members Mstep: Class 15 contains 60231 members Mstep: Class 16 contains 167696 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41491 members Mstep: Class 20 contains 20626 members Mstep: Class 21 contains 122086 members Entering Unmasked Estep ConsiderDeletion Score: -119246440.000000 Penalty: 170510.218750 Iteration 59Q: 22 clusters Score -1.192464e+08 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34977 members Mstep: Class 5 contains 15485 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14898 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9157 members Mstep: Class 12 contains 15507 members Mstep: Class 13 contains 10729 members Mstep: Class 14 contains 41125 members Mstep: Class 15 contains 60186 members Mstep: Class 16 contains 167800 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 415 members Mstep: Class 19 contains 41481 members Mstep: Class 20 contains 20686 members Mstep: Class 21 contains 122343 members Entering Unmasked Estep ConsiderDeletion Score: -119246368.000000 Penalty: 170510.218750 Iteration 60F: 22 clusters Score -1.192464e+08 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34944 members Mstep: Class 5 contains 15495 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14925 members Mstep: Class 10 contains 445 members Mstep: Class 11 contains 9162 members Mstep: Class 12 contains 15512 members Mstep: Class 13 contains 10727 members Mstep: Class 14 contains 40745 members Mstep: Class 15 contains 60145 members Mstep: Class 16 contains 167891 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 417 members Mstep: Class 19 contains 41476 members Mstep: Class 20 contains 20737 members Mstep: Class 21 contains 122616 members Entering Unmasked Estep ConsiderDeletion Score: -119246760.000000 Penalty: 170510.218750 Iteration 61Q: 22 clusters Score -1.192468e+08 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34922 members Mstep: Class 5 contains 15505 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14953 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9171 members Mstep: Class 12 contains 15516 members Mstep: Class 13 contains 10729 members Mstep: Class 14 contains 40371 members Mstep: Class 15 contains 60109 members Mstep: Class 16 contains 167964 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41477 members Mstep: Class 20 contains 20769 members Mstep: Class 21 contains 122890 members Entering Unmasked Estep ConsiderDeletion Score: -119246816.000000 Penalty: 170510.218750 Iteration 62Q: 22 clusters Score -1.192468e+08 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34903 members Mstep: Class 5 contains 15514 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 14993 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9181 members Mstep: Class 12 contains 15522 members Mstep: Class 13 contains 10729 members Mstep: Class 14 contains 40003 members Mstep: Class 15 contains 60070 members Mstep: Class 16 contains 168040 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41473 members Mstep: Class 20 contains 20820 members Mstep: Class 21 contains 123127 members Entering Unmasked Estep ConsiderDeletion Score: -119247088.000000 Penalty: 170510.218750 Iteration 63Q: 22 clusters Score -1.192471e+08 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34881 members Mstep: Class 5 contains 15530 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15037 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9196 members Mstep: Class 12 contains 15532 members Mstep: Class 13 contains 10727 members Mstep: Class 14 contains 39658 members Mstep: Class 15 contains 60043 members Mstep: Class 16 contains 168122 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41457 members Mstep: Class 20 contains 20867 members Mstep: Class 21 contains 123327 members Entering Unmasked Estep ConsiderDeletion Score: -119247032.000000 Penalty: 170510.218750 Iteration 64Q: 22 clusters Score -1.19247e+08 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34854 members Mstep: Class 5 contains 15541 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15073 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9209 members Mstep: Class 12 contains 15542 members Mstep: Class 13 contains 10726 members Mstep: Class 14 contains 39327 members Mstep: Class 15 contains 60010 members Mstep: Class 16 contains 168215 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41446 members Mstep: Class 20 contains 20917 members Mstep: Class 21 contains 123516 members Entering Unmasked Estep ConsiderDeletion Score: -119247248.000000 Penalty: 170510.218750 Iteration 65Q: 22 clusters Score -1.192472e+08 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34839 members Mstep: Class 5 contains 15560 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15118 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9215 members Mstep: Class 12 contains 15551 members Mstep: Class 13 contains 10720 members Mstep: Class 14 contains 39020 members Mstep: Class 15 contains 59959 members Mstep: Class 16 contains 168307 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41433 members Mstep: Class 20 contains 20963 members Mstep: Class 21 contains 123692 members Entering Unmasked Estep ConsiderDeletion Score: -119247288.000000 Penalty: 170510.218750 Iteration 66Q: 22 clusters Score -1.192473e+08 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34808 members Mstep: Class 5 contains 15575 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15162 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9215 members Mstep: Class 12 contains 15556 members Mstep: Class 13 contains 10719 members Mstep: Class 14 contains 38742 members Mstep: Class 15 contains 59897 members Mstep: Class 16 contains 168391 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41412 members Mstep: Class 20 contains 21003 members Mstep: Class 21 contains 123899 members Entering Unmasked Estep ConsiderDeletion Score: -119247440.000000 Penalty: 170510.218750 Iteration 67Q: 22 clusters Score -1.192474e+08 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34781 members Mstep: Class 5 contains 15586 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15201 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9235 members Mstep: Class 12 contains 15561 members Mstep: Class 13 contains 10718 members Mstep: Class 14 contains 38433 members Mstep: Class 15 contains 59836 members Mstep: Class 16 contains 168482 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41404 members Mstep: Class 20 contains 21048 members Mstep: Class 21 contains 124095 members Entering Unmasked Estep ConsiderDeletion Score: -119247424.000000 Penalty: 170510.218750 Iteration 68Q: 22 clusters Score -1.192474e+08 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34749 members Mstep: Class 5 contains 15592 members Mstep: Class 6 contains 2319 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15233 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9254 members Mstep: Class 12 contains 15568 members Mstep: Class 13 contains 10718 members Mstep: Class 14 contains 38161 members Mstep: Class 15 contains 59769 members Mstep: Class 16 contains 168560 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41395 members Mstep: Class 20 contains 21097 members Mstep: Class 21 contains 124285 members Entering Unmasked Estep ConsiderDeletion Score: -119247640.000000 Penalty: 170510.218750 Iteration 69Q: 22 clusters Score -1.192476e+08 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34720 members Mstep: Class 5 contains 15596 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15251 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9270 members Mstep: Class 12 contains 15573 members Mstep: Class 13 contains 10718 members Mstep: Class 14 contains 37888 members Mstep: Class 15 contains 59705 members Mstep: Class 16 contains 168647 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41394 members Mstep: Class 20 contains 21150 members Mstep: Class 21 contains 124471 members Entering Unmasked Estep ConsiderDeletion Score: -119247624.000000 Penalty: 170510.218750 Iteration 70Q: 22 clusters Score -1.192476e+08 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34678 members Mstep: Class 5 contains 15607 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15287 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9287 members Mstep: Class 12 contains 15581 members Mstep: Class 13 contains 10719 members Mstep: Class 14 contains 37628 members Mstep: Class 15 contains 59633 members Mstep: Class 16 contains 168732 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41389 members Mstep: Class 20 contains 21203 members Mstep: Class 21 contains 124640 members Entering Unmasked Estep ConsiderDeletion Score: -119248024.000000 Penalty: 170510.218750 Iteration 71Q: 22 clusters Score -1.19248e+08 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34648 members Mstep: Class 5 contains 15612 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15324 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9302 members Mstep: Class 12 contains 15588 members Mstep: Class 13 contains 10721 members Mstep: Class 14 contains 37380 members Mstep: Class 15 contains 59554 members Mstep: Class 16 contains 168809 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41386 members Mstep: Class 20 contains 21257 members Mstep: Class 21 contains 124804 members Entering Unmasked Estep ConsiderDeletion Score: -119248072.000000 Penalty: 170510.218750 Iteration 72Q: 22 clusters Score -1.192481e+08 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34625 members Mstep: Class 5 contains 15622 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15348 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9316 members Mstep: Class 12 contains 15588 members Mstep: Class 13 contains 10723 members Mstep: Class 14 contains 37120 members Mstep: Class 15 contains 59487 members Mstep: Class 16 contains 168895 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41386 members Mstep: Class 20 contains 21303 members Mstep: Class 21 contains 124971 members Entering Unmasked Estep ConsiderDeletion Score: -119248200.000000 Penalty: 170510.218750 Iteration 73Q: 22 clusters Score -1.192482e+08 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34592 members Mstep: Class 5 contains 15631 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15391 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9325 members Mstep: Class 12 contains 15594 members Mstep: Class 13 contains 10723 members Mstep: Class 14 contains 36862 members Mstep: Class 15 contains 59432 members Mstep: Class 16 contains 168986 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41382 members Mstep: Class 20 contains 21354 members Mstep: Class 21 contains 125110 members Entering Unmasked Estep ConsiderDeletion Score: -119248112.000000 Penalty: 170510.218750 Iteration 74Q: 22 clusters Score -1.192481e+08 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34563 members Mstep: Class 5 contains 15646 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15423 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9348 members Mstep: Class 12 contains 15598 members Mstep: Class 13 contains 10724 members Mstep: Class 14 contains 36598 members Mstep: Class 15 contains 59378 members Mstep: Class 16 contains 169085 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41383 members Mstep: Class 20 contains 21421 members Mstep: Class 21 contains 125216 members Entering Unmasked Estep ConsiderDeletion Score: -119248336.000000 Penalty: 170510.218750 Iteration 75Q: 22 clusters Score -1.192483e+08 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34537 members Mstep: Class 5 contains 15662 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15473 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9363 members Mstep: Class 12 contains 15601 members Mstep: Class 13 contains 10728 members Mstep: Class 14 contains 36345 members Mstep: Class 15 contains 59310 members Mstep: Class 16 contains 169187 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41379 members Mstep: Class 20 contains 21486 members Mstep: Class 21 contains 125311 members Entering Unmasked Estep ConsiderDeletion Score: -119248104.000000 Penalty: 170510.218750 Iteration 76Q: 22 clusters Score -1.192481e+08 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34518 members Mstep: Class 5 contains 15677 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15517 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9375 members Mstep: Class 12 contains 15603 members Mstep: Class 13 contains 10729 members Mstep: Class 14 contains 36106 members Mstep: Class 15 contains 59249 members Mstep: Class 16 contains 169301 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41374 members Mstep: Class 20 contains 21562 members Mstep: Class 21 contains 125370 members Entering Unmasked Estep ConsiderDeletion Score: -119248072.000000 Penalty: 170510.218750 Iteration 77Q: 22 clusters Score -1.192481e+08 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34503 members Mstep: Class 5 contains 15691 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15555 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9388 members Mstep: Class 12 contains 15604 members Mstep: Class 13 contains 10730 members Mstep: Class 14 contains 35896 members Mstep: Class 15 contains 59185 members Mstep: Class 16 contains 169417 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41366 members Mstep: Class 20 contains 21640 members Mstep: Class 21 contains 125412 members Entering Unmasked Estep ConsiderDeletion Score: -119248128.000000 Penalty: 170510.218750 Iteration 78Q: 22 clusters Score -1.192481e+08 nChanged 783 Entering ConstructFrom: Score: -119248128.000000 Penalty: 170510.218750 Entering ConstructFrom: Trying to split cluster 1 (8769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Entering Unmasked Estep Score: -1769706.500000 Penalty: 5560.873535 Iteration 0F: 2 clusters Score -1769706 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1760341.125000 Penalty: 11121.747070 Iteration 0F: 3 clusters Score -1760341 nChanged 3138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1763024.750000 Penalty: 11121.747070 Iteration 1F: 3 clusters Score -1763025 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1764339.500000 Penalty: 11121.747070 Iteration 2F: 3 clusters Score -1764340 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1765376.750000 Penalty: 11121.747070 Iteration 3F: 3 clusters Score -1765377 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -1766840.875000 Penalty: 11121.747070 Iteration 4F: 3 clusters Score -1766841 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1769056.250000 Penalty: 11121.747070 Iteration 5F: 3 clusters Score -1769056 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1771344.375000 Penalty: 11121.747070 Iteration 6F: 3 clusters Score -1771344 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1772688.750000 Penalty: 11121.747070 Iteration 7F: 3 clusters Score -1772689 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1773141.375000 Penalty: 11121.747070 Iteration 8Q: 3 clusters Score -1773141 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1773266.625000 Penalty: 11121.747070 Iteration 9Q: 3 clusters Score -1773267 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1773308.375000 Penalty: 11121.747070 Iteration 10Q: 3 clusters Score -1773308 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1773322.250000 Penalty: 11121.747070 Iteration 11Q: 3 clusters Score -1773322 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1773332.875000 Penalty: 11121.747070 Iteration 12Q: 3 clusters Score -1773333 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1773339.500000 Penalty: 11121.747070 Iteration 13Q: 3 clusters Score -1773340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1773343.250000 Penalty: 11121.747070 Iteration 14Q: 3 clusters Score -1773343 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1773343.375000 Penalty: 11121.747070 Iteration 15Q: 3 clusters Score -1773343 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1773346.625000 Penalty: 11121.747070 Iteration 16Q: 3 clusters Score -1773347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1773343.750000 Penalty: 11121.747070 Iteration 17Q: 3 clusters Score -1773344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -1773345.125000 Penalty: 11121.747070 Iteration 18Q: 3 clusters Score -1773345 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1773346.250000 Penalty: 11121.747070 Iteration 19Q: 3 clusters Score -1773346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1773346.250000 Penalty: 11121.747070 Iteration 20F: 3 clusters Score -1773346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34488 members Mstep: Class 5 contains 15707 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15616 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9409 members Mstep: Class 12 contains 15608 members Mstep: Class 13 contains 10731 members Mstep: Class 14 contains 35659 members Mstep: Class 15 contains 59122 members Mstep: Class 16 contains 169551 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41360 members Mstep: Class 20 contains 21709 members Mstep: Class 21 contains 125429 members Mstep: Class 22 contains 1711 members Entering Unmasked Estep Score: -119249272.000000 Penalty: 178629.750000 Splitting cluster 1 changes total score from -119248128.000000 to -119249272.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 2 (854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Entering Unmasked Estep Score: -154199.250000 Penalty: 4134.333008 Iteration 0F: 2 clusters Score -154199.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -150347.390625 Penalty: 8268.666016 Iteration 0F: 3 clusters Score -150347.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -150793.078125 Penalty: 8268.666016 Iteration 1F: 3 clusters Score -150793.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -151067.812500 Penalty: 8268.666016 Iteration 2F: 3 clusters Score -151067.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -151246.296875 Penalty: 8268.666016 Iteration 3Q: 3 clusters Score -151246.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -151371.312500 Penalty: 8268.666016 Iteration 4Q: 3 clusters Score -151371.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -151450.531250 Penalty: 8268.666016 Iteration 5Q: 3 clusters Score -151450.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -151535.484375 Penalty: 8268.666016 Iteration 6Q: 3 clusters Score -151535.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -151611.593750 Penalty: 8268.666016 Iteration 7Q: 3 clusters Score -151611.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -151729.750000 Penalty: 8268.666016 Iteration 8Q: 3 clusters Score -151729.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -151871.093750 Penalty: 8268.666016 Iteration 9Q: 3 clusters Score -151871.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -152048.796875 Penalty: 8268.666016 Iteration 10Q: 3 clusters Score -152048.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -152186.328125 Penalty: 8268.666016 Iteration 11Q: 3 clusters Score -152186.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -152266.140625 Penalty: 8268.666016 Iteration 12Q: 3 clusters Score -152266.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -152424.078125 Penalty: 8268.666016 Iteration 13Q: 3 clusters Score -152424.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -152592.359375 Penalty: 8268.666016 Iteration 14Q: 3 clusters Score -152592.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -152735.140625 Penalty: 8268.666016 Iteration 15Q: 3 clusters Score -152735.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -152798.953125 Penalty: 8268.666016 Iteration 16Q: 3 clusters Score -152799 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -152831.437500 Penalty: 8268.666016 Iteration 17Q: 3 clusters Score -152831.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -152844.093750 Penalty: 8268.666016 Iteration 18Q: 3 clusters Score -152844.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -152851.484375 Penalty: 8268.666016 Iteration 19Q: 3 clusters Score -152851.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -152851.953125 Penalty: 8268.666016 Iteration 20F: 3 clusters Score -152852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -152866.687500 Penalty: 8268.666016 Iteration 21Q: 3 clusters Score -152866.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -152884.421875 Penalty: 8268.666016 Iteration 22Q: 3 clusters Score -152884.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -152886.140625 Penalty: 8268.666016 Iteration 23Q: 3 clusters Score -152886.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -152887.156250 Penalty: 8268.666016 Iteration 24Q: 3 clusters Score -152887.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -152887.156250 Penalty: 8268.666016 Iteration 25F: 3 clusters Score -152887.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Entering Unmasked Estep Score: -276453.812500 Penalty: 4424.268555 Iteration 0F: 2 clusters Score -276453.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -272020.843750 Penalty: 8848.537109 Iteration 0F: 3 clusters Score -272020.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -272478.375000 Penalty: 8848.537109 Iteration 1F: 3 clusters Score -272478.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -272683.750000 Penalty: 8848.537109 Iteration 2Q: 3 clusters Score -272683.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -272762.906250 Penalty: 8848.537109 Iteration 3Q: 3 clusters Score -272762.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -272800.156250 Penalty: 8848.537109 Iteration 4Q: 3 clusters Score -272800.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -272817.906250 Penalty: 8848.537109 Iteration 5Q: 3 clusters Score -272817.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -272828.625000 Penalty: 8848.537109 Iteration 6Q: 3 clusters Score -272828.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -272840.687500 Penalty: 8848.537109 Iteration 7Q: 3 clusters Score -272840.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -272847.500000 Penalty: 8848.537109 Iteration 8Q: 3 clusters Score -272847.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -272851.687500 Penalty: 8848.537109 Iteration 9Q: 3 clusters Score -272851.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -272853.062500 Penalty: 8848.537109 Iteration 10Q: 3 clusters Score -272853.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -272857.343750 Penalty: 8848.537109 Iteration 11Q: 3 clusters Score -272857.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -272863.531250 Penalty: 8848.537109 Iteration 12Q: 3 clusters Score -272863.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -272866.093750 Penalty: 8848.537109 Iteration 13Q: 3 clusters Score -272866.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -272866.093750 Penalty: 8848.537109 Iteration 14F: 3 clusters Score -272866.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (34488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34488 members Entering Unmasked Estep Score: -7324386.500000 Penalty: 6399.625000 Iteration 0F: 2 clusters Score -7324386 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17313 members Mstep: Class 2 contains 17175 members Entering Unmasked Estep Score: -7298767.500000 Penalty: 12799.250000 Iteration 0F: 3 clusters Score -7298768 nChanged 14665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17434 members Mstep: Class 2 contains 17054 members Entering Unmasked Estep Score: -7306466.000000 Penalty: 12799.250000 Iteration 1F: 3 clusters Score -7306466 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17449 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -7307236.500000 Penalty: 12799.250000 Iteration 2F: 3 clusters Score -7307236 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17451 members Mstep: Class 2 contains 17037 members Entering Unmasked Estep Score: -7307824.500000 Penalty: 12799.250000 Iteration 3Q: 3 clusters Score -7307824 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17449 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -7308302.500000 Penalty: 12799.250000 Iteration 4Q: 3 clusters Score -7308302 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -7308734.000000 Penalty: 12799.250000 Iteration 5Q: 3 clusters Score -7308734 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17462 members Mstep: Class 2 contains 17026 members Entering Unmasked Estep Score: -7309085.000000 Penalty: 12799.250000 Iteration 6Q: 3 clusters Score -7309085 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17489 members Mstep: Class 2 contains 16999 members Entering Unmasked Estep Score: -7309447.000000 Penalty: 12799.250000 Iteration 7Q: 3 clusters Score -7309447 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 16989 members Entering Unmasked Estep Score: -7309847.000000 Penalty: 12799.250000 Iteration 8Q: 3 clusters Score -7309847 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 16986 members Entering Unmasked Estep Score: -7310293.000000 Penalty: 12799.250000 Iteration 9Q: 3 clusters Score -7310293 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 16938 members Entering Unmasked Estep Score: -7310642.500000 Penalty: 12799.250000 Iteration 10Q: 3 clusters Score -7310642 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17621 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -7311063.000000 Penalty: 12799.250000 Iteration 11Q: 3 clusters Score -7311063 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17711 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -7311429.000000 Penalty: 12799.250000 Iteration 12Q: 3 clusters Score -7311429 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17822 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -7311790.500000 Penalty: 12799.250000 Iteration 13Q: 3 clusters Score -7311790 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17953 members Mstep: Class 2 contains 16535 members Entering Unmasked Estep Score: -7312133.500000 Penalty: 12799.250000 Iteration 14Q: 3 clusters Score -7312134 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18150 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -7312415.000000 Penalty: 12799.250000 Iteration 15Q: 3 clusters Score -7312415 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 16084 members Entering Unmasked Estep Score: -7312690.500000 Penalty: 12799.250000 Iteration 16Q: 3 clusters Score -7312690 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18706 members Mstep: Class 2 contains 15782 members Entering Unmasked Estep Score: -7312951.000000 Penalty: 12799.250000 Iteration 17Q: 3 clusters Score -7312951 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19050 members Mstep: Class 2 contains 15438 members Entering Unmasked Estep Score: -7313141.000000 Penalty: 12799.250000 Iteration 18Q: 3 clusters Score -7313141 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19474 members Mstep: Class 2 contains 15014 members Entering Unmasked Estep Score: -7313380.500000 Penalty: 12799.250000 Iteration 19Q: 3 clusters Score -7313380 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19935 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -7313583.500000 Penalty: 12799.250000 Iteration 20F: 3 clusters Score -7313584 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20441 members Mstep: Class 2 contains 14047 members Entering Unmasked Estep Score: -7313812.000000 Penalty: 12799.250000 Iteration 21Q: 3 clusters Score -7313812 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 13464 members Entering Unmasked Estep Score: -7314059.000000 Penalty: 12799.250000 Iteration 22Q: 3 clusters Score -7314059 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21658 members Mstep: Class 2 contains 12830 members Entering Unmasked Estep Score: -7314307.500000 Penalty: 12799.250000 Iteration 23Q: 3 clusters Score -7314308 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22336 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -7314587.500000 Penalty: 12799.250000 Iteration 24Q: 3 clusters Score -7314588 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23058 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -7314891.500000 Penalty: 12799.250000 Iteration 25Q: 3 clusters Score -7314892 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23796 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -7315239.500000 Penalty: 12799.250000 Iteration 26Q: 3 clusters Score -7315240 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24606 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -7315604.500000 Penalty: 12799.250000 Iteration 27Q: 3 clusters Score -7315604 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25445 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -7315962.000000 Penalty: 12799.250000 Iteration 28Q: 3 clusters Score -7315962 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26242 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -7316356.000000 Penalty: 12799.250000 Iteration 29Q: 3 clusters Score -7316356 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27023 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -7316723.500000 Penalty: 12799.250000 Iteration 30Q: 3 clusters Score -7316724 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27692 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -7317065.500000 Penalty: 12799.250000 Iteration 31Q: 3 clusters Score -7317066 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28309 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -7317357.000000 Penalty: 12799.250000 Iteration 32Q: 3 clusters Score -7317357 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28846 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -7317612.000000 Penalty: 12799.250000 Iteration 33Q: 3 clusters Score -7317612 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29346 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -7317887.500000 Penalty: 12799.250000 Iteration 34Q: 3 clusters Score -7317888 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29794 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -7318096.000000 Penalty: 12799.250000 Iteration 35Q: 3 clusters Score -7318096 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30124 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -7318260.000000 Penalty: 12799.250000 Iteration 36Q: 3 clusters Score -7318260 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30407 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -7318395.000000 Penalty: 12799.250000 Iteration 37Q: 3 clusters Score -7318395 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30633 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -7318506.500000 Penalty: 12799.250000 Iteration 38Q: 3 clusters Score -7318506 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30840 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -7318585.000000 Penalty: 12799.250000 Iteration 39Q: 3 clusters Score -7318585 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31016 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -7318643.500000 Penalty: 12799.250000 Iteration 40F: 3 clusters Score -7318644 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31143 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -7318711.500000 Penalty: 12799.250000 Iteration 41Q: 3 clusters Score -7318712 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31267 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -7318747.000000 Penalty: 12799.250000 Iteration 42Q: 3 clusters Score -7318747 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31373 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -7318776.500000 Penalty: 12799.250000 Iteration 43Q: 3 clusters Score -7318776 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31457 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -7318829.500000 Penalty: 12799.250000 Iteration 44Q: 3 clusters Score -7318830 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31542 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -7318880.000000 Penalty: 12799.250000 Iteration 45Q: 3 clusters Score -7318880 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31619 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -7318909.500000 Penalty: 12799.250000 Iteration 46Q: 3 clusters Score -7318910 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31683 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -7318925.000000 Penalty: 12799.250000 Iteration 47Q: 3 clusters Score -7318925 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31731 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -7318950.500000 Penalty: 12799.250000 Iteration 48Q: 3 clusters Score -7318950 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31783 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -7318977.000000 Penalty: 12799.250000 Iteration 49Q: 3 clusters Score -7318977 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31826 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -7318978.000000 Penalty: 12799.250000 Iteration 50Q: 3 clusters Score -7318978 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31867 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -7318991.500000 Penalty: 12799.250000 Iteration 51Q: 3 clusters Score -7318992 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31909 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -7319031.000000 Penalty: 12799.250000 Iteration 52Q: 3 clusters Score -7319031 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31940 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -7319042.500000 Penalty: 12799.250000 Iteration 53Q: 3 clusters Score -7319042 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31971 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -7319042.000000 Penalty: 12799.250000 Iteration 54Q: 3 clusters Score -7319042 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32003 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -7319055.000000 Penalty: 12799.250000 Iteration 55Q: 3 clusters Score -7319055 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32034 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -7319066.000000 Penalty: 12799.250000 Iteration 56Q: 3 clusters Score -7319066 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32053 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -7319062.000000 Penalty: 12799.250000 Iteration 57Q: 3 clusters Score -7319062 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32069 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -7319078.000000 Penalty: 12799.250000 Iteration 58Q: 3 clusters Score -7319078 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32088 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -7319083.500000 Penalty: 12799.250000 Iteration 59Q: 3 clusters Score -7319084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32101 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -7319094.500000 Penalty: 12799.250000 Iteration 60F: 3 clusters Score -7319094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32111 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -7319100.000000 Penalty: 12799.250000 Iteration 61Q: 3 clusters Score -7319100 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32127 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -7319123.000000 Penalty: 12799.250000 Iteration 62Q: 3 clusters Score -7319123 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32146 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -7319112.500000 Penalty: 12799.250000 Iteration 63Q: 3 clusters Score -7319112 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32166 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -7319124.000000 Penalty: 12799.250000 Iteration 64Q: 3 clusters Score -7319124 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32184 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -7319125.000000 Penalty: 12799.250000 Iteration 65Q: 3 clusters Score -7319125 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32196 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -7319136.500000 Penalty: 12799.250000 Iteration 66Q: 3 clusters Score -7319136 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32208 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -7319132.000000 Penalty: 12799.250000 Iteration 67Q: 3 clusters Score -7319132 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32216 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -7319127.500000 Penalty: 12799.250000 Iteration 68Q: 3 clusters Score -7319128 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32221 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -7319133.500000 Penalty: 12799.250000 Iteration 69Q: 3 clusters Score -7319134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -7319141.000000 Penalty: 12799.250000 Iteration 70Q: 3 clusters Score -7319141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32231 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -7319129.500000 Penalty: 12799.250000 Iteration 71Q: 3 clusters Score -7319130 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32241 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -7319145.500000 Penalty: 12799.250000 Iteration 72Q: 3 clusters Score -7319146 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32245 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -7319151.000000 Penalty: 12799.250000 Iteration 73Q: 3 clusters Score -7319151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32248 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -7319154.000000 Penalty: 12799.250000 Iteration 74Q: 3 clusters Score -7319154 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32252 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -7319147.000000 Penalty: 12799.250000 Iteration 75Q: 3 clusters Score -7319147 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32256 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -7319148.500000 Penalty: 12799.250000 Iteration 76Q: 3 clusters Score -7319148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32258 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -7319144.000000 Penalty: 12799.250000 Iteration 77Q: 3 clusters Score -7319144 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32262 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -7319156.000000 Penalty: 12799.250000 Iteration 78Q: 3 clusters Score -7319156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32269 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -7319152.000000 Penalty: 12799.250000 Iteration 79Q: 3 clusters Score -7319152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32271 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -7319155.000000 Penalty: 12799.250000 Iteration 80F: 3 clusters Score -7319155 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32273 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -7319151.000000 Penalty: 12799.250000 Iteration 81Q: 3 clusters Score -7319151 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32277 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -7319158.000000 Penalty: 12799.250000 Iteration 82Q: 3 clusters Score -7319158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32280 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -7319164.000000 Penalty: 12799.250000 Iteration 83Q: 3 clusters Score -7319164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32285 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -7319160.500000 Penalty: 12799.250000 Iteration 84Q: 3 clusters Score -7319160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32292 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -7319168.000000 Penalty: 12799.250000 Iteration 85Q: 3 clusters Score -7319168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32301 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -7319180.000000 Penalty: 12799.250000 Iteration 86Q: 3 clusters Score -7319180 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32318 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -7319175.500000 Penalty: 12799.250000 Iteration 87Q: 3 clusters Score -7319176 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32328 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -7319180.500000 Penalty: 12799.250000 Iteration 88Q: 3 clusters Score -7319180 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32337 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -7319178.000000 Penalty: 12799.250000 Iteration 89Q: 3 clusters Score -7319178 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32344 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -7319188.000000 Penalty: 12799.250000 Iteration 90Q: 3 clusters Score -7319188 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32348 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -7319188.000000 Penalty: 12799.250000 Iteration 91Q: 3 clusters Score -7319188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32350 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -7319184.000000 Penalty: 12799.250000 Iteration 92Q: 3 clusters Score -7319184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32352 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -7319184.000000 Penalty: 12799.250000 Iteration 93Q: 3 clusters Score -7319184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32353 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -7319183.500000 Penalty: 12799.250000 Iteration 94Q: 3 clusters Score -7319184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32354 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -7319183.000000 Penalty: 12799.250000 Iteration 95Q: 3 clusters Score -7319183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32355 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -7319181.000000 Penalty: 12799.250000 Iteration 96Q: 3 clusters Score -7319181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32356 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -7319180.000000 Penalty: 12799.250000 Iteration 97Q: 3 clusters Score -7319180 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32356 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -7319180.000000 Penalty: 12799.250000 Iteration 98F: 3 clusters Score -7319180 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15707 members Entering Unmasked Estep Score: -3369355.000000 Penalty: 5917.890137 Iteration 0F: 2 clusters Score -3369355 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -3355554.250000 Penalty: 11835.780273 Iteration 0F: 3 clusters Score -3355554 nChanged 6156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -3358841.500000 Penalty: 11835.780273 Iteration 1F: 3 clusters Score -3358842 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -3359494.500000 Penalty: 11835.780273 Iteration 2F: 3 clusters Score -3359494 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -3360094.250000 Penalty: 11835.780273 Iteration 3F: 3 clusters Score -3360094 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -3360630.000000 Penalty: 11835.780273 Iteration 4F: 3 clusters Score -3360630 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -3361074.750000 Penalty: 11835.780273 Iteration 5Q: 3 clusters Score -3361075 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -3361484.250000 Penalty: 11835.780273 Iteration 6Q: 3 clusters Score -3361484 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -3361875.750000 Penalty: 11835.780273 Iteration 7Q: 3 clusters Score -3361876 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9074 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -3362196.500000 Penalty: 11835.780273 Iteration 8Q: 3 clusters Score -3362196 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -3362520.250000 Penalty: 11835.780273 Iteration 9Q: 3 clusters Score -3362520 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -3362818.000000 Penalty: 11835.780273 Iteration 10Q: 3 clusters Score -3362818 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -3363166.750000 Penalty: 11835.780273 Iteration 11Q: 3 clusters Score -3363167 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -3363474.750000 Penalty: 11835.780273 Iteration 12Q: 3 clusters Score -3363475 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -3363791.250000 Penalty: 11835.780273 Iteration 13Q: 3 clusters Score -3363791 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11809 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -3364113.000000 Penalty: 11835.780273 Iteration 14Q: 3 clusters Score -3364113 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12213 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -3364386.750000 Penalty: 11835.780273 Iteration 15Q: 3 clusters Score -3364387 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -3364645.000000 Penalty: 11835.780273 Iteration 16Q: 3 clusters Score -3364645 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12930 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -3364877.250000 Penalty: 11835.780273 Iteration 17Q: 3 clusters Score -3364877 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -3365046.250000 Penalty: 11835.780273 Iteration 18Q: 3 clusters Score -3365046 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -3365185.000000 Penalty: 11835.780273 Iteration 19Q: 3 clusters Score -3365185 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13557 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -3365304.250000 Penalty: 11835.780273 Iteration 20F: 3 clusters Score -3365304 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -3365406.750000 Penalty: 11835.780273 Iteration 21Q: 3 clusters Score -3365407 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -3365463.000000 Penalty: 11835.780273 Iteration 22Q: 3 clusters Score -3365463 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -3365509.250000 Penalty: 11835.780273 Iteration 23Q: 3 clusters Score -3365509 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13985 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -3365564.750000 Penalty: 11835.780273 Iteration 24Q: 3 clusters Score -3365565 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14049 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -3365612.250000 Penalty: 11835.780273 Iteration 25Q: 3 clusters Score -3365612 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -3365650.250000 Penalty: 11835.780273 Iteration 26Q: 3 clusters Score -3365650 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -3365683.500000 Penalty: 11835.780273 Iteration 27Q: 3 clusters Score -3365684 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14179 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -3365706.250000 Penalty: 11835.780273 Iteration 28Q: 3 clusters Score -3365706 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14207 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -3365720.500000 Penalty: 11835.780273 Iteration 29Q: 3 clusters Score -3365720 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14231 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -3365728.500000 Penalty: 11835.780273 Iteration 30Q: 3 clusters Score -3365728 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14250 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -3365746.000000 Penalty: 11835.780273 Iteration 31Q: 3 clusters Score -3365746 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14263 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3365752.000000 Penalty: 11835.780273 Iteration 32Q: 3 clusters Score -3365752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14275 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3365758.750000 Penalty: 11835.780273 Iteration 33Q: 3 clusters Score -3365759 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -3365762.750000 Penalty: 11835.780273 Iteration 34Q: 3 clusters Score -3365763 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -3365767.500000 Penalty: 11835.780273 Iteration 35Q: 3 clusters Score -3365768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14290 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -3365769.750000 Penalty: 11835.780273 Iteration 36Q: 3 clusters Score -3365770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14292 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -3365771.750000 Penalty: 11835.780273 Iteration 37Q: 3 clusters Score -3365772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -3365774.250000 Penalty: 11835.780273 Iteration 38Q: 3 clusters Score -3365774 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -3365780.000000 Penalty: 11835.780273 Iteration 39Q: 3 clusters Score -3365780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -3365780.000000 Penalty: 11835.780273 Iteration 40F: 3 clusters Score -3365780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14307 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -3365781.750000 Penalty: 11835.780273 Iteration 41Q: 3 clusters Score -3365782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14309 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -3365786.250000 Penalty: 11835.780273 Iteration 42Q: 3 clusters Score -3365786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3365783.000000 Penalty: 11835.780273 Iteration 43Q: 3 clusters Score -3365783 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3365783.000000 Penalty: 11835.780273 Iteration 44F: 3 clusters Score -3365783 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Entering Unmasked Estep Score: -489460.593750 Penalty: 4746.459961 Iteration 0F: 2 clusters Score -489460.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -484148.031250 Penalty: 9492.919922 Iteration 0F: 3 clusters Score -484148 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -484741.031250 Penalty: 9492.919922 Iteration 1F: 3 clusters Score -484741 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -484938.718750 Penalty: 9492.919922 Iteration 2F: 3 clusters Score -484938.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -485031.593750 Penalty: 9492.919922 Iteration 3Q: 3 clusters Score -485031.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -485100.156250 Penalty: 9492.919922 Iteration 4Q: 3 clusters Score -485100.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -485143.937500 Penalty: 9492.919922 Iteration 5Q: 3 clusters Score -485143.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -485183.531250 Penalty: 9492.919922 Iteration 6Q: 3 clusters Score -485183.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -485206.312500 Penalty: 9492.919922 Iteration 7Q: 3 clusters Score -485206.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -485222.531250 Penalty: 9492.919922 Iteration 8Q: 3 clusters Score -485222.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -485245.343750 Penalty: 9492.919922 Iteration 9Q: 3 clusters Score -485245.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -485264.906250 Penalty: 9492.919922 Iteration 10Q: 3 clusters Score -485264.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -485276.906250 Penalty: 9492.919922 Iteration 11Q: 3 clusters Score -485276.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -485284.750000 Penalty: 9492.919922 Iteration 12Q: 3 clusters Score -485284.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -485285.687500 Penalty: 9492.919922 Iteration 13Q: 3 clusters Score -485285.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -485287.218750 Penalty: 9492.919922 Iteration 14Q: 3 clusters Score -485287.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -485287.218750 Penalty: 9492.919922 Iteration 15F: 3 clusters Score -485287.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -114106.328125 Penalty: 3923.202637 Iteration 0F: 2 clusters Score -114106.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -110695.382812 Penalty: 7846.405273 Iteration 0F: 3 clusters Score -110695.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -110906.960938 Penalty: 7846.405273 Iteration 1F: 3 clusters Score -110907 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -110954.203125 Penalty: 7846.405273 Iteration 2Q: 3 clusters Score -110954.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -110962.812500 Penalty: 7846.405273 Iteration 3Q: 3 clusters Score -110962.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -110970.968750 Penalty: 7846.405273 Iteration 4Q: 3 clusters Score -110971 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -110975.000000 Penalty: 7846.405273 Iteration 5Q: 3 clusters Score -110975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -110980.210938 Penalty: 7846.405273 Iteration 6Q: 3 clusters Score -110980.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -110981.773438 Penalty: 7846.405273 Iteration 7Q: 3 clusters Score -110981.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -110986.054688 Penalty: 7846.405273 Iteration 8Q: 3 clusters Score -110986.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -110990.218750 Penalty: 7846.405273 Iteration 9Q: 3 clusters Score -110990.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -110992.367188 Penalty: 7846.405273 Iteration 10Q: 3 clusters Score -110992.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -110996.406250 Penalty: 7846.405273 Iteration 11Q: 3 clusters Score -110996.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -110998.640625 Penalty: 7846.405273 Iteration 12Q: 3 clusters Score -110998.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -110998.640625 Penalty: 7846.405273 Iteration 13F: 3 clusters Score -110998.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Entering Unmasked Estep Score: -251704.531250 Penalty: 4368.165527 Iteration 0F: 2 clusters Score -251704.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -247405.812500 Penalty: 8736.331055 Iteration 0F: 3 clusters Score -247405.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -247879.578125 Penalty: 8736.331055 Iteration 1F: 3 clusters Score -247879.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -248157.843750 Penalty: 8736.331055 Iteration 2F: 3 clusters Score -248157.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -248345.171875 Penalty: 8736.331055 Iteration 3Q: 3 clusters Score -248345.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -248458.140625 Penalty: 8736.331055 Iteration 4Q: 3 clusters Score -248458.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -248538.859375 Penalty: 8736.331055 Iteration 5Q: 3 clusters Score -248538.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -248597.718750 Penalty: 8736.331055 Iteration 6Q: 3 clusters Score -248597.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -248661.937500 Penalty: 8736.331055 Iteration 7Q: 3 clusters Score -248661.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -248728.359375 Penalty: 8736.331055 Iteration 8Q: 3 clusters Score -248728.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -248772.703125 Penalty: 8736.331055 Iteration 9Q: 3 clusters Score -248772.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -248840.546875 Penalty: 8736.331055 Iteration 10Q: 3 clusters Score -248840.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -248928.500000 Penalty: 8736.331055 Iteration 11Q: 3 clusters Score -248928.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -249062.328125 Penalty: 8736.331055 Iteration 12Q: 3 clusters Score -249062.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -249129.093750 Penalty: 8736.331055 Iteration 13Q: 3 clusters Score -249129.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -249154.796875 Penalty: 8736.331055 Iteration 14Q: 3 clusters Score -249154.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -249180.468750 Penalty: 8736.331055 Iteration 15Q: 3 clusters Score -249180.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -249200.328125 Penalty: 8736.331055 Iteration 16Q: 3 clusters Score -249200.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -249205.171875 Penalty: 8736.331055 Iteration 17Q: 3 clusters Score -249205.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -249211.437500 Penalty: 8736.331055 Iteration 18Q: 3 clusters Score -249211.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -249214.765625 Penalty: 8736.331055 Iteration 19Q: 3 clusters Score -249214.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -249219.671875 Penalty: 8736.331055 Iteration 20F: 3 clusters Score -249219.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -249221.968750 Penalty: 8736.331055 Iteration 21Q: 3 clusters Score -249222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -249221.968750 Penalty: 8736.331055 Iteration 22F: 3 clusters Score -249222 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (15616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Entering Unmasked Estep Score: -3136369.250000 Penalty: 5914.331543 Iteration 0F: 2 clusters Score -3136369 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -3122582.500000 Penalty: 11828.663086 Iteration 0F: 3 clusters Score -3122582 nChanged 6163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -3125955.500000 Penalty: 11828.663086 Iteration 1F: 3 clusters Score -3125956 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -3126522.000000 Penalty: 11828.663086 Iteration 2F: 3 clusters Score -3126522 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -3126887.750000 Penalty: 11828.663086 Iteration 3Q: 3 clusters Score -3126888 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -3127142.250000 Penalty: 11828.663086 Iteration 4Q: 3 clusters Score -3127142 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -3127349.000000 Penalty: 11828.663086 Iteration 5Q: 3 clusters Score -3127349 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -3127516.500000 Penalty: 11828.663086 Iteration 6Q: 3 clusters Score -3127516 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -3127679.250000 Penalty: 11828.663086 Iteration 7Q: 3 clusters Score -3127679 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -3127788.250000 Penalty: 11828.663086 Iteration 8Q: 3 clusters Score -3127788 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -3127908.250000 Penalty: 11828.663086 Iteration 9Q: 3 clusters Score -3127908 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -3128012.750000 Penalty: 11828.663086 Iteration 10Q: 3 clusters Score -3128013 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -3128097.750000 Penalty: 11828.663086 Iteration 11Q: 3 clusters Score -3128098 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -3128198.000000 Penalty: 11828.663086 Iteration 12Q: 3 clusters Score -3128198 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -3128287.250000 Penalty: 11828.663086 Iteration 13Q: 3 clusters Score -3128287 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -3128386.500000 Penalty: 11828.663086 Iteration 14Q: 3 clusters Score -3128386 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -3128487.500000 Penalty: 11828.663086 Iteration 15Q: 3 clusters Score -3128488 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -3128578.500000 Penalty: 11828.663086 Iteration 16Q: 3 clusters Score -3128578 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9992 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -3128675.000000 Penalty: 11828.663086 Iteration 17Q: 3 clusters Score -3128675 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -3128795.500000 Penalty: 11828.663086 Iteration 18Q: 3 clusters Score -3128796 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -3128927.750000 Penalty: 11828.663086 Iteration 19Q: 3 clusters Score -3128928 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10563 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -3129049.750000 Penalty: 11828.663086 Iteration 20F: 3 clusters Score -3129050 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -3129175.500000 Penalty: 11828.663086 Iteration 21Q: 3 clusters Score -3129176 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -3129270.250000 Penalty: 11828.663086 Iteration 22Q: 3 clusters Score -3129270 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -3129398.500000 Penalty: 11828.663086 Iteration 23Q: 3 clusters Score -3129398 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -3129508.250000 Penalty: 11828.663086 Iteration 24Q: 3 clusters Score -3129508 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -3129644.000000 Penalty: 11828.663086 Iteration 25Q: 3 clusters Score -3129644 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -3129782.750000 Penalty: 11828.663086 Iteration 26Q: 3 clusters Score -3129783 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -3129903.000000 Penalty: 11828.663086 Iteration 27Q: 3 clusters Score -3129903 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -3130006.750000 Penalty: 11828.663086 Iteration 28Q: 3 clusters Score -3130007 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12315 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -3130085.500000 Penalty: 11828.663086 Iteration 29Q: 3 clusters Score -3130086 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -3130178.000000 Penalty: 11828.663086 Iteration 30Q: 3 clusters Score -3130178 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12626 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -3130265.500000 Penalty: 11828.663086 Iteration 31Q: 3 clusters Score -3130266 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -3130363.750000 Penalty: 11828.663086 Iteration 32Q: 3 clusters Score -3130364 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12913 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -3130432.500000 Penalty: 11828.663086 Iteration 33Q: 3 clusters Score -3130432 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -3130512.750000 Penalty: 11828.663086 Iteration 34Q: 3 clusters Score -3130513 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13155 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -3130616.500000 Penalty: 11828.663086 Iteration 35Q: 3 clusters Score -3130616 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13282 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -3130705.250000 Penalty: 11828.663086 Iteration 36Q: 3 clusters Score -3130705 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -3130786.500000 Penalty: 11828.663086 Iteration 37Q: 3 clusters Score -3130786 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -3130860.750000 Penalty: 11828.663086 Iteration 38Q: 3 clusters Score -3130861 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -3130914.250000 Penalty: 11828.663086 Iteration 39Q: 3 clusters Score -3130914 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -3130968.250000 Penalty: 11828.663086 Iteration 40F: 3 clusters Score -3130968 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13724 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -3131024.500000 Penalty: 11828.663086 Iteration 41Q: 3 clusters Score -3131024 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -3131080.750000 Penalty: 11828.663086 Iteration 42Q: 3 clusters Score -3131081 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13862 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -3131123.750000 Penalty: 11828.663086 Iteration 43Q: 3 clusters Score -3131124 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13922 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -3131178.000000 Penalty: 11828.663086 Iteration 44Q: 3 clusters Score -3131178 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -3131217.250000 Penalty: 11828.663086 Iteration 45Q: 3 clusters Score -3131217 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -3131255.750000 Penalty: 11828.663086 Iteration 46Q: 3 clusters Score -3131256 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -3131290.750000 Penalty: 11828.663086 Iteration 47Q: 3 clusters Score -3131291 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14077 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -3131333.000000 Penalty: 11828.663086 Iteration 48Q: 3 clusters Score -3131333 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -3131382.500000 Penalty: 11828.663086 Iteration 49Q: 3 clusters Score -3131382 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14148 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -3131407.500000 Penalty: 11828.663086 Iteration 50Q: 3 clusters Score -3131408 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14172 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3131439.000000 Penalty: 11828.663086 Iteration 51Q: 3 clusters Score -3131439 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -3131456.750000 Penalty: 11828.663086 Iteration 52Q: 3 clusters Score -3131457 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -3131480.750000 Penalty: 11828.663086 Iteration 53Q: 3 clusters Score -3131481 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14211 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -3131486.250000 Penalty: 11828.663086 Iteration 54Q: 3 clusters Score -3131486 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14226 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -3131507.750000 Penalty: 11828.663086 Iteration 55Q: 3 clusters Score -3131508 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14233 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -3131522.750000 Penalty: 11828.663086 Iteration 56Q: 3 clusters Score -3131523 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -3131528.500000 Penalty: 11828.663086 Iteration 57Q: 3 clusters Score -3131528 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14246 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -3131548.500000 Penalty: 11828.663086 Iteration 58Q: 3 clusters Score -3131548 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -3131557.500000 Penalty: 11828.663086 Iteration 59Q: 3 clusters Score -3131558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14263 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -3131567.250000 Penalty: 11828.663086 Iteration 60F: 3 clusters Score -3131567 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14273 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -3131576.250000 Penalty: 11828.663086 Iteration 61Q: 3 clusters Score -3131576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14280 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -3131578.250000 Penalty: 11828.663086 Iteration 62Q: 3 clusters Score -3131578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14283 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -3131586.750000 Penalty: 11828.663086 Iteration 63Q: 3 clusters Score -3131587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -3131594.250000 Penalty: 11828.663086 Iteration 64Q: 3 clusters Score -3131594 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -3131593.000000 Penalty: 11828.663086 Iteration 65Q: 3 clusters Score -3131593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14290 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -3131595.000000 Penalty: 11828.663086 Iteration 66Q: 3 clusters Score -3131595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -3131597.750000 Penalty: 11828.663086 Iteration 67Q: 3 clusters Score -3131598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -3131599.750000 Penalty: 11828.663086 Iteration 68Q: 3 clusters Score -3131600 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -3131606.750000 Penalty: 11828.663086 Iteration 69Q: 3 clusters Score -3131607 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -3131606.500000 Penalty: 11828.663086 Iteration 70Q: 3 clusters Score -3131606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14298 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -3131610.750000 Penalty: 11828.663086 Iteration 71Q: 3 clusters Score -3131611 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14298 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -3131615.500000 Penalty: 11828.663086 Iteration 72Q: 3 clusters Score -3131616 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -3131627.000000 Penalty: 11828.663086 Iteration 73Q: 3 clusters Score -3131627 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -3131624.000000 Penalty: 11828.663086 Iteration 74Q: 3 clusters Score -3131624 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -3131625.750000 Penalty: 11828.663086 Iteration 75Q: 3 clusters Score -3131626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -3131628.000000 Penalty: 11828.663086 Iteration 76Q: 3 clusters Score -3131628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14307 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -3131630.000000 Penalty: 11828.663086 Iteration 77Q: 3 clusters Score -3131630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14310 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3131634.500000 Penalty: 11828.663086 Iteration 78Q: 3 clusters Score -3131634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14309 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -3131635.750000 Penalty: 11828.663086 Iteration 79Q: 3 clusters Score -3131636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14308 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -3131638.000000 Penalty: 11828.663086 Iteration 80F: 3 clusters Score -3131638 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -69528.367188 Penalty: 3732.311523 Iteration 0F: 2 clusters Score -69528.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -66501.734375 Penalty: 7464.623047 Iteration 0F: 3 clusters Score -66501.73 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -66854.093750 Penalty: 7464.623047 Iteration 1F: 3 clusters Score -66854.09 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -67147.101562 Penalty: 7464.623047 Iteration 2F: 3 clusters Score -67147.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -67347.218750 Penalty: 7464.623047 Iteration 3Q: 3 clusters Score -67347.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -67430.976562 Penalty: 7464.623047 Iteration 4Q: 3 clusters Score -67430.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -67530.453125 Penalty: 7464.623047 Iteration 5Q: 3 clusters Score -67530.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -67589.929688 Penalty: 7464.623047 Iteration 6Q: 3 clusters Score -67589.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -67633.992188 Penalty: 7464.623047 Iteration 7Q: 3 clusters Score -67633.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -67651.546875 Penalty: 7464.623047 Iteration 8Q: 3 clusters Score -67651.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -67655.312500 Penalty: 7464.623047 Iteration 9Q: 3 clusters Score -67655.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -67665.046875 Penalty: 7464.623047 Iteration 10Q: 3 clusters Score -67665.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -67673.640625 Penalty: 7464.623047 Iteration 11Q: 3 clusters Score -67673.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -67673.640625 Penalty: 7464.623047 Iteration 12F: 3 clusters Score -67673.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Entering Unmasked Estep Score: -1974704.375000 Penalty: 5604.020996 Iteration 0F: 2 clusters Score -1974704 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -1964870.000000 Penalty: 11208.041992 Iteration 0F: 3 clusters Score -1964870 nChanged 3410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -1967069.125000 Penalty: 11208.041992 Iteration 1F: 3 clusters Score -1967069 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1967698.125000 Penalty: 11208.041992 Iteration 2F: 3 clusters Score -1967698 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1968103.000000 Penalty: 11208.041992 Iteration 3F: 3 clusters Score -1968103 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1968466.500000 Penalty: 11208.041992 Iteration 4Q: 3 clusters Score -1968466 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1968779.375000 Penalty: 11208.041992 Iteration 5Q: 3 clusters Score -1968779 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1969105.000000 Penalty: 11208.041992 Iteration 6Q: 3 clusters Score -1969105 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -1969401.500000 Penalty: 11208.041992 Iteration 7Q: 3 clusters Score -1969402 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1969687.125000 Penalty: 11208.041992 Iteration 8Q: 3 clusters Score -1969687 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -1969954.125000 Penalty: 11208.041992 Iteration 9Q: 3 clusters Score -1969954 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -1970174.000000 Penalty: 11208.041992 Iteration 10Q: 3 clusters Score -1970174 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -1970344.375000 Penalty: 11208.041992 Iteration 11Q: 3 clusters Score -1970344 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1970470.500000 Penalty: 11208.041992 Iteration 12Q: 3 clusters Score -1970470 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1970559.125000 Penalty: 11208.041992 Iteration 13Q: 3 clusters Score -1970559 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1970618.875000 Penalty: 11208.041992 Iteration 14Q: 3 clusters Score -1970619 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1970667.250000 Penalty: 11208.041992 Iteration 15Q: 3 clusters Score -1970667 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -1970705.000000 Penalty: 11208.041992 Iteration 16Q: 3 clusters Score -1970705 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1970746.750000 Penalty: 11208.041992 Iteration 17Q: 3 clusters Score -1970747 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -1970764.375000 Penalty: 11208.041992 Iteration 18Q: 3 clusters Score -1970764 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -1970778.250000 Penalty: 11208.041992 Iteration 19Q: 3 clusters Score -1970778 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1970786.750000 Penalty: 11208.041992 Iteration 20F: 3 clusters Score -1970787 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1970798.750000 Penalty: 11208.041992 Iteration 21Q: 3 clusters Score -1970799 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -1970810.250000 Penalty: 11208.041992 Iteration 22Q: 3 clusters Score -1970810 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -1970815.000000 Penalty: 11208.041992 Iteration 23Q: 3 clusters Score -1970815 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1970816.000000 Penalty: 11208.041992 Iteration 24Q: 3 clusters Score -1970816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -1970823.750000 Penalty: 11208.041992 Iteration 25Q: 3 clusters Score -1970824 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -1970821.000000 Penalty: 11208.041992 Iteration 26Q: 3 clusters Score -1970821 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1970824.500000 Penalty: 11208.041992 Iteration 27Q: 3 clusters Score -1970824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -1970824.500000 Penalty: 11208.041992 Iteration 28Q: 3 clusters Score -1970824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1970825.750000 Penalty: 11208.041992 Iteration 29Q: 3 clusters Score -1970826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1970825.750000 Penalty: 11208.041992 Iteration 30F: 3 clusters Score -1970826 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (15608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Entering Unmasked Estep Score: -3266262.000000 Penalty: 5914.017578 Iteration 0F: 2 clusters Score -3266262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -3252432.750000 Penalty: 11828.035156 Iteration 0F: 3 clusters Score -3252433 nChanged 6136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -3255730.000000 Penalty: 11828.035156 Iteration 1F: 3 clusters Score -3255730 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -3256294.250000 Penalty: 11828.035156 Iteration 2F: 3 clusters Score -3256294 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -3256743.250000 Penalty: 11828.035156 Iteration 3Q: 3 clusters Score -3256743 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -3257232.750000 Penalty: 11828.035156 Iteration 4Q: 3 clusters Score -3257233 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -3257771.250000 Penalty: 11828.035156 Iteration 5Q: 3 clusters Score -3257771 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -3258263.000000 Penalty: 11828.035156 Iteration 6Q: 3 clusters Score -3258263 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -3258778.750000 Penalty: 11828.035156 Iteration 7Q: 3 clusters Score -3258779 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -3259302.000000 Penalty: 11828.035156 Iteration 8Q: 3 clusters Score -3259302 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 10732 members Entering Unmasked Estep Score: -3259802.250000 Penalty: 11828.035156 Iteration 9Q: 3 clusters Score -3259802 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -3260262.000000 Penalty: 11828.035156 Iteration 10Q: 3 clusters Score -3260262 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 11618 members Entering Unmasked Estep Score: -3260677.000000 Penalty: 11828.035156 Iteration 11Q: 3 clusters Score -3260677 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -3260960.250000 Penalty: 11828.035156 Iteration 12Q: 3 clusters Score -3260960 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 12285 members Entering Unmasked Estep Score: -3261249.500000 Penalty: 11828.035156 Iteration 13Q: 3 clusters Score -3261250 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -3261445.250000 Penalty: 11828.035156 Iteration 14Q: 3 clusters Score -3261445 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 12720 members Entering Unmasked Estep Score: -3261598.000000 Penalty: 11828.035156 Iteration 15Q: 3 clusters Score -3261598 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -3261687.500000 Penalty: 11828.035156 Iteration 16Q: 3 clusters Score -3261688 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -3261760.500000 Penalty: 11828.035156 Iteration 17Q: 3 clusters Score -3261760 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -3261827.000000 Penalty: 11828.035156 Iteration 18Q: 3 clusters Score -3261827 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 13102 members Entering Unmasked Estep Score: -3261884.250000 Penalty: 11828.035156 Iteration 19Q: 3 clusters Score -3261884 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 13164 members Entering Unmasked Estep Score: -3261939.750000 Penalty: 11828.035156 Iteration 20F: 3 clusters Score -3261940 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -3261975.250000 Penalty: 11828.035156 Iteration 21Q: 3 clusters Score -3261975 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -3262023.500000 Penalty: 11828.035156 Iteration 22Q: 3 clusters Score -3262024 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 13324 members Entering Unmasked Estep Score: -3262062.500000 Penalty: 11828.035156 Iteration 23Q: 3 clusters Score -3262062 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -3262111.250000 Penalty: 11828.035156 Iteration 24Q: 3 clusters Score -3262111 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -3262145.750000 Penalty: 11828.035156 Iteration 25Q: 3 clusters Score -3262146 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 13447 members Entering Unmasked Estep Score: -3262155.250000 Penalty: 11828.035156 Iteration 26Q: 3 clusters Score -3262155 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -3262181.000000 Penalty: 11828.035156 Iteration 27Q: 3 clusters Score -3262181 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -3262198.500000 Penalty: 11828.035156 Iteration 28Q: 3 clusters Score -3262198 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -3262217.250000 Penalty: 11828.035156 Iteration 29Q: 3 clusters Score -3262217 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -3262215.500000 Penalty: 11828.035156 Iteration 30Q: 3 clusters Score -3262216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 13551 members Entering Unmasked Estep Score: -3262221.500000 Penalty: 11828.035156 Iteration 31Q: 3 clusters Score -3262222 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 13563 members Entering Unmasked Estep Score: -3262233.500000 Penalty: 11828.035156 Iteration 32Q: 3 clusters Score -3262234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 13571 members Entering Unmasked Estep Score: -3262236.500000 Penalty: 11828.035156 Iteration 33Q: 3 clusters Score -3262236 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 13578 members Entering Unmasked Estep Score: -3262241.000000 Penalty: 11828.035156 Iteration 34Q: 3 clusters Score -3262241 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 13587 members Entering Unmasked Estep Score: -3262250.750000 Penalty: 11828.035156 Iteration 35Q: 3 clusters Score -3262251 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -3262250.250000 Penalty: 11828.035156 Iteration 36Q: 3 clusters Score -3262250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -3262253.250000 Penalty: 11828.035156 Iteration 37Q: 3 clusters Score -3262253 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -3262255.500000 Penalty: 11828.035156 Iteration 38Q: 3 clusters Score -3262256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -3262258.500000 Penalty: 11828.035156 Iteration 39Q: 3 clusters Score -3262258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -3262260.750000 Penalty: 11828.035156 Iteration 40F: 3 clusters Score -3262261 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 13620 members Entering Unmasked Estep Score: -3262259.250000 Penalty: 11828.035156 Iteration 41Q: 3 clusters Score -3262259 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 13629 members Entering Unmasked Estep Score: -3262268.500000 Penalty: 11828.035156 Iteration 42Q: 3 clusters Score -3262268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 13632 members Entering Unmasked Estep Score: -3262264.750000 Penalty: 11828.035156 Iteration 43Q: 3 clusters Score -3262265 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 13635 members Entering Unmasked Estep Score: -3262269.000000 Penalty: 11828.035156 Iteration 44Q: 3 clusters Score -3262269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 13636 members Entering Unmasked Estep Score: -3262268.500000 Penalty: 11828.035156 Iteration 45Q: 3 clusters Score -3262268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 13639 members Entering Unmasked Estep Score: -3262267.000000 Penalty: 11828.035156 Iteration 46Q: 3 clusters Score -3262267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -3262269.250000 Penalty: 11828.035156 Iteration 47Q: 3 clusters Score -3262269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -3262269.250000 Penalty: 11828.035156 Iteration 48F: 3 clusters Score -3262269 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Entering Unmasked Estep Score: -2234033.750000 Penalty: 5684.546387 Iteration 0F: 2 clusters Score -2234034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -2223306.250000 Penalty: 11369.092773 Iteration 0F: 3 clusters Score -2223306 nChanged 4027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -2225656.000000 Penalty: 11369.092773 Iteration 1F: 3 clusters Score -2225656 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -2226310.500000 Penalty: 11369.092773 Iteration 2F: 3 clusters Score -2226310 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -2226775.750000 Penalty: 11369.092773 Iteration 3F: 3 clusters Score -2226776 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -2227178.750000 Penalty: 11369.092773 Iteration 4Q: 3 clusters Score -2227179 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -2227506.250000 Penalty: 11369.092773 Iteration 5Q: 3 clusters Score -2227506 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -2227790.750000 Penalty: 11369.092773 Iteration 6Q: 3 clusters Score -2227791 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -2228040.750000 Penalty: 11369.092773 Iteration 7Q: 3 clusters Score -2228041 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -2228273.000000 Penalty: 11369.092773 Iteration 8Q: 3 clusters Score -2228273 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -2228458.500000 Penalty: 11369.092773 Iteration 9Q: 3 clusters Score -2228458 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2228643.750000 Penalty: 11369.092773 Iteration 10Q: 3 clusters Score -2228644 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -2228799.750000 Penalty: 11369.092773 Iteration 11Q: 3 clusters Score -2228800 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -2228925.000000 Penalty: 11369.092773 Iteration 12Q: 3 clusters Score -2228925 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -2229033.750000 Penalty: 11369.092773 Iteration 13Q: 3 clusters Score -2229034 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -2229127.750000 Penalty: 11369.092773 Iteration 14Q: 3 clusters Score -2229128 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -2229203.250000 Penalty: 11369.092773 Iteration 15Q: 3 clusters Score -2229203 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -2229274.500000 Penalty: 11369.092773 Iteration 16Q: 3 clusters Score -2229274 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -2229322.000000 Penalty: 11369.092773 Iteration 17Q: 3 clusters Score -2229322 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -2229378.000000 Penalty: 11369.092773 Iteration 18Q: 3 clusters Score -2229378 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 8144 members Entering Unmasked Estep Score: -2229414.000000 Penalty: 11369.092773 Iteration 19Q: 3 clusters Score -2229414 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -2229453.500000 Penalty: 11369.092773 Iteration 20F: 3 clusters Score -2229454 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -2229482.250000 Penalty: 11369.092773 Iteration 21Q: 3 clusters Score -2229482 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -2229503.500000 Penalty: 11369.092773 Iteration 22Q: 3 clusters Score -2229504 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -2229526.000000 Penalty: 11369.092773 Iteration 23Q: 3 clusters Score -2229526 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 8369 members Entering Unmasked Estep Score: -2229552.250000 Penalty: 11369.092773 Iteration 24Q: 3 clusters Score -2229552 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -2229580.250000 Penalty: 11369.092773 Iteration 25Q: 3 clusters Score -2229580 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -2229589.750000 Penalty: 11369.092773 Iteration 26Q: 3 clusters Score -2229590 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 8447 members Entering Unmasked Estep Score: -2229602.750000 Penalty: 11369.092773 Iteration 27Q: 3 clusters Score -2229603 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -2229608.000000 Penalty: 11369.092773 Iteration 28Q: 3 clusters Score -2229608 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -2229617.000000 Penalty: 11369.092773 Iteration 29Q: 3 clusters Score -2229617 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -2229636.250000 Penalty: 11369.092773 Iteration 30Q: 3 clusters Score -2229636 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -2229640.250000 Penalty: 11369.092773 Iteration 31Q: 3 clusters Score -2229640 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -2229646.750000 Penalty: 11369.092773 Iteration 32Q: 3 clusters Score -2229647 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -2229658.000000 Penalty: 11369.092773 Iteration 33Q: 3 clusters Score -2229658 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -2229670.750000 Penalty: 11369.092773 Iteration 34Q: 3 clusters Score -2229671 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -2229676.000000 Penalty: 11369.092773 Iteration 35Q: 3 clusters Score -2229676 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -2229691.000000 Penalty: 11369.092773 Iteration 36Q: 3 clusters Score -2229691 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -2229694.250000 Penalty: 11369.092773 Iteration 37Q: 3 clusters Score -2229694 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -2229702.000000 Penalty: 11369.092773 Iteration 38Q: 3 clusters Score -2229702 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -2229705.750000 Penalty: 11369.092773 Iteration 39Q: 3 clusters Score -2229706 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -2229710.250000 Penalty: 11369.092773 Iteration 40F: 3 clusters Score -2229710 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -2229713.250000 Penalty: 11369.092773 Iteration 41Q: 3 clusters Score -2229713 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -2229712.000000 Penalty: 11369.092773 Iteration 42Q: 3 clusters Score -2229712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -2229718.500000 Penalty: 11369.092773 Iteration 43Q: 3 clusters Score -2229718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -2229718.500000 Penalty: 11369.092773 Iteration 44Q: 3 clusters Score -2229718 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 8655 members Entering Unmasked Estep Score: -2229719.750000 Penalty: 11369.092773 Iteration 45Q: 3 clusters Score -2229720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -2229724.750000 Penalty: 11369.092773 Iteration 46Q: 3 clusters Score -2229725 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -2229725.500000 Penalty: 11369.092773 Iteration 47Q: 3 clusters Score -2229726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -2229727.500000 Penalty: 11369.092773 Iteration 48Q: 3 clusters Score -2229728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -2229729.250000 Penalty: 11369.092773 Iteration 49Q: 3 clusters Score -2229729 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -2229727.750000 Penalty: 11369.092773 Iteration 50Q: 3 clusters Score -2229728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -2229728.250000 Penalty: 11369.092773 Iteration 51Q: 3 clusters Score -2229728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -2229729.750000 Penalty: 11369.092773 Iteration 52Q: 3 clusters Score -2229730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -2229729.000000 Penalty: 11369.092773 Iteration 53Q: 3 clusters Score -2229729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -2229729.000000 Penalty: 11369.092773 Iteration 54F: 3 clusters Score -2229729 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (35659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35659 members Entering Unmasked Estep Score: -7432759.500000 Penalty: 6420.076172 Iteration 0F: 2 clusters Score -7432760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17849 members Mstep: Class 2 contains 17810 members Entering Unmasked Estep Score: -7406304.500000 Penalty: 12840.152344 Iteration 0F: 3 clusters Score -7406304 nChanged 15232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18021 members Mstep: Class 2 contains 17638 members Entering Unmasked Estep Score: -7414461.000000 Penalty: 12840.152344 Iteration 1F: 3 clusters Score -7414461 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18112 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -7415294.500000 Penalty: 12840.152344 Iteration 2F: 3 clusters Score -7415294 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18384 members Mstep: Class 2 contains 17275 members Entering Unmasked Estep Score: -7415946.000000 Penalty: 12840.152344 Iteration 3Q: 3 clusters Score -7415946 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18667 members Mstep: Class 2 contains 16992 members Entering Unmasked Estep Score: -7416375.000000 Penalty: 12840.152344 Iteration 4Q: 3 clusters Score -7416375 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19051 members Mstep: Class 2 contains 16608 members Entering Unmasked Estep Score: -7416765.500000 Penalty: 12840.152344 Iteration 5Q: 3 clusters Score -7416766 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19520 members Mstep: Class 2 contains 16139 members Entering Unmasked Estep Score: -7417247.500000 Penalty: 12840.152344 Iteration 6Q: 3 clusters Score -7417248 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20109 members Mstep: Class 2 contains 15550 members Entering Unmasked Estep Score: -7417892.000000 Penalty: 12840.152344 Iteration 7Q: 3 clusters Score -7417892 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20917 members Mstep: Class 2 contains 14742 members Entering Unmasked Estep Score: -7419028.500000 Penalty: 12840.152344 Iteration 8Q: 3 clusters Score -7419028 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21956 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -7420818.000000 Penalty: 12840.152344 Iteration 9F: 3 clusters Score -7420818 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23014 members Mstep: Class 2 contains 12645 members Entering Unmasked Estep Score: -7423185.500000 Penalty: 12840.152344 Iteration 10F: 3 clusters Score -7423186 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23724 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -7425320.000000 Penalty: 12840.152344 Iteration 11F: 3 clusters Score -7425320 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23976 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -7426911.500000 Penalty: 12840.152344 Iteration 12F: 3 clusters Score -7426912 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23843 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -7427938.000000 Penalty: 12840.152344 Iteration 13Q: 3 clusters Score -7427938 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23474 members Mstep: Class 2 contains 12185 members Entering Unmasked Estep Score: -7428780.000000 Penalty: 12840.152344 Iteration 14Q: 3 clusters Score -7428780 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22972 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -7429539.500000 Penalty: 12840.152344 Iteration 15Q: 3 clusters Score -7429540 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22384 members Mstep: Class 2 contains 13275 members Entering Unmasked Estep Score: -7430132.000000 Penalty: 12840.152344 Iteration 16Q: 3 clusters Score -7430132 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21869 members Mstep: Class 2 contains 13790 members Entering Unmasked Estep Score: -7430624.000000 Penalty: 12840.152344 Iteration 17Q: 3 clusters Score -7430624 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21364 members Mstep: Class 2 contains 14295 members Entering Unmasked Estep Score: -7430948.000000 Penalty: 12840.152344 Iteration 18Q: 3 clusters Score -7430948 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20923 members Mstep: Class 2 contains 14736 members Entering Unmasked Estep Score: -7431189.500000 Penalty: 12840.152344 Iteration 19Q: 3 clusters Score -7431190 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20523 members Mstep: Class 2 contains 15136 members Entering Unmasked Estep Score: -7431386.000000 Penalty: 12840.152344 Iteration 20F: 3 clusters Score -7431386 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20159 members Mstep: Class 2 contains 15500 members Entering Unmasked Estep Score: -7431547.500000 Penalty: 12840.152344 Iteration 21Q: 3 clusters Score -7431548 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19799 members Mstep: Class 2 contains 15860 members Entering Unmasked Estep Score: -7431689.000000 Penalty: 12840.152344 Iteration 22Q: 3 clusters Score -7431689 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19469 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -7431837.000000 Penalty: 12840.152344 Iteration 23Q: 3 clusters Score -7431837 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19135 members Mstep: Class 2 contains 16524 members Entering Unmasked Estep Score: -7431998.500000 Penalty: 12840.152344 Iteration 24Q: 3 clusters Score -7431998 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18810 members Mstep: Class 2 contains 16849 members Entering Unmasked Estep Score: -7432144.000000 Penalty: 12840.152344 Iteration 25Q: 3 clusters Score -7432144 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18503 members Mstep: Class 2 contains 17156 members Entering Unmasked Estep Score: -7432260.500000 Penalty: 12840.152344 Iteration 26Q: 3 clusters Score -7432260 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18193 members Mstep: Class 2 contains 17466 members Entering Unmasked Estep Score: -7432390.000000 Penalty: 12840.152344 Iteration 27Q: 3 clusters Score -7432390 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17894 members Mstep: Class 2 contains 17765 members Entering Unmasked Estep Score: -7432498.500000 Penalty: 12840.152344 Iteration 28Q: 3 clusters Score -7432498 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17608 members Mstep: Class 2 contains 18051 members Entering Unmasked Estep Score: -7432616.500000 Penalty: 12840.152344 Iteration 29Q: 3 clusters Score -7432616 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17344 members Mstep: Class 2 contains 18315 members Entering Unmasked Estep Score: -7432687.000000 Penalty: 12840.152344 Iteration 30Q: 3 clusters Score -7432687 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 18535 members Entering Unmasked Estep Score: -7432740.500000 Penalty: 12840.152344 Iteration 31Q: 3 clusters Score -7432740 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16938 members Mstep: Class 2 contains 18721 members Entering Unmasked Estep Score: -7432763.500000 Penalty: 12840.152344 Iteration 32Q: 3 clusters Score -7432764 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16760 members Mstep: Class 2 contains 18899 members Entering Unmasked Estep Score: -7432825.500000 Penalty: 12840.152344 Iteration 33Q: 3 clusters Score -7432826 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 19082 members Entering Unmasked Estep Score: -7432865.000000 Penalty: 12840.152344 Iteration 34Q: 3 clusters Score -7432865 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16415 members Mstep: Class 2 contains 19244 members Entering Unmasked Estep Score: -7432877.000000 Penalty: 12840.152344 Iteration 35Q: 3 clusters Score -7432877 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16290 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -7432878.500000 Penalty: 12840.152344 Iteration 36Q: 3 clusters Score -7432878 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16186 members Mstep: Class 2 contains 19473 members Entering Unmasked Estep Score: -7432881.000000 Penalty: 12840.152344 Iteration 37Q: 3 clusters Score -7432881 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16103 members Mstep: Class 2 contains 19556 members Entering Unmasked Estep Score: -7432919.500000 Penalty: 12840.152344 Iteration 38Q: 3 clusters Score -7432920 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 19637 members Entering Unmasked Estep Score: -7432917.000000 Penalty: 12840.152344 Iteration 39Q: 3 clusters Score -7432917 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15944 members Mstep: Class 2 contains 19715 members Entering Unmasked Estep Score: -7432934.500000 Penalty: 12840.152344 Iteration 40F: 3 clusters Score -7432934 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15868 members Mstep: Class 2 contains 19791 members Entering Unmasked Estep Score: -7432953.000000 Penalty: 12840.152344 Iteration 41Q: 3 clusters Score -7432953 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15814 members Mstep: Class 2 contains 19845 members Entering Unmasked Estep Score: -7432956.000000 Penalty: 12840.152344 Iteration 42Q: 3 clusters Score -7432956 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15759 members Mstep: Class 2 contains 19900 members Entering Unmasked Estep Score: -7432965.500000 Penalty: 12840.152344 Iteration 43Q: 3 clusters Score -7432966 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15711 members Mstep: Class 2 contains 19948 members Entering Unmasked Estep Score: -7432981.000000 Penalty: 12840.152344 Iteration 44Q: 3 clusters Score -7432981 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 19994 members Entering Unmasked Estep Score: -7432986.500000 Penalty: 12840.152344 Iteration 45Q: 3 clusters Score -7432986 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15624 members Mstep: Class 2 contains 20035 members Entering Unmasked Estep Score: -7432996.000000 Penalty: 12840.152344 Iteration 46Q: 3 clusters Score -7432996 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15596 members Mstep: Class 2 contains 20063 members Entering Unmasked Estep Score: -7432995.500000 Penalty: 12840.152344 Iteration 47Q: 3 clusters Score -7432996 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15564 members Mstep: Class 2 contains 20095 members Entering Unmasked Estep Score: -7433005.500000 Penalty: 12840.152344 Iteration 48Q: 3 clusters Score -7433006 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15537 members Mstep: Class 2 contains 20122 members Entering Unmasked Estep Score: -7433003.500000 Penalty: 12840.152344 Iteration 49Q: 3 clusters Score -7433004 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15514 members Mstep: Class 2 contains 20145 members Entering Unmasked Estep Score: -7432993.000000 Penalty: 12840.152344 Iteration 50Q: 3 clusters Score -7432993 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 20168 members Entering Unmasked Estep Score: -7432998.500000 Penalty: 12840.152344 Iteration 51Q: 3 clusters Score -7432998 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 20201 members Entering Unmasked Estep Score: -7433013.000000 Penalty: 12840.152344 Iteration 52Q: 3 clusters Score -7433013 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 20230 members Entering Unmasked Estep Score: -7433015.000000 Penalty: 12840.152344 Iteration 53Q: 3 clusters Score -7433015 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 20255 members Entering Unmasked Estep Score: -7433025.500000 Penalty: 12840.152344 Iteration 54Q: 3 clusters Score -7433026 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 20276 members Entering Unmasked Estep Score: -7433032.000000 Penalty: 12840.152344 Iteration 55Q: 3 clusters Score -7433032 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 20302 members Entering Unmasked Estep Score: -7433032.500000 Penalty: 12840.152344 Iteration 56Q: 3 clusters Score -7433032 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15339 members Mstep: Class 2 contains 20320 members Entering Unmasked Estep Score: -7433031.500000 Penalty: 12840.152344 Iteration 57Q: 3 clusters Score -7433032 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 20332 members Entering Unmasked Estep Score: -7433030.500000 Penalty: 12840.152344 Iteration 58Q: 3 clusters Score -7433030 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15314 members Mstep: Class 2 contains 20345 members Entering Unmasked Estep Score: -7433038.000000 Penalty: 12840.152344 Iteration 59Q: 3 clusters Score -7433038 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 20360 members Entering Unmasked Estep Score: -7433041.500000 Penalty: 12840.152344 Iteration 60F: 3 clusters Score -7433042 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15289 members Mstep: Class 2 contains 20370 members Entering Unmasked Estep Score: -7433033.000000 Penalty: 12840.152344 Iteration 61Q: 3 clusters Score -7433033 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15284 members Mstep: Class 2 contains 20375 members Entering Unmasked Estep Score: -7433042.000000 Penalty: 12840.152344 Iteration 62Q: 3 clusters Score -7433042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 20380 members Entering Unmasked Estep Score: -7433030.000000 Penalty: 12840.152344 Iteration 63Q: 3 clusters Score -7433030 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15274 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -7433034.500000 Penalty: 12840.152344 Iteration 64Q: 3 clusters Score -7433034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15269 members Mstep: Class 2 contains 20390 members Entering Unmasked Estep Score: -7433032.500000 Penalty: 12840.152344 Iteration 65Q: 3 clusters Score -7433032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -7433039.000000 Penalty: 12840.152344 Iteration 66Q: 3 clusters Score -7433039 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 20399 members Entering Unmasked Estep Score: -7433031.000000 Penalty: 12840.152344 Iteration 67Q: 3 clusters Score -7433031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15255 members Mstep: Class 2 contains 20404 members Entering Unmasked Estep Score: -7433025.000000 Penalty: 12840.152344 Iteration 68Q: 3 clusters Score -7433025 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15251 members Mstep: Class 2 contains 20408 members Entering Unmasked Estep Score: -7433030.500000 Penalty: 12840.152344 Iteration 69Q: 3 clusters Score -7433030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 20410 members Entering Unmasked Estep Score: -7433019.000000 Penalty: 12840.152344 Iteration 70Q: 3 clusters Score -7433019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 20410 members Entering Unmasked Estep Score: -7433019.000000 Penalty: 12840.152344 Iteration 71F: 3 clusters Score -7433019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34488 members Mstep: Class 5 contains 15707 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15616 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9409 members Mstep: Class 12 contains 15608 members Mstep: Class 13 contains 10731 members Mstep: Class 14 contains 15249 members Mstep: Class 15 contains 59122 members Mstep: Class 16 contains 169551 members Mstep: Class 17 contains 1256 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41360 members Mstep: Class 20 contains 21709 members Mstep: Class 21 contains 125429 members Mstep: Class 22 contains 1711 members Mstep: Class 23 contains 20410 members Entering Unmasked Estep Score: -119247944.000000 Penalty: 186749.281250 Splitting cluster 14 changes total score from -119248128.000000 to -119247944.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (59122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59122 members Entering Unmasked Estep Score: -12542645.000000 Penalty: 6729.756836 Iteration 0F: 2 clusters Score -1.254264e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29702 members Mstep: Class 2 contains 29420 members Entering Unmasked Estep Score: -12501186.000000 Penalty: 13459.513672 Iteration 0F: 3 clusters Score -1.250119e+07 nChanged 26305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30885 members Mstep: Class 2 contains 28237 members Entering Unmasked Estep Score: -12515466.000000 Penalty: 13459.513672 Iteration 1F: 3 clusters Score -1.251547e+07 nChanged 3119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31592 members Mstep: Class 2 contains 27530 members Entering Unmasked Estep Score: -12516620.000000 Penalty: 13459.513672 Iteration 2F: 3 clusters Score -1.251662e+07 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32554 members Mstep: Class 2 contains 26568 members Entering Unmasked Estep Score: -12517883.000000 Penalty: 13459.513672 Iteration 3Q: 3 clusters Score -1.251788e+07 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33870 members Mstep: Class 2 contains 25252 members Entering Unmasked Estep Score: -12519247.000000 Penalty: 13459.513672 Iteration 4Q: 3 clusters Score -1.251925e+07 nChanged 3241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35611 members Mstep: Class 2 contains 23511 members Entering Unmasked Estep Score: -12521043.000000 Penalty: 13459.513672 Iteration 5F: 3 clusters Score -1.252104e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37698 members Mstep: Class 2 contains 21424 members Entering Unmasked Estep Score: -12523153.000000 Penalty: 13459.513672 Iteration 6F: 3 clusters Score -1.252315e+07 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39943 members Mstep: Class 2 contains 19179 members Entering Unmasked Estep Score: -12525395.000000 Penalty: 13459.513672 Iteration 7F: 3 clusters Score -1.25254e+07 nChanged 3393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42126 members Mstep: Class 2 contains 16996 members Entering Unmasked Estep Score: -12527565.000000 Penalty: 13459.513672 Iteration 8F: 3 clusters Score -1.252756e+07 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44170 members Mstep: Class 2 contains 14952 members Entering Unmasked Estep Score: -12529324.000000 Penalty: 13459.513672 Iteration 9Q: 3 clusters Score -1.252932e+07 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46108 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -12530708.000000 Penalty: 13459.513672 Iteration 10Q: 3 clusters Score -1.253071e+07 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47850 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -12531813.000000 Penalty: 13459.513672 Iteration 11Q: 3 clusters Score -1.253181e+07 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49468 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -12532843.000000 Penalty: 13459.513672 Iteration 12Q: 3 clusters Score -1.253284e+07 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50910 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -12533787.000000 Penalty: 13459.513672 Iteration 13Q: 3 clusters Score -1.253379e+07 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52148 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -12534610.000000 Penalty: 13459.513672 Iteration 14Q: 3 clusters Score -1.253461e+07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53169 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -12535273.000000 Penalty: 13459.513672 Iteration 15Q: 3 clusters Score -1.253527e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53963 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -12535766.000000 Penalty: 13459.513672 Iteration 16Q: 3 clusters Score -1.253577e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54546 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -12536126.000000 Penalty: 13459.513672 Iteration 17Q: 3 clusters Score -1.253613e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54963 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -12536352.000000 Penalty: 13459.513672 Iteration 18Q: 3 clusters Score -1.253635e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55320 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -12536527.000000 Penalty: 13459.513672 Iteration 19Q: 3 clusters Score -1.253653e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55567 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -12536631.000000 Penalty: 13459.513672 Iteration 20F: 3 clusters Score -1.253663e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55779 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -12536704.000000 Penalty: 13459.513672 Iteration 21Q: 3 clusters Score -1.25367e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55927 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -12536785.000000 Penalty: 13459.513672 Iteration 22Q: 3 clusters Score -1.253678e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56036 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -12536805.000000 Penalty: 13459.513672 Iteration 23Q: 3 clusters Score -1.25368e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56134 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -12536830.000000 Penalty: 13459.513672 Iteration 24Q: 3 clusters Score -1.253683e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56217 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -12536858.000000 Penalty: 13459.513672 Iteration 25Q: 3 clusters Score -1.253686e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56285 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -12536880.000000 Penalty: 13459.513672 Iteration 26Q: 3 clusters Score -1.253688e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56348 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -12536910.000000 Penalty: 13459.513672 Iteration 27Q: 3 clusters Score -1.253691e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56403 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -12536928.000000 Penalty: 13459.513672 Iteration 28Q: 3 clusters Score -1.253693e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56455 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -12536917.000000 Penalty: 13459.513672 Iteration 29Q: 3 clusters Score -1.253692e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56492 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -12536949.000000 Penalty: 13459.513672 Iteration 30Q: 3 clusters Score -1.253695e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56528 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -12536962.000000 Penalty: 13459.513672 Iteration 31Q: 3 clusters Score -1.253696e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56558 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -12536984.000000 Penalty: 13459.513672 Iteration 32Q: 3 clusters Score -1.253698e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56580 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -12536996.000000 Penalty: 13459.513672 Iteration 33Q: 3 clusters Score -1.2537e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56615 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -12537019.000000 Penalty: 13459.513672 Iteration 34Q: 3 clusters Score -1.253702e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56645 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -12537031.000000 Penalty: 13459.513672 Iteration 35Q: 3 clusters Score -1.253703e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56676 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -12537054.000000 Penalty: 13459.513672 Iteration 36Q: 3 clusters Score -1.253705e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56701 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -12537043.000000 Penalty: 13459.513672 Iteration 37Q: 3 clusters Score -1.253704e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56722 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -12537056.000000 Penalty: 13459.513672 Iteration 38Q: 3 clusters Score -1.253706e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56740 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -12537063.000000 Penalty: 13459.513672 Iteration 39Q: 3 clusters Score -1.253706e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56749 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -12537074.000000 Penalty: 13459.513672 Iteration 40F: 3 clusters Score -1.253707e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56766 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -12537075.000000 Penalty: 13459.513672 Iteration 41Q: 3 clusters Score -1.253708e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56780 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -12537081.000000 Penalty: 13459.513672 Iteration 42Q: 3 clusters Score -1.253708e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56790 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -12537064.000000 Penalty: 13459.513672 Iteration 43Q: 3 clusters Score -1.253706e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56798 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -12537077.000000 Penalty: 13459.513672 Iteration 44Q: 3 clusters Score -1.253708e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56807 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -12537097.000000 Penalty: 13459.513672 Iteration 45Q: 3 clusters Score -1.25371e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56814 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -12537097.000000 Penalty: 13459.513672 Iteration 46Q: 3 clusters Score -1.25371e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56816 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -12537095.000000 Penalty: 13459.513672 Iteration 47Q: 3 clusters Score -1.25371e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56820 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -12537092.000000 Penalty: 13459.513672 Iteration 48Q: 3 clusters Score -1.253709e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56824 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -12537094.000000 Penalty: 13459.513672 Iteration 49Q: 3 clusters Score -1.253709e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56827 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -12537101.000000 Penalty: 13459.513672 Iteration 50Q: 3 clusters Score -1.25371e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56830 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -12537096.000000 Penalty: 13459.513672 Iteration 51Q: 3 clusters Score -1.25371e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56835 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -12537110.000000 Penalty: 13459.513672 Iteration 52Q: 3 clusters Score -1.253711e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56841 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -12537093.000000 Penalty: 13459.513672 Iteration 53Q: 3 clusters Score -1.253709e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56849 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -12537085.000000 Penalty: 13459.513672 Iteration 54Q: 3 clusters Score -1.253708e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56852 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -12537087.000000 Penalty: 13459.513672 Iteration 55Q: 3 clusters Score -1.253709e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56857 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -12537092.000000 Penalty: 13459.513672 Iteration 56Q: 3 clusters Score -1.253709e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56864 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -12537099.000000 Penalty: 13459.513672 Iteration 57Q: 3 clusters Score -1.25371e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56872 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -12537093.000000 Penalty: 13459.513672 Iteration 58Q: 3 clusters Score -1.253709e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56883 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -12537112.000000 Penalty: 13459.513672 Iteration 59Q: 3 clusters Score -1.253711e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56888 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -12537114.000000 Penalty: 13459.513672 Iteration 60F: 3 clusters Score -1.253711e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56895 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -12537127.000000 Penalty: 13459.513672 Iteration 61Q: 3 clusters Score -1.253713e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56896 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -12537120.000000 Penalty: 13459.513672 Iteration 62Q: 3 clusters Score -1.253712e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56900 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -12537135.000000 Penalty: 13459.513672 Iteration 63Q: 3 clusters Score -1.253714e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56909 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -12537133.000000 Penalty: 13459.513672 Iteration 64Q: 3 clusters Score -1.253713e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56917 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -12537127.000000 Penalty: 13459.513672 Iteration 65Q: 3 clusters Score -1.253713e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56922 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -12537133.000000 Penalty: 13459.513672 Iteration 66Q: 3 clusters Score -1.253713e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56927 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -12537140.000000 Penalty: 13459.513672 Iteration 67Q: 3 clusters Score -1.253714e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56931 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -12537130.000000 Penalty: 13459.513672 Iteration 68Q: 3 clusters Score -1.253713e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56938 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -12537144.000000 Penalty: 13459.513672 Iteration 69Q: 3 clusters Score -1.253714e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56940 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -12537155.000000 Penalty: 13459.513672 Iteration 70Q: 3 clusters Score -1.253716e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56944 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -12537137.000000 Penalty: 13459.513672 Iteration 71Q: 3 clusters Score -1.253714e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56948 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -12537144.000000 Penalty: 13459.513672 Iteration 72Q: 3 clusters Score -1.253714e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56949 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -12537142.000000 Penalty: 13459.513672 Iteration 73Q: 3 clusters Score -1.253714e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56952 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -12537144.000000 Penalty: 13459.513672 Iteration 74Q: 3 clusters Score -1.253714e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56955 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -12537137.000000 Penalty: 13459.513672 Iteration 75Q: 3 clusters Score -1.253714e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56957 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -12537127.000000 Penalty: 13459.513672 Iteration 76Q: 3 clusters Score -1.253713e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56960 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -12537131.000000 Penalty: 13459.513672 Iteration 77Q: 3 clusters Score -1.253713e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56961 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -12537136.000000 Penalty: 13459.513672 Iteration 78Q: 3 clusters Score -1.253714e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56963 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -12537143.000000 Penalty: 13459.513672 Iteration 79Q: 3 clusters Score -1.253714e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56965 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -12537139.000000 Penalty: 13459.513672 Iteration 80F: 3 clusters Score -1.253714e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56968 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -12537143.000000 Penalty: 13459.513672 Iteration 81Q: 3 clusters Score -1.253714e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56970 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -12537137.000000 Penalty: 13459.513672 Iteration 82Q: 3 clusters Score -1.253714e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56970 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -12537137.000000 Penalty: 13459.513672 Iteration 83F: 3 clusters Score -1.253714e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (169551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169551 members Entering Unmasked Estep Score: -35851160.000000 Penalty: 7375.056641 Iteration 0F: 2 clusters Score -3.585116e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84629 members Mstep: Class 2 contains 84922 members Entering Unmasked Estep Score: -35737168.000000 Penalty: 14750.113281 Iteration 0F: 3 clusters Score -3.573717e+07 nChanged 79061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82750 members Mstep: Class 2 contains 86801 members Entering Unmasked Estep Score: -35781648.000000 Penalty: 14750.113281 Iteration 1F: 3 clusters Score -3.578165e+07 nChanged 5589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81605 members Mstep: Class 2 contains 87946 members Entering Unmasked Estep Score: -35782860.000000 Penalty: 14750.113281 Iteration 2Q: 3 clusters Score -3.578286e+07 nChanged 5512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79941 members Mstep: Class 2 contains 89610 members Entering Unmasked Estep Score: -35784276.000000 Penalty: 14750.113281 Iteration 3Q: 3 clusters Score -3.578428e+07 nChanged 5505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77484 members Mstep: Class 2 contains 92067 members Entering Unmasked Estep Score: -35785776.000000 Penalty: 14750.113281 Iteration 4Q: 3 clusters Score -3.578578e+07 nChanged 5905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73883 members Mstep: Class 2 contains 95668 members Entering Unmasked Estep Score: -35787460.000000 Penalty: 14750.113281 Iteration 5Q: 3 clusters Score -3.578746e+07 nChanged 6650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68817 members Mstep: Class 2 contains 100734 members Entering Unmasked Estep Score: -35789716.000000 Penalty: 14750.113281 Iteration 6Q: 3 clusters Score -3.578972e+07 nChanged 8081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61678 members Mstep: Class 2 contains 107873 members Entering Unmasked Estep Score: -35793620.000000 Penalty: 14750.113281 Iteration 7Q: 3 clusters Score -3.579362e+07 nChanged 10279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51985 members Mstep: Class 2 contains 117566 members Entering Unmasked Estep Score: -35799808.000000 Penalty: 14750.113281 Iteration 8F: 3 clusters Score -3.579981e+07 nChanged 12407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39882 members Mstep: Class 2 contains 129669 members Entering Unmasked Estep Score: -35809244.000000 Penalty: 14750.113281 Iteration 9F: 3 clusters Score -3.580924e+07 nChanged 13209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26797 members Mstep: Class 2 contains 142754 members Entering Unmasked Estep Score: -35820712.000000 Penalty: 14750.113281 Iteration 10F: 3 clusters Score -3.582071e+07 nChanged 11422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15413 members Mstep: Class 2 contains 154138 members Entering Unmasked Estep Score: -35831096.000000 Penalty: 14750.113281 Iteration 11F: 3 clusters Score -3.58311e+07 nChanged 7831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 161959 members Entering Unmasked Estep Score: -35838056.000000 Penalty: 14750.113281 Iteration 12Q: 3 clusters Score -3.583806e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 166074 members Entering Unmasked Estep Score: -35841780.000000 Penalty: 14750.113281 Iteration 13Q: 3 clusters Score -3.584178e+07 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 167784 members Entering Unmasked Estep Score: -35843340.000000 Penalty: 14750.113281 Iteration 14Q: 3 clusters Score -3.584334e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 168392 members Entering Unmasked Estep Score: -35843984.000000 Penalty: 14750.113281 Iteration 15Q: 3 clusters Score -3.584398e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 168637 members Entering Unmasked Estep Score: -35844340.000000 Penalty: 14750.113281 Iteration 16Q: 3 clusters Score -3.584434e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 168737 members Entering Unmasked Estep Score: -35844524.000000 Penalty: 14750.113281 Iteration 17Q: 3 clusters Score -3.584452e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 168779 members Entering Unmasked Estep Score: -35844616.000000 Penalty: 14750.113281 Iteration 18Q: 3 clusters Score -3.584462e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 168810 members Entering Unmasked Estep Score: -35844696.000000 Penalty: 14750.113281 Iteration 19Q: 3 clusters Score -3.58447e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 168835 members Entering Unmasked Estep Score: -35844696.000000 Penalty: 14750.113281 Iteration 20F: 3 clusters Score -3.58447e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 168853 members Entering Unmasked Estep Score: -35844784.000000 Penalty: 14750.113281 Iteration 21Q: 3 clusters Score -3.584478e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 168860 members Entering Unmasked Estep Score: -35844784.000000 Penalty: 14750.113281 Iteration 22Q: 3 clusters Score -3.584478e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 168868 members Entering Unmasked Estep Score: -35844760.000000 Penalty: 14750.113281 Iteration 23Q: 3 clusters Score -3.584476e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 168873 members Entering Unmasked Estep Score: -35844760.000000 Penalty: 14750.113281 Iteration 24Q: 3 clusters Score -3.584476e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 168880 members Entering Unmasked Estep Score: -35844792.000000 Penalty: 14750.113281 Iteration 25Q: 3 clusters Score -3.584479e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 168881 members Entering Unmasked Estep Score: -35844780.000000 Penalty: 14750.113281 Iteration 26Q: 3 clusters Score -3.584478e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 168882 members Entering Unmasked Estep Score: -35844784.000000 Penalty: 14750.113281 Iteration 27Q: 3 clusters Score -3.584478e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 168884 members Entering Unmasked Estep Score: -35844780.000000 Penalty: 14750.113281 Iteration 28Q: 3 clusters Score -3.584478e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 168886 members Entering Unmasked Estep Score: -35844804.000000 Penalty: 14750.113281 Iteration 29Q: 3 clusters Score -3.58448e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 168890 members Entering Unmasked Estep Score: -35844808.000000 Penalty: 14750.113281 Iteration 30Q: 3 clusters Score -3.584481e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 168892 members Entering Unmasked Estep Score: -35844792.000000 Penalty: 14750.113281 Iteration 31Q: 3 clusters Score -3.584479e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 168894 members Entering Unmasked Estep Score: -35844792.000000 Penalty: 14750.113281 Iteration 32Q: 3 clusters Score -3.584479e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 168899 members Entering Unmasked Estep Score: -35844816.000000 Penalty: 14750.113281 Iteration 33Q: 3 clusters Score -3.584482e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 168903 members Entering Unmasked Estep Score: -35844820.000000 Penalty: 14750.113281 Iteration 34Q: 3 clusters Score -3.584482e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 168903 members Entering Unmasked Estep Score: -35844828.000000 Penalty: 14750.113281 Iteration 35Q: 3 clusters Score -3.584483e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 168905 members Entering Unmasked Estep Score: -35844824.000000 Penalty: 14750.113281 Iteration 36Q: 3 clusters Score -3.584482e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 168904 members Entering Unmasked Estep Score: -35844836.000000 Penalty: 14750.113281 Iteration 37Q: 3 clusters Score -3.584484e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 168904 members Entering Unmasked Estep Score: -35844836.000000 Penalty: 14750.113281 Iteration 38F: 3 clusters Score -3.584484e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Entering Unmasked Estep Score: -223659.187500 Penalty: 4370.608398 Iteration 0F: 2 clusters Score -223659.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -219295.984375 Penalty: 8741.216797 Iteration 0F: 3 clusters Score -219296 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -219940.187500 Penalty: 8741.216797 Iteration 1F: 3 clusters Score -219940.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -220775.843750 Penalty: 8741.216797 Iteration 2F: 3 clusters Score -220775.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -221553.375000 Penalty: 8741.216797 Iteration 3F: 3 clusters Score -221553.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -222066.437500 Penalty: 8741.216797 Iteration 4F: 3 clusters Score -222066.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -222790.921875 Penalty: 8741.216797 Iteration 5F: 3 clusters Score -222790.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -223334.031250 Penalty: 8741.216797 Iteration 6F: 3 clusters Score -223334 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -223546.187500 Penalty: 8741.216797 Iteration 7Q: 3 clusters Score -223546.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -223700.390625 Penalty: 8741.216797 Iteration 8Q: 3 clusters Score -223700.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -223837.703125 Penalty: 8741.216797 Iteration 9Q: 3 clusters Score -223837.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -223961.000000 Penalty: 8741.216797 Iteration 10Q: 3 clusters Score -223961 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -224086.281250 Penalty: 8741.216797 Iteration 11Q: 3 clusters Score -224086.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -224217.468750 Penalty: 8741.216797 Iteration 12Q: 3 clusters Score -224217.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -224373.609375 Penalty: 8741.216797 Iteration 13Q: 3 clusters Score -224373.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -224540.671875 Penalty: 8741.216797 Iteration 14Q: 3 clusters Score -224540.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -224659.250000 Penalty: 8741.216797 Iteration 15Q: 3 clusters Score -224659.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -224749.625000 Penalty: 8741.216797 Iteration 16Q: 3 clusters Score -224749.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -224841.984375 Penalty: 8741.216797 Iteration 17Q: 3 clusters Score -224842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -224897.984375 Penalty: 8741.216797 Iteration 18Q: 3 clusters Score -224898 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -224966.921875 Penalty: 8741.216797 Iteration 19Q: 3 clusters Score -224966.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -225138.484375 Penalty: 8741.216797 Iteration 20F: 3 clusters Score -225138.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -225363.187500 Penalty: 8741.216797 Iteration 21Q: 3 clusters Score -225363.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -225433.281250 Penalty: 8741.216797 Iteration 22Q: 3 clusters Score -225433.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -225479.906250 Penalty: 8741.216797 Iteration 23Q: 3 clusters Score -225479.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -225525.218750 Penalty: 8741.216797 Iteration 24Q: 3 clusters Score -225525.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -225585.359375 Penalty: 8741.216797 Iteration 25Q: 3 clusters Score -225585.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -225620.234375 Penalty: 8741.216797 Iteration 26Q: 3 clusters Score -225620.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -225695.843750 Penalty: 8741.216797 Iteration 27Q: 3 clusters Score -225695.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -225982.203125 Penalty: 8741.216797 Iteration 28Q: 3 clusters Score -225982.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -226180.187500 Penalty: 8741.216797 Iteration 29Q: 3 clusters Score -226180.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -226180.187500 Penalty: 8741.216797 Iteration 30F: 3 clusters Score -226180.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34488 members Mstep: Class 5 contains 15707 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15616 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9409 members Mstep: Class 12 contains 15608 members Mstep: Class 13 contains 10731 members Mstep: Class 14 contains 35659 members Mstep: Class 15 contains 59122 members Mstep: Class 16 contains 169551 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41360 members Mstep: Class 20 contains 21709 members Mstep: Class 21 contains 125429 members Mstep: Class 22 contains 1711 members Mstep: Class 23 contains 453 members Entering Unmasked Estep Score: -119248248.000000 Penalty: 186749.281250 Splitting cluster 17 changes total score from -119248128.000000 to -119248248.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 18 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -64614.011719 Penalty: 3698.195801 Iteration 0F: 2 clusters Score -64614.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -61925.703125 Penalty: 7396.391602 Iteration 0F: 3 clusters Score -61925.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -62351.390625 Penalty: 7396.391602 Iteration 1F: 3 clusters Score -62351.39 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -62922.500000 Penalty: 7396.391602 Iteration 2F: 3 clusters Score -62922.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -63863.304688 Penalty: 7396.391602 Iteration 3F: 3 clusters Score -63863.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -64450.019531 Penalty: 7396.391602 Iteration 4F: 3 clusters Score -64450.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -64910.058594 Penalty: 7396.391602 Iteration 5Q: 3 clusters Score -64910.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -64996.269531 Penalty: 7396.391602 Iteration 6Q: 3 clusters Score -64996.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -65083.410156 Penalty: 7396.391602 Iteration 7Q: 3 clusters Score -65083.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -65116.851562 Penalty: 7396.391602 Iteration 8Q: 3 clusters Score -65116.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -65116.851562 Penalty: 7396.391602 Iteration 9F: 3 clusters Score -65116.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34488 members Mstep: Class 5 contains 15707 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15616 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9409 members Mstep: Class 12 contains 15608 members Mstep: Class 13 contains 10731 members Mstep: Class 14 contains 35659 members Mstep: Class 15 contains 59122 members Mstep: Class 16 contains 169551 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 83 members Mstep: Class 19 contains 41360 members Mstep: Class 20 contains 21709 members Mstep: Class 21 contains 125429 members Mstep: Class 22 contains 1711 members Mstep: Class 23 contains 453 members Mstep: Class 24 contains 336 members Entering Unmasked Estep Score: -119244304.000000 Penalty: 194868.812500 Splitting cluster 18 changes total score from -119248128.000000 to -119244304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (41360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41360 members Entering Unmasked Estep Score: -8812058.000000 Penalty: 6510.917480 Iteration 0F: 2 clusters Score -8812058 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20707 members Mstep: Class 2 contains 20653 members Entering Unmasked Estep Score: -8782129.000000 Penalty: 13021.834961 Iteration 0F: 3 clusters Score -8782129 nChanged 17907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20930 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -8791524.000000 Penalty: 13021.834961 Iteration 1F: 3 clusters Score -8791524 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21112 members Mstep: Class 2 contains 20248 members Entering Unmasked Estep Score: -8792385.000000 Penalty: 13021.834961 Iteration 2F: 3 clusters Score -8792385 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21399 members Mstep: Class 2 contains 19961 members Entering Unmasked Estep Score: -8793099.000000 Penalty: 13021.834961 Iteration 3Q: 3 clusters Score -8793099 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21836 members Mstep: Class 2 contains 19524 members Entering Unmasked Estep Score: -8793756.000000 Penalty: 13021.834961 Iteration 4Q: 3 clusters Score -8793756 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 19006 members Entering Unmasked Estep Score: -8794390.000000 Penalty: 13021.834961 Iteration 5Q: 3 clusters Score -8794390 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23022 members Mstep: Class 2 contains 18338 members Entering Unmasked Estep Score: -8795153.000000 Penalty: 13021.834961 Iteration 6Q: 3 clusters Score -8795153 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23877 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -8795941.000000 Penalty: 13021.834961 Iteration 7Q: 3 clusters Score -8795941 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24868 members Mstep: Class 2 contains 16492 members Entering Unmasked Estep Score: -8796746.000000 Penalty: 13021.834961 Iteration 8Q: 3 clusters Score -8796746 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25949 members Mstep: Class 2 contains 15411 members Entering Unmasked Estep Score: -8797527.000000 Penalty: 13021.834961 Iteration 9Q: 3 clusters Score -8797527 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27120 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -8798319.000000 Penalty: 13021.834961 Iteration 10Q: 3 clusters Score -8798319 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28319 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -8799051.000000 Penalty: 13021.834961 Iteration 11Q: 3 clusters Score -8799051 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29548 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -8799774.000000 Penalty: 13021.834961 Iteration 12Q: 3 clusters Score -8799774 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30806 members Mstep: Class 2 contains 10554 members Entering Unmasked Estep Score: -8800439.000000 Penalty: 13021.834961 Iteration 13Q: 3 clusters Score -8800439 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32060 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -8801117.000000 Penalty: 13021.834961 Iteration 14Q: 3 clusters Score -8801117 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33289 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -8801810.000000 Penalty: 13021.834961 Iteration 15Q: 3 clusters Score -8801810 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34477 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -8802494.000000 Penalty: 13021.834961 Iteration 16Q: 3 clusters Score -8802494 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35588 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -8803159.000000 Penalty: 13021.834961 Iteration 17Q: 3 clusters Score -8803159 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36599 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -8803811.000000 Penalty: 13021.834961 Iteration 18Q: 3 clusters Score -8803811 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37482 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -8804466.000000 Penalty: 13021.834961 Iteration 19Q: 3 clusters Score -8804466 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38185 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -8804914.000000 Penalty: 13021.834961 Iteration 20F: 3 clusters Score -8804914 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38716 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -8805298.000000 Penalty: 13021.834961 Iteration 21Q: 3 clusters Score -8805298 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39109 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -8805614.000000 Penalty: 13021.834961 Iteration 22Q: 3 clusters Score -8805614 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39409 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -8805881.000000 Penalty: 13021.834961 Iteration 23Q: 3 clusters Score -8805881 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39632 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -8806027.000000 Penalty: 13021.834961 Iteration 24Q: 3 clusters Score -8806027 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39785 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -8806136.000000 Penalty: 13021.834961 Iteration 25Q: 3 clusters Score -8806136 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39907 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -8806217.000000 Penalty: 13021.834961 Iteration 26Q: 3 clusters Score -8806217 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39988 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -8806293.000000 Penalty: 13021.834961 Iteration 27Q: 3 clusters Score -8806293 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40046 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -8806342.000000 Penalty: 13021.834961 Iteration 28Q: 3 clusters Score -8806342 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40092 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -8806388.000000 Penalty: 13021.834961 Iteration 29Q: 3 clusters Score -8806388 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40124 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -8806429.000000 Penalty: 13021.834961 Iteration 30Q: 3 clusters Score -8806429 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40155 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -8806456.000000 Penalty: 13021.834961 Iteration 31Q: 3 clusters Score -8806456 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40190 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -8806471.000000 Penalty: 13021.834961 Iteration 32Q: 3 clusters Score -8806471 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40218 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -8806521.000000 Penalty: 13021.834961 Iteration 33Q: 3 clusters Score -8806521 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40245 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -8806553.000000 Penalty: 13021.834961 Iteration 34Q: 3 clusters Score -8806553 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40269 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -8806575.000000 Penalty: 13021.834961 Iteration 35Q: 3 clusters Score -8806575 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40286 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -8806590.000000 Penalty: 13021.834961 Iteration 36Q: 3 clusters Score -8806590 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40298 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -8806595.000000 Penalty: 13021.834961 Iteration 37Q: 3 clusters Score -8806595 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40302 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -8806591.000000 Penalty: 13021.834961 Iteration 38Q: 3 clusters Score -8806591 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40310 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -8806602.000000 Penalty: 13021.834961 Iteration 39Q: 3 clusters Score -8806602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40316 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -8806607.000000 Penalty: 13021.834961 Iteration 40F: 3 clusters Score -8806607 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40323 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -8806609.000000 Penalty: 13021.834961 Iteration 41Q: 3 clusters Score -8806609 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40326 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -8806609.000000 Penalty: 13021.834961 Iteration 42Q: 3 clusters Score -8806609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40334 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -8806617.000000 Penalty: 13021.834961 Iteration 43Q: 3 clusters Score -8806617 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40338 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -8806630.000000 Penalty: 13021.834961 Iteration 44Q: 3 clusters Score -8806630 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40345 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -8806632.000000 Penalty: 13021.834961 Iteration 45Q: 3 clusters Score -8806632 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40352 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -8806649.000000 Penalty: 13021.834961 Iteration 46Q: 3 clusters Score -8806649 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40358 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -8806646.000000 Penalty: 13021.834961 Iteration 47Q: 3 clusters Score -8806646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40366 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -8806646.000000 Penalty: 13021.834961 Iteration 48Q: 3 clusters Score -8806646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40370 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -8806648.000000 Penalty: 13021.834961 Iteration 49Q: 3 clusters Score -8806648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40373 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -8806659.000000 Penalty: 13021.834961 Iteration 50Q: 3 clusters Score -8806659 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40377 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -8806659.000000 Penalty: 13021.834961 Iteration 51Q: 3 clusters Score -8806659 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40382 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -8806648.000000 Penalty: 13021.834961 Iteration 52Q: 3 clusters Score -8806648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40385 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -8806651.000000 Penalty: 13021.834961 Iteration 53Q: 3 clusters Score -8806651 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40387 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -8806661.000000 Penalty: 13021.834961 Iteration 54Q: 3 clusters Score -8806661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40388 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -8806658.000000 Penalty: 13021.834961 Iteration 55Q: 3 clusters Score -8806658 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40390 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -8806653.000000 Penalty: 13021.834961 Iteration 56Q: 3 clusters Score -8806653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40391 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -8806653.000000 Penalty: 13021.834961 Iteration 57Q: 3 clusters Score -8806653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40394 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -8806658.000000 Penalty: 13021.834961 Iteration 58Q: 3 clusters Score -8806658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40394 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -8806658.000000 Penalty: 13021.834961 Iteration 59F: 3 clusters Score -8806658 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (21709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Entering Unmasked Estep Score: -4660688.500000 Penalty: 6116.107910 Iteration 0F: 2 clusters Score -4660688 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -4643139.500000 Penalty: 12232.215820 Iteration 0F: 3 clusters Score -4643140 nChanged 8899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11026 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -4647832.000000 Penalty: 12232.215820 Iteration 1F: 3 clusters Score -4647832 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -4648419.000000 Penalty: 12232.215820 Iteration 2F: 3 clusters Score -4648419 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -4648802.500000 Penalty: 12232.215820 Iteration 3Q: 3 clusters Score -4648802 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -4649093.000000 Penalty: 12232.215820 Iteration 4Q: 3 clusters Score -4649093 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -4649357.500000 Penalty: 12232.215820 Iteration 5Q: 3 clusters Score -4649358 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 9831 members Entering Unmasked Estep Score: -4649567.000000 Penalty: 12232.215820 Iteration 6Q: 3 clusters Score -4649567 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -4649784.500000 Penalty: 12232.215820 Iteration 7Q: 3 clusters Score -4649784 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12478 members Mstep: Class 2 contains 9231 members Entering Unmasked Estep Score: -4650021.000000 Penalty: 12232.215820 Iteration 8Q: 3 clusters Score -4650021 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -4650273.000000 Penalty: 12232.215820 Iteration 9Q: 3 clusters Score -4650273 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -4650541.500000 Penalty: 12232.215820 Iteration 10Q: 3 clusters Score -4650542 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13744 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -4650899.500000 Penalty: 12232.215820 Iteration 11Q: 3 clusters Score -4650900 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -4651277.000000 Penalty: 12232.215820 Iteration 12Q: 3 clusters Score -4651277 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14865 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -4651689.000000 Penalty: 12232.215820 Iteration 13Q: 3 clusters Score -4651689 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15468 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -4652099.500000 Penalty: 12232.215820 Iteration 14Q: 3 clusters Score -4652100 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -4652551.000000 Penalty: 12232.215820 Iteration 15Q: 3 clusters Score -4652551 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -4652985.000000 Penalty: 12232.215820 Iteration 16Q: 3 clusters Score -4652985 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17293 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -4653403.500000 Penalty: 12232.215820 Iteration 17Q: 3 clusters Score -4653404 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17822 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -4653729.500000 Penalty: 12232.215820 Iteration 18Q: 3 clusters Score -4653730 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18247 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -4654013.500000 Penalty: 12232.215820 Iteration 19Q: 3 clusters Score -4654014 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18644 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -4654269.000000 Penalty: 12232.215820 Iteration 20F: 3 clusters Score -4654269 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18955 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -4654477.500000 Penalty: 12232.215820 Iteration 21Q: 3 clusters Score -4654478 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19225 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -4654655.500000 Penalty: 12232.215820 Iteration 22Q: 3 clusters Score -4654656 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19458 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -4654795.500000 Penalty: 12232.215820 Iteration 23Q: 3 clusters Score -4654796 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19635 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -4654912.000000 Penalty: 12232.215820 Iteration 24Q: 3 clusters Score -4654912 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19776 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -4654996.000000 Penalty: 12232.215820 Iteration 25Q: 3 clusters Score -4654996 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19885 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -4655060.500000 Penalty: 12232.215820 Iteration 26Q: 3 clusters Score -4655060 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19979 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -4655129.500000 Penalty: 12232.215820 Iteration 27Q: 3 clusters Score -4655130 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20068 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -4655186.000000 Penalty: 12232.215820 Iteration 28Q: 3 clusters Score -4655186 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20135 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -4655240.500000 Penalty: 12232.215820 Iteration 29Q: 3 clusters Score -4655240 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20189 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -4655282.000000 Penalty: 12232.215820 Iteration 30Q: 3 clusters Score -4655282 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20241 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -4655320.500000 Penalty: 12232.215820 Iteration 31Q: 3 clusters Score -4655320 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20285 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -4655347.500000 Penalty: 12232.215820 Iteration 32Q: 3 clusters Score -4655348 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20314 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -4655366.500000 Penalty: 12232.215820 Iteration 33Q: 3 clusters Score -4655366 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -4655370.500000 Penalty: 12232.215820 Iteration 34Q: 3 clusters Score -4655370 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20348 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -4655373.000000 Penalty: 12232.215820 Iteration 35Q: 3 clusters Score -4655373 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20358 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -4655375.000000 Penalty: 12232.215820 Iteration 36Q: 3 clusters Score -4655375 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20369 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -4655390.000000 Penalty: 12232.215820 Iteration 37Q: 3 clusters Score -4655390 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20383 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -4655397.500000 Penalty: 12232.215820 Iteration 38Q: 3 clusters Score -4655398 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -4655406.000000 Penalty: 12232.215820 Iteration 39Q: 3 clusters Score -4655406 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20396 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -4655414.500000 Penalty: 12232.215820 Iteration 40F: 3 clusters Score -4655414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20401 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -4655415.500000 Penalty: 12232.215820 Iteration 41Q: 3 clusters Score -4655416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20407 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -4655420.000000 Penalty: 12232.215820 Iteration 42Q: 3 clusters Score -4655420 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20410 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -4655426.500000 Penalty: 12232.215820 Iteration 43Q: 3 clusters Score -4655426 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20410 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -4655426.500000 Penalty: 12232.215820 Iteration 44F: 3 clusters Score -4655426 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (125429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125429 members Entering Unmasked Estep Score: -26531554.000000 Penalty: 7190.440918 Iteration 0F: 2 clusters Score -2.653155e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62604 members Mstep: Class 2 contains 62825 members Entering Unmasked Estep Score: -26446610.000000 Penalty: 14380.881836 Iteration 0F: 3 clusters Score -2.644661e+07 nChanged 57690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62776 members Mstep: Class 2 contains 62653 members Entering Unmasked Estep Score: -26478868.000000 Penalty: 14380.881836 Iteration 1F: 3 clusters Score -2.647887e+07 nChanged 5306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62982 members Mstep: Class 2 contains 62447 members Entering Unmasked Estep Score: -26480506.000000 Penalty: 14380.881836 Iteration 2Q: 3 clusters Score -2.648051e+07 nChanged 5402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63380 members Mstep: Class 2 contains 62049 members Entering Unmasked Estep Score: -26482260.000000 Penalty: 14380.881836 Iteration 3Q: 3 clusters Score -2.648226e+07 nChanged 5333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64031 members Mstep: Class 2 contains 61398 members Entering Unmasked Estep Score: -26484226.000000 Penalty: 14380.881836 Iteration 4Q: 3 clusters Score -2.648423e+07 nChanged 5577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65004 members Mstep: Class 2 contains 60425 members Entering Unmasked Estep Score: -26486236.000000 Penalty: 14380.881836 Iteration 5Q: 3 clusters Score -2.648624e+07 nChanged 5718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66246 members Mstep: Class 2 contains 59183 members Entering Unmasked Estep Score: -26488516.000000 Penalty: 14380.881836 Iteration 6Q: 3 clusters Score -2.648852e+07 nChanged 5846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67798 members Mstep: Class 2 contains 57631 members Entering Unmasked Estep Score: -26491150.000000 Penalty: 14380.881836 Iteration 7Q: 3 clusters Score -2.649115e+07 nChanged 5852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69608 members Mstep: Class 2 contains 55821 members Entering Unmasked Estep Score: -26493682.000000 Penalty: 14380.881836 Iteration 8Q: 3 clusters Score -2.649368e+07 nChanged 5760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71552 members Mstep: Class 2 contains 53877 members Entering Unmasked Estep Score: -26496012.000000 Penalty: 14380.881836 Iteration 9Q: 3 clusters Score -2.649601e+07 nChanged 5175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73637 members Mstep: Class 2 contains 51792 members Entering Unmasked Estep Score: -26497904.000000 Penalty: 14380.881836 Iteration 10Q: 3 clusters Score -2.64979e+07 nChanged 4523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75730 members Mstep: Class 2 contains 49699 members Entering Unmasked Estep Score: -26499524.000000 Penalty: 14380.881836 Iteration 11Q: 3 clusters Score -2.649952e+07 nChanged 3878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77982 members Mstep: Class 2 contains 47447 members Entering Unmasked Estep Score: -26500636.000000 Penalty: 14380.881836 Iteration 12Q: 3 clusters Score -2.650064e+07 nChanged 3447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80517 members Mstep: Class 2 contains 44912 members Entering Unmasked Estep Score: -26501738.000000 Penalty: 14380.881836 Iteration 13Q: 3 clusters Score -2.650174e+07 nChanged 3391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83494 members Mstep: Class 2 contains 41935 members Entering Unmasked Estep Score: -26502770.000000 Penalty: 14380.881836 Iteration 14Q: 3 clusters Score -2.650277e+07 nChanged 3541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86905 members Mstep: Class 2 contains 38524 members Entering Unmasked Estep Score: -26504104.000000 Penalty: 14380.881836 Iteration 15Q: 3 clusters Score -2.65041e+07 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90772 members Mstep: Class 2 contains 34657 members Entering Unmasked Estep Score: -26505616.000000 Penalty: 14380.881836 Iteration 16Q: 3 clusters Score -2.650562e+07 nChanged 4354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95108 members Mstep: Class 2 contains 30321 members Entering Unmasked Estep Score: -26507532.000000 Penalty: 14380.881836 Iteration 17Q: 3 clusters Score -2.650753e+07 nChanged 4777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99863 members Mstep: Class 2 contains 25566 members Entering Unmasked Estep Score: -26509932.000000 Penalty: 14380.881836 Iteration 18Q: 3 clusters Score -2.650993e+07 nChanged 4941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104782 members Mstep: Class 2 contains 20647 members Entering Unmasked Estep Score: -26513172.000000 Penalty: 14380.881836 Iteration 19Q: 3 clusters Score -2.651317e+07 nChanged 4924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109692 members Mstep: Class 2 contains 15737 members Entering Unmasked Estep Score: -26516556.000000 Penalty: 14380.881836 Iteration 20F: 3 clusters Score -2.651656e+07 nChanged 4255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113933 members Mstep: Class 2 contains 11496 members Entering Unmasked Estep Score: -26519620.000000 Penalty: 14380.881836 Iteration 21Q: 3 clusters Score -2.651962e+07 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117103 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -26522470.000000 Penalty: 14380.881836 Iteration 22Q: 3 clusters Score -2.652247e+07 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119128 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -26524398.000000 Penalty: 14380.881836 Iteration 23Q: 3 clusters Score -2.65244e+07 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120300 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -26525732.000000 Penalty: 14380.881836 Iteration 24Q: 3 clusters Score -2.652573e+07 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120902 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -26526904.000000 Penalty: 14380.881836 Iteration 25Q: 3 clusters Score -2.65269e+07 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121072 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -26527734.000000 Penalty: 14380.881836 Iteration 26Q: 3 clusters Score -2.652773e+07 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121041 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -26528238.000000 Penalty: 14380.881836 Iteration 27Q: 3 clusters Score -2.652824e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120999 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -26528432.000000 Penalty: 14380.881836 Iteration 28Q: 3 clusters Score -2.652843e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120947 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -26528530.000000 Penalty: 14380.881836 Iteration 29Q: 3 clusters Score -2.652853e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120888 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -26528578.000000 Penalty: 14380.881836 Iteration 30Q: 3 clusters Score -2.652858e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120836 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -26528608.000000 Penalty: 14380.881836 Iteration 31Q: 3 clusters Score -2.652861e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120788 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -26528678.000000 Penalty: 14380.881836 Iteration 32Q: 3 clusters Score -2.652868e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120753 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -26528646.000000 Penalty: 14380.881836 Iteration 33Q: 3 clusters Score -2.652865e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120726 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -26528634.000000 Penalty: 14380.881836 Iteration 34Q: 3 clusters Score -2.652863e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120709 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -26528640.000000 Penalty: 14380.881836 Iteration 35Q: 3 clusters Score -2.652864e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120689 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -26528632.000000 Penalty: 14380.881836 Iteration 36Q: 3 clusters Score -2.652863e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120671 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -26528646.000000 Penalty: 14380.881836 Iteration 37Q: 3 clusters Score -2.652865e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120658 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -26528632.000000 Penalty: 14380.881836 Iteration 38Q: 3 clusters Score -2.652863e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120649 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -26528648.000000 Penalty: 14380.881836 Iteration 39Q: 3 clusters Score -2.652865e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120641 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -26528676.000000 Penalty: 14380.881836 Iteration 40F: 3 clusters Score -2.652868e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120627 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -26528654.000000 Penalty: 14380.881836 Iteration 41Q: 3 clusters Score -2.652865e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120617 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -26528628.000000 Penalty: 14380.881836 Iteration 42Q: 3 clusters Score -2.652863e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120610 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -26528666.000000 Penalty: 14380.881836 Iteration 43Q: 3 clusters Score -2.652867e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120600 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -26528674.000000 Penalty: 14380.881836 Iteration 44Q: 3 clusters Score -2.652867e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120594 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -26528676.000000 Penalty: 14380.881836 Iteration 45Q: 3 clusters Score -2.652868e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120585 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -26528678.000000 Penalty: 14380.881836 Iteration 46Q: 3 clusters Score -2.652868e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120579 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -26528696.000000 Penalty: 14380.881836 Iteration 47Q: 3 clusters Score -2.65287e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120577 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -26528704.000000 Penalty: 14380.881836 Iteration 48Q: 3 clusters Score -2.65287e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120576 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -26528676.000000 Penalty: 14380.881836 Iteration 49Q: 3 clusters Score -2.652868e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120572 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -26528656.000000 Penalty: 14380.881836 Iteration 50Q: 3 clusters Score -2.652866e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120569 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -26528656.000000 Penalty: 14380.881836 Iteration 51Q: 3 clusters Score -2.652866e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120570 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -26528670.000000 Penalty: 14380.881836 Iteration 52Q: 3 clusters Score -2.652867e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120571 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -26528672.000000 Penalty: 14380.881836 Iteration 53Q: 3 clusters Score -2.652867e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120571 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -26528678.000000 Penalty: 14380.881836 Iteration 54Q: 3 clusters Score -2.652868e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120569 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -26528684.000000 Penalty: 14380.881836 Iteration 55Q: 3 clusters Score -2.652868e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120565 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -26528672.000000 Penalty: 14380.881836 Iteration 56Q: 3 clusters Score -2.652867e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120562 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -26528646.000000 Penalty: 14380.881836 Iteration 57Q: 3 clusters Score -2.652865e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120563 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -26528664.000000 Penalty: 14380.881836 Iteration 58Q: 3 clusters Score -2.652866e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120564 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -26528666.000000 Penalty: 14380.881836 Iteration 59Q: 3 clusters Score -2.652867e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120564 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -26528666.000000 Penalty: 14380.881836 Iteration 60F: 3 clusters Score -2.652867e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34488 members Mstep: Class 5 contains 15707 members Mstep: Class 6 contains 2320 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15616 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9409 members Mstep: Class 12 contains 15608 members Mstep: Class 13 contains 10731 members Mstep: Class 14 contains 35659 members Mstep: Class 15 contains 59122 members Mstep: Class 16 contains 169551 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 419 members Mstep: Class 19 contains 41360 members Mstep: Class 20 contains 21709 members Mstep: Class 21 contains 125429 members Entering Unmasked Estep ConsiderDeletion Score: -119248720.000000 Penalty: 186749.281250 Iteration 79Q: 24 clusters Score -1.192487e+08 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34471 members Mstep: Class 5 contains 15713 members Mstep: Class 6 contains 2322 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15691 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9421 members Mstep: Class 12 contains 15614 members Mstep: Class 13 contains 10739 members Mstep: Class 14 contains 35349 members Mstep: Class 15 contains 58976 members Mstep: Class 16 contains 169399 members Mstep: Class 17 contains 805 members Mstep: Class 18 contains 417 members Mstep: Class 19 contains 41342 members Mstep: Class 20 contains 21765 members Mstep: Class 21 contains 125404 members Mstep: Class 22 contains 1686 members Mstep: Class 23 contains 453 members Entering Unmasked Estep ConsiderDeletion Score: -119250248.000000 Penalty: 186749.281250 Iteration 80F: 24 clusters Score -1.192502e+08 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34459 members Mstep: Class 5 contains 15724 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15743 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9429 members Mstep: Class 12 contains 15618 members Mstep: Class 13 contains 10741 members Mstep: Class 14 contains 35075 members Mstep: Class 15 contains 58891 members Mstep: Class 16 contains 169395 members Mstep: Class 17 contains 804 members Mstep: Class 18 contains 284 members Mstep: Class 19 contains 41328 members Mstep: Class 20 contains 21832 members Mstep: Class 21 contains 125471 members Mstep: Class 22 contains 1856 members Mstep: Class 23 contains 455 members Entering Unmasked Estep ConsiderDeletion Score: -119251112.000000 Penalty: 186749.281250 Iteration 81Q: 24 clusters Score -1.192511e+08 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34442 members Mstep: Class 5 contains 15743 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15801 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9446 members Mstep: Class 12 contains 15624 members Mstep: Class 13 contains 10746 members Mstep: Class 14 contains 34850 members Mstep: Class 15 contains 58810 members Mstep: Class 16 contains 169461 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 233 members Mstep: Class 19 contains 41320 members Mstep: Class 20 contains 21901 members Mstep: Class 21 contains 125489 members Mstep: Class 22 contains 1901 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119251568.000000 Penalty: 186749.281250 Iteration 82Q: 24 clusters Score -1.192516e+08 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34439 members Mstep: Class 5 contains 15759 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15866 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9453 members Mstep: Class 12 contains 15625 members Mstep: Class 13 contains 10743 members Mstep: Class 14 contains 34652 members Mstep: Class 15 contains 58714 members Mstep: Class 16 contains 169580 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 212 members Mstep: Class 19 contains 41313 members Mstep: Class 20 contains 21981 members Mstep: Class 21 contains 125483 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119251824.000000 Penalty: 186749.281250 Iteration 83Q: 24 clusters Score -1.192518e+08 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34420 members Mstep: Class 5 contains 15774 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 602 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15920 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9460 members Mstep: Class 12 contains 15625 members Mstep: Class 13 contains 10747 members Mstep: Class 14 contains 34484 members Mstep: Class 15 contains 58636 members Mstep: Class 16 contains 169698 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 207 members Mstep: Class 19 contains 41308 members Mstep: Class 20 contains 22048 members Mstep: Class 21 contains 125475 members Mstep: Class 22 contains 1902 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119251968.000000 Penalty: 186749.281250 Iteration 84Q: 24 clusters Score -1.19252e+08 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34394 members Mstep: Class 5 contains 15787 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 15989 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9468 members Mstep: Class 12 contains 15626 members Mstep: Class 13 contains 10748 members Mstep: Class 14 contains 34302 members Mstep: Class 15 contains 58557 members Mstep: Class 16 contains 169830 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41307 members Mstep: Class 20 contains 22116 members Mstep: Class 21 contains 125453 members Mstep: Class 22 contains 1890 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119251960.000000 Penalty: 186749.281250 Iteration 85Q: 24 clusters Score -1.19252e+08 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34350 members Mstep: Class 5 contains 15802 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16059 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9467 members Mstep: Class 12 contains 15632 members Mstep: Class 13 contains 10748 members Mstep: Class 14 contains 34147 members Mstep: Class 15 contains 58457 members Mstep: Class 16 contains 169958 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41308 members Mstep: Class 20 contains 22184 members Mstep: Class 21 contains 125455 members Mstep: Class 22 contains 1881 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252216.000000 Penalty: 186749.281250 Iteration 86Q: 24 clusters Score -1.192522e+08 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34312 members Mstep: Class 5 contains 15817 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16128 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9459 members Mstep: Class 12 contains 15637 members Mstep: Class 13 contains 10752 members Mstep: Class 14 contains 34002 members Mstep: Class 15 contains 58352 members Mstep: Class 16 contains 170084 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41309 members Mstep: Class 20 contains 22263 members Mstep: Class 21 contains 125438 members Mstep: Class 22 contains 1878 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252536.000000 Penalty: 186749.281250 Iteration 87Q: 24 clusters Score -1.192525e+08 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34281 members Mstep: Class 5 contains 15827 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16190 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9453 members Mstep: Class 12 contains 15641 members Mstep: Class 13 contains 10750 members Mstep: Class 14 contains 33831 members Mstep: Class 15 contains 58268 members Mstep: Class 16 contains 170231 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41311 members Mstep: Class 20 contains 22331 members Mstep: Class 21 contains 125431 members Mstep: Class 22 contains 1877 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252456.000000 Penalty: 186749.281250 Iteration 88Q: 24 clusters Score -1.192525e+08 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34257 members Mstep: Class 5 contains 15842 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16243 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9452 members Mstep: Class 12 contains 15647 members Mstep: Class 13 contains 10750 members Mstep: Class 14 contains 33642 members Mstep: Class 15 contains 58193 members Mstep: Class 16 contains 170378 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41311 members Mstep: Class 20 contains 22421 members Mstep: Class 21 contains 125407 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252456.000000 Penalty: 186749.281250 Iteration 89Q: 24 clusters Score -1.192525e+08 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34233 members Mstep: Class 5 contains 15863 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16300 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9453 members Mstep: Class 12 contains 15651 members Mstep: Class 13 contains 10752 members Mstep: Class 14 contains 33448 members Mstep: Class 15 contains 58095 members Mstep: Class 16 contains 170512 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41309 members Mstep: Class 20 contains 22520 members Mstep: Class 21 contains 125405 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252728.000000 Penalty: 186749.281250 Iteration 90Q: 24 clusters Score -1.192527e+08 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34206 members Mstep: Class 5 contains 15876 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16370 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9460 members Mstep: Class 12 contains 15662 members Mstep: Class 13 contains 10748 members Mstep: Class 14 contains 33224 members Mstep: Class 15 contains 57998 members Mstep: Class 16 contains 170657 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41317 members Mstep: Class 20 contains 22612 members Mstep: Class 21 contains 125407 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252464.000000 Penalty: 186749.281250 Iteration 91Q: 24 clusters Score -1.192525e+08 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34185 members Mstep: Class 5 contains 15887 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16429 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9468 members Mstep: Class 12 contains 15668 members Mstep: Class 13 contains 10754 members Mstep: Class 14 contains 33008 members Mstep: Class 15 contains 57869 members Mstep: Class 16 contains 170817 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41318 members Mstep: Class 20 contains 22717 members Mstep: Class 21 contains 125416 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252960.000000 Penalty: 186749.281250 Iteration 92Q: 24 clusters Score -1.19253e+08 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34169 members Mstep: Class 5 contains 15899 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16469 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9476 members Mstep: Class 12 contains 15676 members Mstep: Class 13 contains 10762 members Mstep: Class 14 contains 32787 members Mstep: Class 15 contains 57759 members Mstep: Class 16 contains 170959 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41324 members Mstep: Class 20 contains 22815 members Mstep: Class 21 contains 125442 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119252856.000000 Penalty: 186749.281250 Iteration 93Q: 24 clusters Score -1.192529e+08 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34144 members Mstep: Class 5 contains 15907 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16535 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9479 members Mstep: Class 12 contains 15679 members Mstep: Class 13 contains 10772 members Mstep: Class 14 contains 32547 members Mstep: Class 15 contains 57656 members Mstep: Class 16 contains 171083 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41332 members Mstep: Class 20 contains 22926 members Mstep: Class 21 contains 125478 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253064.000000 Penalty: 186749.281250 Iteration 94Q: 24 clusters Score -1.192531e+08 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34127 members Mstep: Class 5 contains 15910 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16610 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9487 members Mstep: Class 12 contains 15688 members Mstep: Class 13 contains 10779 members Mstep: Class 14 contains 32289 members Mstep: Class 15 contains 57564 members Mstep: Class 16 contains 171200 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41324 members Mstep: Class 20 contains 23053 members Mstep: Class 21 contains 125510 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253176.000000 Penalty: 186749.281250 Iteration 95Q: 24 clusters Score -1.192532e+08 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34103 members Mstep: Class 5 contains 15924 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16694 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9497 members Mstep: Class 12 contains 15699 members Mstep: Class 13 contains 10782 members Mstep: Class 14 contains 32005 members Mstep: Class 15 contains 57472 members Mstep: Class 16 contains 171303 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41327 members Mstep: Class 20 contains 23193 members Mstep: Class 21 contains 125542 members Mstep: Class 22 contains 1876 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253176.000000 Penalty: 186749.281250 Iteration 96Q: 24 clusters Score -1.192532e+08 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34073 members Mstep: Class 5 contains 15935 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16804 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9497 members Mstep: Class 12 contains 15703 members Mstep: Class 13 contains 10787 members Mstep: Class 14 contains 31741 members Mstep: Class 15 contains 57385 members Mstep: Class 16 contains 171429 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41338 members Mstep: Class 20 contains 23316 members Mstep: Class 21 contains 125541 members Mstep: Class 22 contains 1875 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253384.000000 Penalty: 186749.281250 Iteration 97Q: 24 clusters Score -1.192534e+08 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34044 members Mstep: Class 5 contains 15942 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 16928 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9504 members Mstep: Class 12 contains 15705 members Mstep: Class 13 contains 10790 members Mstep: Class 14 contains 31449 members Mstep: Class 15 contains 57287 members Mstep: Class 16 contains 171582 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41338 members Mstep: Class 20 contains 23429 members Mstep: Class 21 contains 125551 members Mstep: Class 22 contains 1875 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253672.000000 Penalty: 186749.281250 Iteration 98Q: 24 clusters Score -1.192537e+08 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 34013 members Mstep: Class 5 contains 15949 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 17070 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9517 members Mstep: Class 12 contains 15710 members Mstep: Class 13 contains 10794 members Mstep: Class 14 contains 31122 members Mstep: Class 15 contains 57186 members Mstep: Class 16 contains 171751 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41333 members Mstep: Class 20 contains 23552 members Mstep: Class 21 contains 125551 members Mstep: Class 22 contains 1873 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253608.000000 Penalty: 186749.281250 Iteration 99Q: 24 clusters Score -1.192536e+08 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33970 members Mstep: Class 5 contains 15957 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 17223 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9522 members Mstep: Class 12 contains 15718 members Mstep: Class 13 contains 10797 members Mstep: Class 14 contains 30761 members Mstep: Class 15 contains 57078 members Mstep: Class 16 contains 171898 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 206 members Mstep: Class 19 contains 41328 members Mstep: Class 20 contains 23696 members Mstep: Class 21 contains 125601 members Mstep: Class 22 contains 1874 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253768.000000 Penalty: 186749.281250 Iteration 100F: 24 clusters Score -1.192538e+08 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33929 members Mstep: Class 5 contains 15964 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 17386 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9520 members Mstep: Class 12 contains 15724 members Mstep: Class 13 contains 10804 members Mstep: Class 14 contains 30385 members Mstep: Class 15 contains 56982 members Mstep: Class 16 contains 172013 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 188 members Mstep: Class 19 contains 41328 members Mstep: Class 20 contains 23841 members Mstep: Class 21 contains 125670 members Mstep: Class 22 contains 1895 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253688.000000 Penalty: 186749.281250 Iteration 101Q: 24 clusters Score -1.192537e+08 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33879 members Mstep: Class 5 contains 15973 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 17563 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9513 members Mstep: Class 12 contains 15729 members Mstep: Class 13 contains 10809 members Mstep: Class 14 contains 29988 members Mstep: Class 15 contains 56855 members Mstep: Class 16 contains 172167 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 41327 members Mstep: Class 20 contains 24040 members Mstep: Class 21 contains 125707 members Mstep: Class 22 contains 1890 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119253856.000000 Penalty: 186749.281250 Iteration 102Q: 24 clusters Score -1.192539e+08 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33820 members Mstep: Class 5 contains 15993 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 17763 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9507 members Mstep: Class 12 contains 15735 members Mstep: Class 13 contains 10818 members Mstep: Class 14 contains 29520 members Mstep: Class 15 contains 56730 members Mstep: Class 16 contains 172329 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 181 members Mstep: Class 19 contains 41332 members Mstep: Class 20 contains 24231 members Mstep: Class 21 contains 125774 members Mstep: Class 22 contains 1881 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119254320.000000 Penalty: 186749.281250 Iteration 103Q: 24 clusters Score -1.192543e+08 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33763 members Mstep: Class 5 contains 16010 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 17966 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9504 members Mstep: Class 12 contains 15743 members Mstep: Class 13 contains 10825 members Mstep: Class 14 contains 29008 members Mstep: Class 15 contains 56600 members Mstep: Class 16 contains 172507 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 179 members Mstep: Class 19 contains 41341 members Mstep: Class 20 contains 24450 members Mstep: Class 21 contains 125834 members Mstep: Class 22 contains 1880 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119254768.000000 Penalty: 186749.281250 Iteration 104Q: 24 clusters Score -1.192548e+08 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33715 members Mstep: Class 5 contains 16032 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 18184 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9502 members Mstep: Class 12 contains 15754 members Mstep: Class 13 contains 10830 members Mstep: Class 14 contains 28544 members Mstep: Class 15 contains 56464 members Mstep: Class 16 contains 172670 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 176 members Mstep: Class 19 contains 41343 members Mstep: Class 20 contains 24720 members Mstep: Class 21 contains 125793 members Mstep: Class 22 contains 1879 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119255224.000000 Penalty: 186749.281250 Iteration 105Q: 24 clusters Score -1.192552e+08 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33682 members Mstep: Class 5 contains 16054 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 18417 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9494 members Mstep: Class 12 contains 15763 members Mstep: Class 13 contains 10831 members Mstep: Class 14 contains 28075 members Mstep: Class 15 contains 56312 members Mstep: Class 16 contains 172835 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 174 members Mstep: Class 19 contains 41349 members Mstep: Class 20 contains 25040 members Mstep: Class 21 contains 125706 members Mstep: Class 22 contains 1872 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119255528.000000 Penalty: 186749.281250 Iteration 106Q: 24 clusters Score -1.192555e+08 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33619 members Mstep: Class 5 contains 16096 members Mstep: Class 6 contains 2324 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 18660 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9471 members Mstep: Class 12 contains 15767 members Mstep: Class 13 contains 10837 members Mstep: Class 14 contains 27632 members Mstep: Class 15 contains 56156 members Mstep: Class 16 contains 172993 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 174 members Mstep: Class 19 contains 41366 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 125545 members Mstep: Class 22 contains 1866 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119256008.000000 Penalty: 186749.281250 Iteration 107Q: 24 clusters Score -1.19256e+08 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33557 members Mstep: Class 5 contains 16131 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 18899 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9453 members Mstep: Class 12 contains 15775 members Mstep: Class 13 contains 10844 members Mstep: Class 14 contains 27129 members Mstep: Class 15 contains 56026 members Mstep: Class 16 contains 173176 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 174 members Mstep: Class 19 contains 41382 members Mstep: Class 20 contains 25884 members Mstep: Class 21 contains 125305 members Mstep: Class 22 contains 1862 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119256792.000000 Penalty: 186749.281250 Iteration 108Q: 24 clusters Score -1.192568e+08 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33492 members Mstep: Class 5 contains 16176 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 19129 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9439 members Mstep: Class 12 contains 15776 members Mstep: Class 13 contains 10852 members Mstep: Class 14 contains 26629 members Mstep: Class 15 contains 55893 members Mstep: Class 16 contains 173309 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 174 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 26471 members Mstep: Class 21 contains 125005 members Mstep: Class 22 contains 1859 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119257616.000000 Penalty: 186749.281250 Iteration 109Q: 24 clusters Score -1.192576e+08 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33404 members Mstep: Class 5 contains 16218 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 19356 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9431 members Mstep: Class 12 contains 15788 members Mstep: Class 13 contains 10861 members Mstep: Class 14 contains 26065 members Mstep: Class 15 contains 55777 members Mstep: Class 16 contains 173477 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 172 members Mstep: Class 19 contains 41414 members Mstep: Class 20 contains 27241 members Mstep: Class 21 contains 124538 members Mstep: Class 22 contains 1858 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119258560.000000 Penalty: 186749.281250 Iteration 110Q: 24 clusters Score -1.192586e+08 nChanged 3215 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33317 members Mstep: Class 5 contains 16259 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 19591 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9402 members Mstep: Class 12 contains 15799 members Mstep: Class 13 contains 10872 members Mstep: Class 14 contains 25536 members Mstep: Class 15 contains 55659 members Mstep: Class 16 contains 173607 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 170 members Mstep: Class 19 contains 41442 members Mstep: Class 20 contains 28317 members Mstep: Class 21 contains 123775 members Mstep: Class 22 contains 1860 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119259856.000000 Penalty: 186749.281250 Iteration 111Q: 24 clusters Score -1.192599e+08 nChanged 3863 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33232 members Mstep: Class 5 contains 16284 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 19838 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9357 members Mstep: Class 12 contains 15813 members Mstep: Class 13 contains 10881 members Mstep: Class 14 contains 25000 members Mstep: Class 15 contains 55552 members Mstep: Class 16 contains 173699 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41471 members Mstep: Class 20 contains 29859 members Mstep: Class 21 contains 122592 members Mstep: Class 22 contains 1855 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119262344.000000 Penalty: 186749.281250 Iteration 112Q: 24 clusters Score -1.192623e+08 nChanged 4744 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33168 members Mstep: Class 5 contains 16288 members Mstep: Class 6 contains 2326 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 20116 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9299 members Mstep: Class 12 contains 15828 members Mstep: Class 13 contains 10879 members Mstep: Class 14 contains 24505 members Mstep: Class 15 contains 55432 members Mstep: Class 16 contains 173840 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41499 members Mstep: Class 20 contains 31851 members Mstep: Class 21 contains 120879 members Mstep: Class 22 contains 1848 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119264552.000000 Penalty: 186749.281250 Iteration 113Q: 24 clusters Score -1.192646e+08 nChanged 5037 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 33091 members Mstep: Class 5 contains 16292 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 20418 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9234 members Mstep: Class 12 contains 15836 members Mstep: Class 13 contains 10881 members Mstep: Class 14 contains 24045 members Mstep: Class 15 contains 55320 members Mstep: Class 16 contains 173944 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41530 members Mstep: Class 20 contains 33957 members Mstep: Class 21 contains 119033 members Mstep: Class 22 contains 1844 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119267912.000000 Penalty: 186749.281250 Iteration 114Q: 24 clusters Score -1.192679e+08 nChanged 4946 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 7989 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1370 members Mstep: Class 4 contains 33027 members Mstep: Class 5 contains 16265 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 20688 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9162 members Mstep: Class 12 contains 15853 members Mstep: Class 13 contains 10891 members Mstep: Class 14 contains 23627 members Mstep: Class 15 contains 55216 members Mstep: Class 16 contains 174076 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41567 members Mstep: Class 20 contains 35930 members Mstep: Class 21 contains 117268 members Mstep: Class 22 contains 1842 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119269624.000000 Penalty: 186749.281250 Iteration 115Q: 24 clusters Score -1.192696e+08 nChanged 4769 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1370 members Mstep: Class 4 contains 32934 members Mstep: Class 5 contains 16220 members Mstep: Class 6 contains 2326 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 20968 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9075 members Mstep: Class 12 contains 15869 members Mstep: Class 13 contains 10903 members Mstep: Class 14 contains 23242 members Mstep: Class 15 contains 55155 members Mstep: Class 16 contains 174190 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41589 members Mstep: Class 20 contains 37864 members Mstep: Class 21 contains 115547 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119271784.000000 Penalty: 186749.281250 Iteration 116Q: 24 clusters Score -1.192718e+08 nChanged 4411 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 32853 members Mstep: Class 5 contains 16181 members Mstep: Class 6 contains 2326 members Mstep: Class 7 contains 606 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 21269 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 9001 members Mstep: Class 12 contains 15879 members Mstep: Class 13 contains 10909 members Mstep: Class 14 contains 22944 members Mstep: Class 15 contains 55097 members Mstep: Class 16 contains 174219 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41607 members Mstep: Class 20 contains 39640 members Mstep: Class 21 contains 113944 members Mstep: Class 22 contains 1837 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119273736.000000 Penalty: 186749.281250 Iteration 117Q: 24 clusters Score -1.192737e+08 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 32755 members Mstep: Class 5 contains 16125 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 21614 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8936 members Mstep: Class 12 contains 15889 members Mstep: Class 13 contains 10914 members Mstep: Class 14 contains 22698 members Mstep: Class 15 contains 55028 members Mstep: Class 16 contains 174155 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41608 members Mstep: Class 20 contains 41389 members Mstep: Class 21 contains 112429 members Mstep: Class 22 contains 1836 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119275104.000000 Penalty: 186749.281250 Iteration 118Q: 24 clusters Score -1.192751e+08 nChanged 3841 Entering ConstructFrom: Score: -119275104.000000 Penalty: 186749.281250 Entering ConstructFrom: Trying to split cluster 1 (8026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Entering Unmasked Estep Score: -1650378.875000 Penalty: 5506.645508 Iteration 0F: 2 clusters Score -1650379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1641422.625000 Penalty: 11013.291016 Iteration 0F: 3 clusters Score -1641423 nChanged 2864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1643190.000000 Penalty: 11013.291016 Iteration 1F: 3 clusters Score -1643190 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1643823.375000 Penalty: 11013.291016 Iteration 2F: 3 clusters Score -1643823 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1644422.875000 Penalty: 11013.291016 Iteration 3F: 3 clusters Score -1644423 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1645008.375000 Penalty: 11013.291016 Iteration 4F: 3 clusters Score -1645008 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1645597.000000 Penalty: 11013.291016 Iteration 5F: 3 clusters Score -1645597 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1646123.250000 Penalty: 11013.291016 Iteration 6F: 3 clusters Score -1646123 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -1646552.375000 Penalty: 11013.291016 Iteration 7F: 3 clusters Score -1646552 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1646897.375000 Penalty: 11013.291016 Iteration 8Q: 3 clusters Score -1646897 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1647158.875000 Penalty: 11013.291016 Iteration 9Q: 3 clusters Score -1647159 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -1647359.125000 Penalty: 11013.291016 Iteration 10Q: 3 clusters Score -1647359 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -1647492.125000 Penalty: 11013.291016 Iteration 11Q: 3 clusters Score -1647492 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1647569.250000 Penalty: 11013.291016 Iteration 12Q: 3 clusters Score -1647569 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1647620.375000 Penalty: 11013.291016 Iteration 13Q: 3 clusters Score -1647620 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1647650.625000 Penalty: 11013.291016 Iteration 14Q: 3 clusters Score -1647651 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1647670.375000 Penalty: 11013.291016 Iteration 15Q: 3 clusters Score -1647670 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1647676.375000 Penalty: 11013.291016 Iteration 16Q: 3 clusters Score -1647676 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1647681.625000 Penalty: 11013.291016 Iteration 17Q: 3 clusters Score -1647682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -1647682.625000 Penalty: 11013.291016 Iteration 18Q: 3 clusters Score -1647683 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1647685.875000 Penalty: 11013.291016 Iteration 19Q: 3 clusters Score -1647686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -1647689.125000 Penalty: 11013.291016 Iteration 20F: 3 clusters Score -1647689 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1647687.250000 Penalty: 11013.291016 Iteration 21Q: 3 clusters Score -1647687 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1647691.125000 Penalty: 11013.291016 Iteration 22Q: 3 clusters Score -1647691 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -1647694.125000 Penalty: 11013.291016 Iteration 23Q: 3 clusters Score -1647694 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1647693.125000 Penalty: 11013.291016 Iteration 24Q: 3 clusters Score -1647693 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1647694.000000 Penalty: 11013.291016 Iteration 25Q: 3 clusters Score -1647694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1647696.125000 Penalty: 11013.291016 Iteration 26Q: 3 clusters Score -1647696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1647701.000000 Penalty: 11013.291016 Iteration 27Q: 3 clusters Score -1647701 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1647700.500000 Penalty: 11013.291016 Iteration 28Q: 3 clusters Score -1647700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1647705.125000 Penalty: 11013.291016 Iteration 29Q: 3 clusters Score -1647705 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1647704.375000 Penalty: 11013.291016 Iteration 30Q: 3 clusters Score -1647704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1647705.500000 Penalty: 11013.291016 Iteration 31Q: 3 clusters Score -1647706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1647707.500000 Penalty: 11013.291016 Iteration 32Q: 3 clusters Score -1647708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1647709.250000 Penalty: 11013.291016 Iteration 33Q: 3 clusters Score -1647709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1647708.500000 Penalty: 11013.291016 Iteration 34Q: 3 clusters Score -1647708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1647709.250000 Penalty: 11013.291016 Iteration 35Q: 3 clusters Score -1647709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1647709.625000 Penalty: 11013.291016 Iteration 36Q: 3 clusters Score -1647710 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1647709.625000 Penalty: 11013.291016 Iteration 37F: 3 clusters Score -1647710 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Entering Unmasked Estep Score: -154199.250000 Penalty: 4134.333008 Iteration 0F: 2 clusters Score -154199.2 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 445 members Entering Unmasked Estep Score: -150364.718750 Penalty: 8268.666016 Iteration 0F: 3 clusters Score -150364.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -150769.578125 Penalty: 8268.666016 Iteration 1F: 3 clusters Score -150769.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -150909.968750 Penalty: 8268.666016 Iteration 2Q: 3 clusters Score -150910 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -151007.875000 Penalty: 8268.666016 Iteration 3Q: 3 clusters Score -151007.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -151113.187500 Penalty: 8268.666016 Iteration 4Q: 3 clusters Score -151113.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -151227.578125 Penalty: 8268.666016 Iteration 5Q: 3 clusters Score -151227.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -151360.609375 Penalty: 8268.666016 Iteration 6Q: 3 clusters Score -151360.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -151642.265625 Penalty: 8268.666016 Iteration 7Q: 3 clusters Score -151642.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -151826.250000 Penalty: 8268.666016 Iteration 8Q: 3 clusters Score -151826.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -151893.156250 Penalty: 8268.666016 Iteration 9Q: 3 clusters Score -151893.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -152007.171875 Penalty: 8268.666016 Iteration 10Q: 3 clusters Score -152007.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -152118.593750 Penalty: 8268.666016 Iteration 11Q: 3 clusters Score -152118.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -152237.031250 Penalty: 8268.666016 Iteration 12Q: 3 clusters Score -152237 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -152320.359375 Penalty: 8268.666016 Iteration 13Q: 3 clusters Score -152320.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -152433.671875 Penalty: 8268.666016 Iteration 14Q: 3 clusters Score -152433.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -152543.234375 Penalty: 8268.666016 Iteration 15Q: 3 clusters Score -152543.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -152642.578125 Penalty: 8268.666016 Iteration 16Q: 3 clusters Score -152642.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -152770.062500 Penalty: 8268.666016 Iteration 17Q: 3 clusters Score -152770.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -152862.343750 Penalty: 8268.666016 Iteration 18Q: 3 clusters Score -152862.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -153022.828125 Penalty: 8268.666016 Iteration 19Q: 3 clusters Score -153022.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -153279.468750 Penalty: 8268.666016 Iteration 20F: 3 clusters Score -153279.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -153595.015625 Penalty: 8268.666016 Iteration 21Q: 3 clusters Score -153595 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -153981.484375 Penalty: 8268.666016 Iteration 22Q: 3 clusters Score -153981.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -154272.656250 Penalty: 8268.666016 Iteration 23Q: 3 clusters Score -154272.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -154437.171875 Penalty: 8268.666016 Iteration 24Q: 3 clusters Score -154437.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -154720.750000 Penalty: 8268.666016 Iteration 25Q: 3 clusters Score -154720.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -154877.953125 Penalty: 8268.666016 Iteration 26Q: 3 clusters Score -154878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -154903.796875 Penalty: 8268.666016 Iteration 27Q: 3 clusters Score -154903.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -154927.796875 Penalty: 8268.666016 Iteration 28Q: 3 clusters Score -154927.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -154946.312500 Penalty: 8268.666016 Iteration 29Q: 3 clusters Score -154946.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -154963.625000 Penalty: 8268.666016 Iteration 30Q: 3 clusters Score -154963.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -154966.984375 Penalty: 8268.666016 Iteration 31F: 3 clusters Score -154967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -154976.062500 Penalty: 8268.666016 Iteration 32Q: 3 clusters Score -154976.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -154976.062500 Penalty: 8268.666016 Iteration 33F: 3 clusters Score -154976.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 474 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 32680 members Mstep: Class 5 contains 16060 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 21912 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8888 members Mstep: Class 12 contains 15904 members Mstep: Class 13 contains 10921 members Mstep: Class 14 contains 22519 members Mstep: Class 15 contains 54979 members Mstep: Class 16 contains 174017 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41608 members Mstep: Class 20 contains 43071 members Mstep: Class 21 contains 110980 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 456 members Mstep: Class 24 contains 380 members Entering Unmasked Estep Score: -119272464.000000 Penalty: 194868.812500 Splitting cluster 2 changes total score from -119275104.000000 to -119272464.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Entering Unmasked Estep Score: -276452.781250 Penalty: 4424.268555 Iteration 0F: 2 clusters Score -276452.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -272003.437500 Penalty: 8848.537109 Iteration 0F: 3 clusters Score -272003.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -272572.843750 Penalty: 8848.537109 Iteration 1F: 3 clusters Score -272572.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -272843.750000 Penalty: 8848.537109 Iteration 2F: 3 clusters Score -272843.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -273001.812500 Penalty: 8848.537109 Iteration 3Q: 3 clusters Score -273001.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -273120.937500 Penalty: 8848.537109 Iteration 4Q: 3 clusters Score -273120.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -273242.812500 Penalty: 8848.537109 Iteration 5Q: 3 clusters Score -273242.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -273346.531250 Penalty: 8848.537109 Iteration 6Q: 3 clusters Score -273346.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -273412.312500 Penalty: 8848.537109 Iteration 7Q: 3 clusters Score -273412.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -273464.218750 Penalty: 8848.537109 Iteration 8Q: 3 clusters Score -273464.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -273500.437500 Penalty: 8848.537109 Iteration 9Q: 3 clusters Score -273500.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -273531.625000 Penalty: 8848.537109 Iteration 10Q: 3 clusters Score -273531.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -273554.906250 Penalty: 8848.537109 Iteration 11Q: 3 clusters Score -273554.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -273573.125000 Penalty: 8848.537109 Iteration 12Q: 3 clusters Score -273573.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -273584.250000 Penalty: 8848.537109 Iteration 13Q: 3 clusters Score -273584.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -273588.500000 Penalty: 8848.537109 Iteration 14Q: 3 clusters Score -273588.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -273588.500000 Penalty: 8848.537109 Iteration 15F: 3 clusters Score -273588.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (32680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32680 members Entering Unmasked Estep Score: -6945675.500000 Penalty: 6366.642578 Iteration 0F: 2 clusters Score -6945676 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16316 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -6921276.000000 Penalty: 12733.285156 Iteration 0F: 3 clusters Score -6921276 nChanged 13826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16230 members Mstep: Class 2 contains 16450 members Entering Unmasked Estep Score: -6928660.500000 Penalty: 12733.285156 Iteration 1F: 3 clusters Score -6928660 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16181 members Mstep: Class 2 contains 16499 members Entering Unmasked Estep Score: -6929521.500000 Penalty: 12733.285156 Iteration 2F: 3 clusters Score -6929522 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -6930163.500000 Penalty: 12733.285156 Iteration 3Q: 3 clusters Score -6930164 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15928 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -6930700.000000 Penalty: 12733.285156 Iteration 4Q: 3 clusters Score -6930700 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 16938 members Entering Unmasked Estep Score: -6931107.500000 Penalty: 12733.285156 Iteration 5Q: 3 clusters Score -6931108 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 17178 members Entering Unmasked Estep Score: -6931439.500000 Penalty: 12733.285156 Iteration 6Q: 3 clusters Score -6931440 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15216 members Mstep: Class 2 contains 17464 members Entering Unmasked Estep Score: -6931772.500000 Penalty: 12733.285156 Iteration 7Q: 3 clusters Score -6931772 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14842 members Mstep: Class 2 contains 17838 members Entering Unmasked Estep Score: -6932038.000000 Penalty: 12733.285156 Iteration 8Q: 3 clusters Score -6932038 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14376 members Mstep: Class 2 contains 18304 members Entering Unmasked Estep Score: -6932328.000000 Penalty: 12733.285156 Iteration 9Q: 3 clusters Score -6932328 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 18913 members Entering Unmasked Estep Score: -6932648.000000 Penalty: 12733.285156 Iteration 10Q: 3 clusters Score -6932648 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13038 members Mstep: Class 2 contains 19642 members Entering Unmasked Estep Score: -6933018.500000 Penalty: 12733.285156 Iteration 11Q: 3 clusters Score -6933018 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12161 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -6933554.000000 Penalty: 12733.285156 Iteration 12Q: 3 clusters Score -6933554 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 21528 members Entering Unmasked Estep Score: -6934115.000000 Penalty: 12733.285156 Iteration 13Q: 3 clusters Score -6934115 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 22646 members Entering Unmasked Estep Score: -6934825.500000 Penalty: 12733.285156 Iteration 14Q: 3 clusters Score -6934826 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 23840 members Entering Unmasked Estep Score: -6935632.500000 Penalty: 12733.285156 Iteration 15Q: 3 clusters Score -6935632 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 25091 members Entering Unmasked Estep Score: -6936652.500000 Penalty: 12733.285156 Iteration 16Q: 3 clusters Score -6936652 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 26226 members Entering Unmasked Estep Score: -6937661.000000 Penalty: 12733.285156 Iteration 17Q: 3 clusters Score -6937661 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 27162 members Entering Unmasked Estep Score: -6938467.000000 Penalty: 12733.285156 Iteration 18Q: 3 clusters Score -6938467 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 27877 members Entering Unmasked Estep Score: -6939098.500000 Penalty: 12733.285156 Iteration 19Q: 3 clusters Score -6939098 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 28396 members Entering Unmasked Estep Score: -6939576.000000 Penalty: 12733.285156 Iteration 20F: 3 clusters Score -6939576 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 28776 members Entering Unmasked Estep Score: -6939908.500000 Penalty: 12733.285156 Iteration 21Q: 3 clusters Score -6939908 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 29057 members Entering Unmasked Estep Score: -6940145.500000 Penalty: 12733.285156 Iteration 22Q: 3 clusters Score -6940146 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 29309 members Entering Unmasked Estep Score: -6940307.000000 Penalty: 12733.285156 Iteration 23Q: 3 clusters Score -6940307 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 29509 members Entering Unmasked Estep Score: -6940463.000000 Penalty: 12733.285156 Iteration 24Q: 3 clusters Score -6940463 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 29653 members Entering Unmasked Estep Score: -6940563.500000 Penalty: 12733.285156 Iteration 25Q: 3 clusters Score -6940564 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 29774 members Entering Unmasked Estep Score: -6940643.500000 Penalty: 12733.285156 Iteration 26Q: 3 clusters Score -6940644 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 29866 members Entering Unmasked Estep Score: -6940705.500000 Penalty: 12733.285156 Iteration 27Q: 3 clusters Score -6940706 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 29948 members Entering Unmasked Estep Score: -6940735.000000 Penalty: 12733.285156 Iteration 28Q: 3 clusters Score -6940735 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 30010 members Entering Unmasked Estep Score: -6940769.500000 Penalty: 12733.285156 Iteration 29Q: 3 clusters Score -6940770 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 30069 members Entering Unmasked Estep Score: -6940813.000000 Penalty: 12733.285156 Iteration 30Q: 3 clusters Score -6940813 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 30118 members Entering Unmasked Estep Score: -6940816.500000 Penalty: 12733.285156 Iteration 31Q: 3 clusters Score -6940816 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 30149 members Entering Unmasked Estep Score: -6940830.500000 Penalty: 12733.285156 Iteration 32Q: 3 clusters Score -6940830 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 30187 members Entering Unmasked Estep Score: -6940852.000000 Penalty: 12733.285156 Iteration 33Q: 3 clusters Score -6940852 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 30212 members Entering Unmasked Estep Score: -6940866.500000 Penalty: 12733.285156 Iteration 34Q: 3 clusters Score -6940866 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 30237 members Entering Unmasked Estep Score: -6940869.000000 Penalty: 12733.285156 Iteration 35Q: 3 clusters Score -6940869 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 30252 members Entering Unmasked Estep Score: -6940873.000000 Penalty: 12733.285156 Iteration 36Q: 3 clusters Score -6940873 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 30266 members Entering Unmasked Estep Score: -6940878.500000 Penalty: 12733.285156 Iteration 37Q: 3 clusters Score -6940878 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 30275 members Entering Unmasked Estep Score: -6940886.500000 Penalty: 12733.285156 Iteration 38Q: 3 clusters Score -6940886 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 30283 members Entering Unmasked Estep Score: -6940902.000000 Penalty: 12733.285156 Iteration 39Q: 3 clusters Score -6940902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 30290 members Entering Unmasked Estep Score: -6940899.500000 Penalty: 12733.285156 Iteration 40F: 3 clusters Score -6940900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 30295 members Entering Unmasked Estep Score: -6940909.500000 Penalty: 12733.285156 Iteration 41Q: 3 clusters Score -6940910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 30302 members Entering Unmasked Estep Score: -6940906.000000 Penalty: 12733.285156 Iteration 42Q: 3 clusters Score -6940906 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 30311 members Entering Unmasked Estep Score: -6940912.000000 Penalty: 12733.285156 Iteration 43Q: 3 clusters Score -6940912 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 30319 members Entering Unmasked Estep Score: -6940913.000000 Penalty: 12733.285156 Iteration 44Q: 3 clusters Score -6940913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 30327 members Entering Unmasked Estep Score: -6940908.500000 Penalty: 12733.285156 Iteration 45Q: 3 clusters Score -6940908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 30331 members Entering Unmasked Estep Score: -6940904.500000 Penalty: 12733.285156 Iteration 46Q: 3 clusters Score -6940904 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 30333 members Entering Unmasked Estep Score: -6940903.000000 Penalty: 12733.285156 Iteration 47Q: 3 clusters Score -6940903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 30335 members Entering Unmasked Estep Score: -6940912.000000 Penalty: 12733.285156 Iteration 48Q: 3 clusters Score -6940912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 30338 members Entering Unmasked Estep Score: -6940913.000000 Penalty: 12733.285156 Iteration 49Q: 3 clusters Score -6940913 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 30339 members Entering Unmasked Estep Score: -6940917.000000 Penalty: 12733.285156 Iteration 50Q: 3 clusters Score -6940917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 30339 members Entering Unmasked Estep Score: -6940917.000000 Penalty: 12733.285156 Iteration 51F: 3 clusters Score -6940917 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (16060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16060 members Entering Unmasked Estep Score: -3443299.250000 Penalty: 5931.502930 Iteration 0F: 2 clusters Score -3443299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -3429316.500000 Penalty: 11863.005859 Iteration 0F: 3 clusters Score -3429316 nChanged 6412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -3432793.750000 Penalty: 11863.005859 Iteration 1F: 3 clusters Score -3432794 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -3433550.250000 Penalty: 11863.005859 Iteration 2F: 3 clusters Score -3433550 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -3434342.500000 Penalty: 11863.005859 Iteration 3F: 3 clusters Score -3434342 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -3435033.250000 Penalty: 11863.005859 Iteration 4F: 3 clusters Score -3435033 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -3435645.000000 Penalty: 11863.005859 Iteration 5F: 3 clusters Score -3435645 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -3436156.000000 Penalty: 11863.005859 Iteration 6F: 3 clusters Score -3436156 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -3436543.750000 Penalty: 11863.005859 Iteration 7Q: 3 clusters Score -3436544 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -3436885.750000 Penalty: 11863.005859 Iteration 8Q: 3 clusters Score -3436886 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -3437107.250000 Penalty: 11863.005859 Iteration 9Q: 3 clusters Score -3437107 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -3437328.500000 Penalty: 11863.005859 Iteration 10Q: 3 clusters Score -3437328 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -3437495.750000 Penalty: 11863.005859 Iteration 11Q: 3 clusters Score -3437496 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -3437655.500000 Penalty: 11863.005859 Iteration 12Q: 3 clusters Score -3437656 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -3437848.750000 Penalty: 11863.005859 Iteration 13Q: 3 clusters Score -3437849 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -3438032.000000 Penalty: 11863.005859 Iteration 14Q: 3 clusters Score -3438032 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -3438190.500000 Penalty: 11863.005859 Iteration 15Q: 3 clusters Score -3438190 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -3438343.250000 Penalty: 11863.005859 Iteration 16Q: 3 clusters Score -3438343 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12554 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -3438453.000000 Penalty: 11863.005859 Iteration 17Q: 3 clusters Score -3438453 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12767 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -3438578.250000 Penalty: 11863.005859 Iteration 18Q: 3 clusters Score -3438578 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13002 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -3438696.000000 Penalty: 11863.005859 Iteration 19Q: 3 clusters Score -3438696 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13207 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -3438820.000000 Penalty: 11863.005859 Iteration 20F: 3 clusters Score -3438820 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13409 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -3438947.250000 Penalty: 11863.005859 Iteration 21Q: 3 clusters Score -3438947 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13604 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -3439067.000000 Penalty: 11863.005859 Iteration 22Q: 3 clusters Score -3439067 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -3439166.000000 Penalty: 11863.005859 Iteration 23Q: 3 clusters Score -3439166 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13890 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -3439253.500000 Penalty: 11863.005859 Iteration 24Q: 3 clusters Score -3439254 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14014 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -3439321.750000 Penalty: 11863.005859 Iteration 25Q: 3 clusters Score -3439322 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14092 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -3439361.000000 Penalty: 11863.005859 Iteration 26Q: 3 clusters Score -3439361 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14160 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -3439395.750000 Penalty: 11863.005859 Iteration 27Q: 3 clusters Score -3439396 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14213 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -3439434.250000 Penalty: 11863.005859 Iteration 28Q: 3 clusters Score -3439434 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -3439475.250000 Penalty: 11863.005859 Iteration 29Q: 3 clusters Score -3439475 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -3439511.250000 Penalty: 11863.005859 Iteration 30Q: 3 clusters Score -3439511 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14347 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -3439536.250000 Penalty: 11863.005859 Iteration 31Q: 3 clusters Score -3439536 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14371 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -3439546.250000 Penalty: 11863.005859 Iteration 32Q: 3 clusters Score -3439546 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14395 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -3439573.500000 Penalty: 11863.005859 Iteration 33Q: 3 clusters Score -3439574 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14422 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -3439594.500000 Penalty: 11863.005859 Iteration 34Q: 3 clusters Score -3439594 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14442 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3439597.500000 Penalty: 11863.005859 Iteration 35Q: 3 clusters Score -3439598 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -3439603.250000 Penalty: 11863.005859 Iteration 36Q: 3 clusters Score -3439603 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -3439612.000000 Penalty: 11863.005859 Iteration 37Q: 3 clusters Score -3439612 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14484 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -3439609.250000 Penalty: 11863.005859 Iteration 38Q: 3 clusters Score -3439609 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14499 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -3439622.750000 Penalty: 11863.005859 Iteration 39Q: 3 clusters Score -3439623 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -3439628.000000 Penalty: 11863.005859 Iteration 40F: 3 clusters Score -3439628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14509 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -3439627.750000 Penalty: 11863.005859 Iteration 41Q: 3 clusters Score -3439628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -3439629.000000 Penalty: 11863.005859 Iteration 42Q: 3 clusters Score -3439629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14512 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -3439631.000000 Penalty: 11863.005859 Iteration 43Q: 3 clusters Score -3439631 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14513 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -3439630.500000 Penalty: 11863.005859 Iteration 44Q: 3 clusters Score -3439630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14514 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -3439633.000000 Penalty: 11863.005859 Iteration 45Q: 3 clusters Score -3439633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -3439633.750000 Penalty: 11863.005859 Iteration 46Q: 3 clusters Score -3439634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14519 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -3439636.250000 Penalty: 11863.005859 Iteration 47Q: 3 clusters Score -3439636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14522 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -3439635.500000 Penalty: 11863.005859 Iteration 48Q: 3 clusters Score -3439636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -3439641.000000 Penalty: 11863.005859 Iteration 49Q: 3 clusters Score -3439641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -3439641.000000 Penalty: 11863.005859 Iteration 50F: 3 clusters Score -3439641 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Entering Unmasked Estep Score: -490494.406250 Penalty: 4747.778809 Iteration 0F: 2 clusters Score -490494.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -485203.156250 Penalty: 9495.557617 Iteration 0F: 3 clusters Score -485203.2 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -485818.125000 Penalty: 9495.557617 Iteration 1F: 3 clusters Score -485818.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -486001.000000 Penalty: 9495.557617 Iteration 2F: 3 clusters Score -486001 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -486101.718750 Penalty: 9495.557617 Iteration 3Q: 3 clusters Score -486101.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -486158.156250 Penalty: 9495.557617 Iteration 4Q: 3 clusters Score -486158.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -486196.156250 Penalty: 9495.557617 Iteration 5Q: 3 clusters Score -486196.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -486213.937500 Penalty: 9495.557617 Iteration 6Q: 3 clusters Score -486213.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -486220.875000 Penalty: 9495.557617 Iteration 7Q: 3 clusters Score -486220.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -486224.937500 Penalty: 9495.557617 Iteration 8Q: 3 clusters Score -486224.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -486231.531250 Penalty: 9495.557617 Iteration 9Q: 3 clusters Score -486231.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -486236.312500 Penalty: 9495.557617 Iteration 10Q: 3 clusters Score -486236.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -486238.531250 Penalty: 9495.557617 Iteration 11Q: 3 clusters Score -486238.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -486239.406250 Penalty: 9495.557617 Iteration 12Q: 3 clusters Score -486239.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -486239.406250 Penalty: 9495.557617 Iteration 13F: 3 clusters Score -486239.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Entering Unmasked Estep Score: -114170.218750 Penalty: 3923.202637 Iteration 0F: 2 clusters Score -114170.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -110768.914062 Penalty: 7846.405273 Iteration 0F: 3 clusters Score -110768.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -111006.242188 Penalty: 7846.405273 Iteration 1F: 3 clusters Score -111006.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -111091.234375 Penalty: 7846.405273 Iteration 2Q: 3 clusters Score -111091.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -111111.031250 Penalty: 7846.405273 Iteration 3Q: 3 clusters Score -111111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -111133.664062 Penalty: 7846.405273 Iteration 4Q: 3 clusters Score -111133.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -111135.750000 Penalty: 7846.405273 Iteration 5Q: 3 clusters Score -111135.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -111135.750000 Penalty: 7846.405273 Iteration 6F: 3 clusters Score -111135.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Entering Unmasked Estep Score: -251704.531250 Penalty: 4368.165527 Iteration 0F: 2 clusters Score -251704.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -247379.484375 Penalty: 8736.331055 Iteration 0F: 3 clusters Score -247379.5 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -247903.453125 Penalty: 8736.331055 Iteration 1F: 3 clusters Score -247903.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -248187.859375 Penalty: 8736.331055 Iteration 2F: 3 clusters Score -248187.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -248415.593750 Penalty: 8736.331055 Iteration 3Q: 3 clusters Score -248415.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -248673.500000 Penalty: 8736.331055 Iteration 4F: 3 clusters Score -248673.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -248873.718750 Penalty: 8736.331055 Iteration 5Q: 3 clusters Score -248873.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -248993.750000 Penalty: 8736.331055 Iteration 6Q: 3 clusters Score -248993.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -249090.796875 Penalty: 8736.331055 Iteration 7Q: 3 clusters Score -249090.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -249217.281250 Penalty: 8736.331055 Iteration 8Q: 3 clusters Score -249217.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -249310.640625 Penalty: 8736.331055 Iteration 9Q: 3 clusters Score -249310.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -249368.171875 Penalty: 8736.331055 Iteration 10Q: 3 clusters Score -249368.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -249386.562500 Penalty: 8736.331055 Iteration 11Q: 3 clusters Score -249386.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -249393.468750 Penalty: 8736.331055 Iteration 12Q: 3 clusters Score -249393.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -249403.531250 Penalty: 8736.331055 Iteration 13Q: 3 clusters Score -249403.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -249418.796875 Penalty: 8736.331055 Iteration 14Q: 3 clusters Score -249418.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -249423.843750 Penalty: 8736.331055 Iteration 15Q: 3 clusters Score -249423.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -249431.015625 Penalty: 8736.331055 Iteration 16Q: 3 clusters Score -249431 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -249445.937500 Penalty: 8736.331055 Iteration 17Q: 3 clusters Score -249445.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -249450.125000 Penalty: 8736.331055 Iteration 18Q: 3 clusters Score -249450.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -249451.718750 Penalty: 8736.331055 Iteration 19Q: 3 clusters Score -249451.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -249455.296875 Penalty: 8736.331055 Iteration 20F: 3 clusters Score -249455.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -249463.890625 Penalty: 8736.331055 Iteration 21Q: 3 clusters Score -249463.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -249473.953125 Penalty: 8736.331055 Iteration 22Q: 3 clusters Score -249474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -249488.343750 Penalty: 8736.331055 Iteration 23Q: 3 clusters Score -249488.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -249497.156250 Penalty: 8736.331055 Iteration 24Q: 3 clusters Score -249497.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -249506.156250 Penalty: 8736.331055 Iteration 25Q: 3 clusters Score -249506.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -249510.546875 Penalty: 8736.331055 Iteration 26Q: 3 clusters Score -249510.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -249512.000000 Penalty: 8736.331055 Iteration 27Q: 3 clusters Score -249512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -249512.000000 Penalty: 8736.331055 Iteration 28F: 3 clusters Score -249512 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (21912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21912 members Entering Unmasked Estep Score: -4411702.500000 Penalty: 6121.809082 Iteration 0F: 2 clusters Score -4411702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -4393873.500000 Penalty: 12243.618164 Iteration 0F: 3 clusters Score -4393874 nChanged 9069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -4398712.000000 Penalty: 12243.618164 Iteration 1F: 3 clusters Score -4398712 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10836 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -4399405.500000 Penalty: 12243.618164 Iteration 2F: 3 clusters Score -4399406 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -4399902.000000 Penalty: 12243.618164 Iteration 3Q: 3 clusters Score -4399902 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -4400290.000000 Penalty: 12243.618164 Iteration 4Q: 3 clusters Score -4400290 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -4400636.500000 Penalty: 12243.618164 Iteration 5Q: 3 clusters Score -4400636 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -4401012.500000 Penalty: 12243.618164 Iteration 6Q: 3 clusters Score -4401012 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -4401435.500000 Penalty: 12243.618164 Iteration 7Q: 3 clusters Score -4401436 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -4401854.500000 Penalty: 12243.618164 Iteration 8Q: 3 clusters Score -4401854 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10072 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -4402329.500000 Penalty: 12243.618164 Iteration 9Q: 3 clusters Score -4402330 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -4402927.500000 Penalty: 12243.618164 Iteration 10Q: 3 clusters Score -4402928 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -4403713.000000 Penalty: 12243.618164 Iteration 11Q: 3 clusters Score -4403713 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -4404703.000000 Penalty: 12243.618164 Iteration 12Q: 3 clusters Score -4404703 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 13016 members Entering Unmasked Estep Score: -4405651.000000 Penalty: 12243.618164 Iteration 13F: 3 clusters Score -4405651 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -4406339.000000 Penalty: 12243.618164 Iteration 14Q: 3 clusters Score -4406339 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -4406832.500000 Penalty: 12243.618164 Iteration 15Q: 3 clusters Score -4406832 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 13698 members Entering Unmasked Estep Score: -4407228.000000 Penalty: 12243.618164 Iteration 16Q: 3 clusters Score -4407228 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 13881 members Entering Unmasked Estep Score: -4407523.500000 Penalty: 12243.618164 Iteration 17Q: 3 clusters Score -4407524 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -4407700.000000 Penalty: 12243.618164 Iteration 18Q: 3 clusters Score -4407700 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 14122 members Entering Unmasked Estep Score: -4407826.000000 Penalty: 12243.618164 Iteration 19Q: 3 clusters Score -4407826 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -4407911.000000 Penalty: 12243.618164 Iteration 20F: 3 clusters Score -4407911 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 14361 members Entering Unmasked Estep Score: -4407981.500000 Penalty: 12243.618164 Iteration 21Q: 3 clusters Score -4407982 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 14464 members Entering Unmasked Estep Score: -4408037.000000 Penalty: 12243.618164 Iteration 22Q: 3 clusters Score -4408037 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 14551 members Entering Unmasked Estep Score: -4408065.500000 Penalty: 12243.618164 Iteration 23Q: 3 clusters Score -4408066 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 14621 members Entering Unmasked Estep Score: -4408074.000000 Penalty: 12243.618164 Iteration 24Q: 3 clusters Score -4408074 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 14675 members Entering Unmasked Estep Score: -4408101.000000 Penalty: 12243.618164 Iteration 25Q: 3 clusters Score -4408101 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7190 members Mstep: Class 2 contains 14722 members Entering Unmasked Estep Score: -4408117.000000 Penalty: 12243.618164 Iteration 26Q: 3 clusters Score -4408117 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 14754 members Entering Unmasked Estep Score: -4408123.000000 Penalty: 12243.618164 Iteration 27Q: 3 clusters Score -4408123 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -4408139.500000 Penalty: 12243.618164 Iteration 28Q: 3 clusters Score -4408140 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -4408141.500000 Penalty: 12243.618164 Iteration 29Q: 3 clusters Score -4408142 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -4408135.500000 Penalty: 12243.618164 Iteration 30Q: 3 clusters Score -4408136 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 14883 members Entering Unmasked Estep Score: -4408147.000000 Penalty: 12243.618164 Iteration 31Q: 3 clusters Score -4408147 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -4408153.500000 Penalty: 12243.618164 Iteration 32Q: 3 clusters Score -4408154 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 14921 members Entering Unmasked Estep Score: -4408152.500000 Penalty: 12243.618164 Iteration 33Q: 3 clusters Score -4408152 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 14944 members Entering Unmasked Estep Score: -4408167.500000 Penalty: 12243.618164 Iteration 34Q: 3 clusters Score -4408168 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -4408166.000000 Penalty: 12243.618164 Iteration 35Q: 3 clusters Score -4408166 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 14969 members Entering Unmasked Estep Score: -4408166.500000 Penalty: 12243.618164 Iteration 36Q: 3 clusters Score -4408166 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 14974 members Entering Unmasked Estep Score: -4408166.000000 Penalty: 12243.618164 Iteration 37Q: 3 clusters Score -4408166 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 14979 members Entering Unmasked Estep Score: -4408172.000000 Penalty: 12243.618164 Iteration 38Q: 3 clusters Score -4408172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 14986 members Entering Unmasked Estep Score: -4408173.500000 Penalty: 12243.618164 Iteration 39Q: 3 clusters Score -4408174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -4408175.500000 Penalty: 12243.618164 Iteration 40F: 3 clusters Score -4408176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 14990 members Entering Unmasked Estep Score: -4408177.000000 Penalty: 12243.618164 Iteration 41Q: 3 clusters Score -4408177 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 14992 members Entering Unmasked Estep Score: -4408179.000000 Penalty: 12243.618164 Iteration 42Q: 3 clusters Score -4408179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -4408180.500000 Penalty: 12243.618164 Iteration 43Q: 3 clusters Score -4408180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -4408184.000000 Penalty: 12243.618164 Iteration 44Q: 3 clusters Score -4408184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 14996 members Entering Unmasked Estep Score: -4408183.000000 Penalty: 12243.618164 Iteration 45Q: 3 clusters Score -4408183 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -4408178.000000 Penalty: 12243.618164 Iteration 46Q: 3 clusters Score -4408178 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 15006 members Entering Unmasked Estep Score: -4408182.500000 Penalty: 12243.618164 Iteration 47Q: 3 clusters Score -4408182 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -4408178.000000 Penalty: 12243.618164 Iteration 48Q: 3 clusters Score -4408178 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 15023 members Entering Unmasked Estep Score: -4408180.000000 Penalty: 12243.618164 Iteration 49Q: 3 clusters Score -4408180 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 15029 members Entering Unmasked Estep Score: -4408184.000000 Penalty: 12243.618164 Iteration 50Q: 3 clusters Score -4408184 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 15039 members Entering Unmasked Estep Score: -4408181.500000 Penalty: 12243.618164 Iteration 51Q: 3 clusters Score -4408182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 15043 members Entering Unmasked Estep Score: -4408176.500000 Penalty: 12243.618164 Iteration 52Q: 3 clusters Score -4408176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -4408180.500000 Penalty: 12243.618164 Iteration 53Q: 3 clusters Score -4408180 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -4408179.500000 Penalty: 12243.618164 Iteration 54Q: 3 clusters Score -4408180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 15055 members Entering Unmasked Estep Score: -4408177.000000 Penalty: 12243.618164 Iteration 55Q: 3 clusters Score -4408177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 15058 members Entering Unmasked Estep Score: -4408175.500000 Penalty: 12243.618164 Iteration 56Q: 3 clusters Score -4408176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 15059 members Entering Unmasked Estep Score: -4408172.500000 Penalty: 12243.618164 Iteration 57Q: 3 clusters Score -4408172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -4408170.500000 Penalty: 12243.618164 Iteration 58Q: 3 clusters Score -4408170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 15063 members Entering Unmasked Estep Score: -4408171.000000 Penalty: 12243.618164 Iteration 59Q: 3 clusters Score -4408171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -4408175.500000 Penalty: 12243.618164 Iteration 60F: 3 clusters Score -4408176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -4408172.500000 Penalty: 12243.618164 Iteration 61Q: 3 clusters Score -4408172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -4408177.500000 Penalty: 12243.618164 Iteration 62Q: 3 clusters Score -4408178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -4408177.500000 Penalty: 12243.618164 Iteration 63F: 3 clusters Score -4408178 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -69528.367188 Penalty: 3732.311523 Iteration 0F: 2 clusters Score -69528.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -66548.843750 Penalty: 7464.623047 Iteration 0F: 3 clusters Score -66548.84 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -66968.671875 Penalty: 7464.623047 Iteration 1F: 3 clusters Score -66968.67 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -67195.906250 Penalty: 7464.623047 Iteration 2F: 3 clusters Score -67195.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -67310.203125 Penalty: 7464.623047 Iteration 3Q: 3 clusters Score -67310.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -67358.500000 Penalty: 7464.623047 Iteration 4Q: 3 clusters Score -67358.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -67372.859375 Penalty: 7464.623047 Iteration 5Q: 3 clusters Score -67372.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -67372.859375 Penalty: 7464.623047 Iteration 6F: 3 clusters Score -67372.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Entering Unmasked Estep Score: -1862714.375000 Penalty: 5569.130371 Iteration 0F: 2 clusters Score -1862714 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1853252.750000 Penalty: 11138.260742 Iteration 0F: 3 clusters Score -1853253 nChanged 3158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1855112.250000 Penalty: 11138.260742 Iteration 1F: 3 clusters Score -1855112 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1855505.000000 Penalty: 11138.260742 Iteration 2F: 3 clusters Score -1855505 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1855693.250000 Penalty: 11138.260742 Iteration 3Q: 3 clusters Score -1855693 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1855827.125000 Penalty: 11138.260742 Iteration 4Q: 3 clusters Score -1855827 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1855921.250000 Penalty: 11138.260742 Iteration 5Q: 3 clusters Score -1855921 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1856004.625000 Penalty: 11138.260742 Iteration 6Q: 3 clusters Score -1856005 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1856096.625000 Penalty: 11138.260742 Iteration 7Q: 3 clusters Score -1856097 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1856179.875000 Penalty: 11138.260742 Iteration 8Q: 3 clusters Score -1856180 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1856266.250000 Penalty: 11138.260742 Iteration 9Q: 3 clusters Score -1856266 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1856346.500000 Penalty: 11138.260742 Iteration 10Q: 3 clusters Score -1856346 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1856448.875000 Penalty: 11138.260742 Iteration 11Q: 3 clusters Score -1856449 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1856550.625000 Penalty: 11138.260742 Iteration 12Q: 3 clusters Score -1856551 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1856678.375000 Penalty: 11138.260742 Iteration 13Q: 3 clusters Score -1856678 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1856790.875000 Penalty: 11138.260742 Iteration 14Q: 3 clusters Score -1856791 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1856909.625000 Penalty: 11138.260742 Iteration 15Q: 3 clusters Score -1856910 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1857034.250000 Penalty: 11138.260742 Iteration 16Q: 3 clusters Score -1857034 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1857152.875000 Penalty: 11138.260742 Iteration 17Q: 3 clusters Score -1857153 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1857293.375000 Penalty: 11138.260742 Iteration 18Q: 3 clusters Score -1857293 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1857440.750000 Penalty: 11138.260742 Iteration 19Q: 3 clusters Score -1857441 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1857614.750000 Penalty: 11138.260742 Iteration 20F: 3 clusters Score -1857615 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1857790.750000 Penalty: 11138.260742 Iteration 21Q: 3 clusters Score -1857791 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -1857951.875000 Penalty: 11138.260742 Iteration 22Q: 3 clusters Score -1857952 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -1858096.000000 Penalty: 11138.260742 Iteration 23Q: 3 clusters Score -1858096 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1858208.000000 Penalty: 11138.260742 Iteration 24Q: 3 clusters Score -1858208 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1858289.500000 Penalty: 11138.260742 Iteration 25Q: 3 clusters Score -1858290 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1858361.750000 Penalty: 11138.260742 Iteration 26Q: 3 clusters Score -1858362 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1858422.750000 Penalty: 11138.260742 Iteration 27Q: 3 clusters Score -1858423 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1858463.250000 Penalty: 11138.260742 Iteration 28Q: 3 clusters Score -1858463 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1858481.500000 Penalty: 11138.260742 Iteration 29Q: 3 clusters Score -1858482 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1858495.750000 Penalty: 11138.260742 Iteration 30Q: 3 clusters Score -1858496 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1858513.750000 Penalty: 11138.260742 Iteration 31Q: 3 clusters Score -1858514 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1858533.250000 Penalty: 11138.260742 Iteration 32Q: 3 clusters Score -1858533 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1858551.875000 Penalty: 11138.260742 Iteration 33Q: 3 clusters Score -1858552 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -1858565.125000 Penalty: 11138.260742 Iteration 34Q: 3 clusters Score -1858565 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1858583.625000 Penalty: 11138.260742 Iteration 35Q: 3 clusters Score -1858584 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -1858591.375000 Penalty: 11138.260742 Iteration 36Q: 3 clusters Score -1858591 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -1858608.750000 Penalty: 11138.260742 Iteration 37Q: 3 clusters Score -1858609 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1858619.500000 Penalty: 11138.260742 Iteration 38Q: 3 clusters Score -1858620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -1858620.875000 Penalty: 11138.260742 Iteration 39Q: 3 clusters Score -1858621 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1858619.250000 Penalty: 11138.260742 Iteration 40F: 3 clusters Score -1858619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1858625.000000 Penalty: 11138.260742 Iteration 41Q: 3 clusters Score -1858625 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -1858626.250000 Penalty: 11138.260742 Iteration 42Q: 3 clusters Score -1858626 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1858631.500000 Penalty: 11138.260742 Iteration 43Q: 3 clusters Score -1858632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1858628.250000 Penalty: 11138.260742 Iteration 44Q: 3 clusters Score -1858628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1858630.750000 Penalty: 11138.260742 Iteration 45Q: 3 clusters Score -1858631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1858630.750000 Penalty: 11138.260742 Iteration 46F: 3 clusters Score -1858631 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (15904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15904 members Entering Unmasked Estep Score: -3327744.750000 Penalty: 5925.524414 Iteration 0F: 2 clusters Score -3327745 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -3313881.500000 Penalty: 11851.048828 Iteration 0F: 3 clusters Score -3313882 nChanged 6165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -3317044.250000 Penalty: 11851.048828 Iteration 1F: 3 clusters Score -3317044 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -3317737.250000 Penalty: 11851.048828 Iteration 2F: 3 clusters Score -3317737 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -3318395.750000 Penalty: 11851.048828 Iteration 3F: 3 clusters Score -3318396 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8013 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -3318976.750000 Penalty: 11851.048828 Iteration 4Q: 3 clusters Score -3318977 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 8075 members Entering Unmasked Estep Score: -3319493.000000 Penalty: 11851.048828 Iteration 5Q: 3 clusters Score -3319493 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -3319926.250000 Penalty: 11851.048828 Iteration 6Q: 3 clusters Score -3319926 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -3320322.000000 Penalty: 11851.048828 Iteration 7Q: 3 clusters Score -3320322 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -3320710.500000 Penalty: 11851.048828 Iteration 8Q: 3 clusters Score -3320710 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -3321082.750000 Penalty: 11851.048828 Iteration 9Q: 3 clusters Score -3321083 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -3321414.250000 Penalty: 11851.048828 Iteration 10Q: 3 clusters Score -3321414 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -3321725.750000 Penalty: 11851.048828 Iteration 11Q: 3 clusters Score -3321726 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 10580 members Entering Unmasked Estep Score: -3321969.000000 Penalty: 11851.048828 Iteration 12Q: 3 clusters Score -3321969 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 10857 members Entering Unmasked Estep Score: -3322190.250000 Penalty: 11851.048828 Iteration 13Q: 3 clusters Score -3322190 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 11130 members Entering Unmasked Estep Score: -3322386.250000 Penalty: 11851.048828 Iteration 14Q: 3 clusters Score -3322386 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -3322572.750000 Penalty: 11851.048828 Iteration 15Q: 3 clusters Score -3322573 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 11579 members Entering Unmasked Estep Score: -3322688.250000 Penalty: 11851.048828 Iteration 16Q: 3 clusters Score -3322688 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 11749 members Entering Unmasked Estep Score: -3322803.250000 Penalty: 11851.048828 Iteration 17Q: 3 clusters Score -3322803 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -3322880.250000 Penalty: 11851.048828 Iteration 18Q: 3 clusters Score -3322880 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -3322942.500000 Penalty: 11851.048828 Iteration 19Q: 3 clusters Score -3322942 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -3323003.000000 Penalty: 11851.048828 Iteration 20F: 3 clusters Score -3323003 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -3323049.750000 Penalty: 11851.048828 Iteration 21Q: 3 clusters Score -3323050 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -3323079.750000 Penalty: 11851.048828 Iteration 22Q: 3 clusters Score -3323080 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 12363 members Entering Unmasked Estep Score: -3323113.250000 Penalty: 11851.048828 Iteration 23Q: 3 clusters Score -3323113 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -3323143.500000 Penalty: 11851.048828 Iteration 24Q: 3 clusters Score -3323144 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -3323177.750000 Penalty: 11851.048828 Iteration 25Q: 3 clusters Score -3323178 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -3323230.250000 Penalty: 11851.048828 Iteration 26Q: 3 clusters Score -3323230 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -3323274.500000 Penalty: 11851.048828 Iteration 27Q: 3 clusters Score -3323274 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 12751 members Entering Unmasked Estep Score: -3323299.750000 Penalty: 11851.048828 Iteration 28Q: 3 clusters Score -3323300 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -3323340.500000 Penalty: 11851.048828 Iteration 29Q: 3 clusters Score -3323340 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -3323369.750000 Penalty: 11851.048828 Iteration 30Q: 3 clusters Score -3323370 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -3323412.250000 Penalty: 11851.048828 Iteration 31Q: 3 clusters Score -3323412 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -3323428.500000 Penalty: 11851.048828 Iteration 32Q: 3 clusters Score -3323428 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -3323444.750000 Penalty: 11851.048828 Iteration 33Q: 3 clusters Score -3323445 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -3323461.750000 Penalty: 11851.048828 Iteration 34Q: 3 clusters Score -3323462 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -3323470.750000 Penalty: 11851.048828 Iteration 35Q: 3 clusters Score -3323471 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -3323479.500000 Penalty: 11851.048828 Iteration 36Q: 3 clusters Score -3323480 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -3323480.500000 Penalty: 11851.048828 Iteration 37Q: 3 clusters Score -3323480 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 13146 members Entering Unmasked Estep Score: -3323493.000000 Penalty: 11851.048828 Iteration 38Q: 3 clusters Score -3323493 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 13168 members Entering Unmasked Estep Score: -3323500.000000 Penalty: 11851.048828 Iteration 39Q: 3 clusters Score -3323500 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -3323516.500000 Penalty: 11851.048828 Iteration 40F: 3 clusters Score -3323516 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -3323516.000000 Penalty: 11851.048828 Iteration 41Q: 3 clusters Score -3323516 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -3323530.250000 Penalty: 11851.048828 Iteration 42Q: 3 clusters Score -3323530 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -3323538.000000 Penalty: 11851.048828 Iteration 43Q: 3 clusters Score -3323538 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 13291 members Entering Unmasked Estep Score: -3323550.750000 Penalty: 11851.048828 Iteration 44Q: 3 clusters Score -3323551 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -3323557.000000 Penalty: 11851.048828 Iteration 45Q: 3 clusters Score -3323557 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -3323559.000000 Penalty: 11851.048828 Iteration 46Q: 3 clusters Score -3323559 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -3323561.750000 Penalty: 11851.048828 Iteration 47Q: 3 clusters Score -3323562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -3323560.000000 Penalty: 11851.048828 Iteration 48Q: 3 clusters Score -3323560 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 13347 members Entering Unmasked Estep Score: -3323566.750000 Penalty: 11851.048828 Iteration 49Q: 3 clusters Score -3323567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 13355 members Entering Unmasked Estep Score: -3323570.750000 Penalty: 11851.048828 Iteration 50Q: 3 clusters Score -3323571 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 13365 members Entering Unmasked Estep Score: -3323573.750000 Penalty: 11851.048828 Iteration 51Q: 3 clusters Score -3323574 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 13375 members Entering Unmasked Estep Score: -3323578.250000 Penalty: 11851.048828 Iteration 52Q: 3 clusters Score -3323578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -3323578.500000 Penalty: 11851.048828 Iteration 53Q: 3 clusters Score -3323578 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -3323581.000000 Penalty: 11851.048828 Iteration 54Q: 3 clusters Score -3323581 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -3323593.750000 Penalty: 11851.048828 Iteration 55Q: 3 clusters Score -3323594 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 13427 members Entering Unmasked Estep Score: -3323594.500000 Penalty: 11851.048828 Iteration 56Q: 3 clusters Score -3323594 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 13442 members Entering Unmasked Estep Score: -3323587.000000 Penalty: 11851.048828 Iteration 57Q: 3 clusters Score -3323587 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -3323594.000000 Penalty: 11851.048828 Iteration 58Q: 3 clusters Score -3323594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -3323598.750000 Penalty: 11851.048828 Iteration 59Q: 3 clusters Score -3323599 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 13458 members Entering Unmasked Estep Score: -3323594.250000 Penalty: 11851.048828 Iteration 60F: 3 clusters Score -3323594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 13462 members Entering Unmasked Estep Score: -3323594.750000 Penalty: 11851.048828 Iteration 61Q: 3 clusters Score -3323595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 13464 members Entering Unmasked Estep Score: -3323592.500000 Penalty: 11851.048828 Iteration 62Q: 3 clusters Score -3323592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 13466 members Entering Unmasked Estep Score: -3323588.750000 Penalty: 11851.048828 Iteration 63Q: 3 clusters Score -3323589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 13473 members Entering Unmasked Estep Score: -3323598.000000 Penalty: 11851.048828 Iteration 64Q: 3 clusters Score -3323598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 13481 members Entering Unmasked Estep Score: -3323595.250000 Penalty: 11851.048828 Iteration 65Q: 3 clusters Score -3323595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -3323594.250000 Penalty: 11851.048828 Iteration 66Q: 3 clusters Score -3323594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -3323602.750000 Penalty: 11851.048828 Iteration 67Q: 3 clusters Score -3323603 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 13504 members Entering Unmasked Estep Score: -3323606.250000 Penalty: 11851.048828 Iteration 68Q: 3 clusters Score -3323606 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -3323606.500000 Penalty: 11851.048828 Iteration 69Q: 3 clusters Score -3323606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -3323615.500000 Penalty: 11851.048828 Iteration 70Q: 3 clusters Score -3323616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 13521 members Entering Unmasked Estep Score: -3323613.750000 Penalty: 11851.048828 Iteration 71Q: 3 clusters Score -3323614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -3323622.500000 Penalty: 11851.048828 Iteration 72Q: 3 clusters Score -3323622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -3323627.750000 Penalty: 11851.048828 Iteration 73Q: 3 clusters Score -3323628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 13531 members Entering Unmasked Estep Score: -3323635.000000 Penalty: 11851.048828 Iteration 74Q: 3 clusters Score -3323635 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 13534 members Entering Unmasked Estep Score: -3323637.750000 Penalty: 11851.048828 Iteration 75Q: 3 clusters Score -3323638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -3323637.250000 Penalty: 11851.048828 Iteration 76Q: 3 clusters Score -3323637 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -3323639.500000 Penalty: 11851.048828 Iteration 77Q: 3 clusters Score -3323640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -3323634.250000 Penalty: 11851.048828 Iteration 78Q: 3 clusters Score -3323634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 13546 members Entering Unmasked Estep Score: -3323631.250000 Penalty: 11851.048828 Iteration 79Q: 3 clusters Score -3323631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 13548 members Entering Unmasked Estep Score: -3323636.250000 Penalty: 11851.048828 Iteration 80F: 3 clusters Score -3323636 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Entering Unmasked Estep Score: -2272702.500000 Penalty: 5695.296387 Iteration 0F: 2 clusters Score -2272702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -2261885.750000 Penalty: 11390.592773 Iteration 0F: 3 clusters Score -2261886 nChanged 4032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -2264261.750000 Penalty: 11390.592773 Iteration 1F: 3 clusters Score -2264262 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -2264874.000000 Penalty: 11390.592773 Iteration 2F: 3 clusters Score -2264874 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -2265379.250000 Penalty: 11390.592773 Iteration 3F: 3 clusters Score -2265379 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -2265840.000000 Penalty: 11390.592773 Iteration 4F: 3 clusters Score -2265840 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -2266205.000000 Penalty: 11390.592773 Iteration 5Q: 3 clusters Score -2266205 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -2266553.000000 Penalty: 11390.592773 Iteration 6Q: 3 clusters Score -2266553 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -2266832.000000 Penalty: 11390.592773 Iteration 7Q: 3 clusters Score -2266832 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -2267080.750000 Penalty: 11390.592773 Iteration 8Q: 3 clusters Score -2267081 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -2267262.750000 Penalty: 11390.592773 Iteration 9Q: 3 clusters Score -2267263 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -2267423.000000 Penalty: 11390.592773 Iteration 10Q: 3 clusters Score -2267423 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -2267575.750000 Penalty: 11390.592773 Iteration 11Q: 3 clusters Score -2267576 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -2267680.000000 Penalty: 11390.592773 Iteration 12Q: 3 clusters Score -2267680 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -2267787.000000 Penalty: 11390.592773 Iteration 13Q: 3 clusters Score -2267787 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -2267869.000000 Penalty: 11390.592773 Iteration 14Q: 3 clusters Score -2267869 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -2267923.500000 Penalty: 11390.592773 Iteration 15Q: 3 clusters Score -2267924 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -2267984.000000 Penalty: 11390.592773 Iteration 16Q: 3 clusters Score -2267984 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -2268028.500000 Penalty: 11390.592773 Iteration 17Q: 3 clusters Score -2268028 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -2268060.250000 Penalty: 11390.592773 Iteration 18Q: 3 clusters Score -2268060 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -2268090.250000 Penalty: 11390.592773 Iteration 19Q: 3 clusters Score -2268090 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -2268118.500000 Penalty: 11390.592773 Iteration 20F: 3 clusters Score -2268118 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -2268141.250000 Penalty: 11390.592773 Iteration 21Q: 3 clusters Score -2268141 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -2268155.750000 Penalty: 11390.592773 Iteration 22Q: 3 clusters Score -2268156 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -2268166.750000 Penalty: 11390.592773 Iteration 23Q: 3 clusters Score -2268167 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -2268173.750000 Penalty: 11390.592773 Iteration 24Q: 3 clusters Score -2268174 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -2268181.750000 Penalty: 11390.592773 Iteration 25Q: 3 clusters Score -2268182 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -2268186.500000 Penalty: 11390.592773 Iteration 26Q: 3 clusters Score -2268186 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -2268193.750000 Penalty: 11390.592773 Iteration 27Q: 3 clusters Score -2268194 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -2268205.750000 Penalty: 11390.592773 Iteration 28Q: 3 clusters Score -2268206 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -2268213.500000 Penalty: 11390.592773 Iteration 29Q: 3 clusters Score -2268214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -2268213.000000 Penalty: 11390.592773 Iteration 30Q: 3 clusters Score -2268213 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -2268216.250000 Penalty: 11390.592773 Iteration 31Q: 3 clusters Score -2268216 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -2268223.500000 Penalty: 11390.592773 Iteration 32Q: 3 clusters Score -2268224 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -2268226.500000 Penalty: 11390.592773 Iteration 33Q: 3 clusters Score -2268226 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -2268228.750000 Penalty: 11390.592773 Iteration 34Q: 3 clusters Score -2268229 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -2268231.250000 Penalty: 11390.592773 Iteration 35Q: 3 clusters Score -2268231 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -2268236.000000 Penalty: 11390.592773 Iteration 36Q: 3 clusters Score -2268236 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -2268237.250000 Penalty: 11390.592773 Iteration 37Q: 3 clusters Score -2268237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -2268245.500000 Penalty: 11390.592773 Iteration 38Q: 3 clusters Score -2268246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -2268242.250000 Penalty: 11390.592773 Iteration 39Q: 3 clusters Score -2268242 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -2268245.250000 Penalty: 11390.592773 Iteration 40F: 3 clusters Score -2268245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -2268245.750000 Penalty: 11390.592773 Iteration 41Q: 3 clusters Score -2268246 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -2268245.500000 Penalty: 11390.592773 Iteration 42Q: 3 clusters Score -2268246 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -2268248.000000 Penalty: 11390.592773 Iteration 43Q: 3 clusters Score -2268248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -2268245.000000 Penalty: 11390.592773 Iteration 44Q: 3 clusters Score -2268245 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -2268255.750000 Penalty: 11390.592773 Iteration 45Q: 3 clusters Score -2268256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -2268256.000000 Penalty: 11390.592773 Iteration 46Q: 3 clusters Score -2268256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -2268254.750000 Penalty: 11390.592773 Iteration 47Q: 3 clusters Score -2268255 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -2268258.250000 Penalty: 11390.592773 Iteration 48Q: 3 clusters Score -2268258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -2268258.250000 Penalty: 11390.592773 Iteration 49Q: 3 clusters Score -2268258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -2268258.500000 Penalty: 11390.592773 Iteration 50Q: 3 clusters Score -2268258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -2268260.250000 Penalty: 11390.592773 Iteration 51Q: 3 clusters Score -2268260 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -2268264.500000 Penalty: 11390.592773 Iteration 52Q: 3 clusters Score -2268264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -2268266.500000 Penalty: 11390.592773 Iteration 53Q: 3 clusters Score -2268266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -2268266.750000 Penalty: 11390.592773 Iteration 54Q: 3 clusters Score -2268267 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -2268275.000000 Penalty: 11390.592773 Iteration 55Q: 3 clusters Score -2268275 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -2268272.500000 Penalty: 11390.592773 Iteration 56Q: 3 clusters Score -2268272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -2268273.250000 Penalty: 11390.592773 Iteration 57Q: 3 clusters Score -2268273 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -2268274.750000 Penalty: 11390.592773 Iteration 58Q: 3 clusters Score -2268275 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -2268275.500000 Penalty: 11390.592773 Iteration 59Q: 3 clusters Score -2268276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -2268278.500000 Penalty: 11390.592773 Iteration 60F: 3 clusters Score -2268278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -2268273.250000 Penalty: 11390.592773 Iteration 61Q: 3 clusters Score -2268273 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -2268278.000000 Penalty: 11390.592773 Iteration 62Q: 3 clusters Score -2268278 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -2268271.250000 Penalty: 11390.592773 Iteration 63Q: 3 clusters Score -2268271 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -2268281.500000 Penalty: 11390.592773 Iteration 64Q: 3 clusters Score -2268282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -2268278.750000 Penalty: 11390.592773 Iteration 65Q: 3 clusters Score -2268279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -2268278.750000 Penalty: 11390.592773 Iteration 66F: 3 clusters Score -2268279 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (22519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22519 members Entering Unmasked Estep Score: -4761719.000000 Penalty: 6138.545410 Iteration 0F: 2 clusters Score -4761719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -4743649.500000 Penalty: 12277.090820 Iteration 0F: 3 clusters Score -4743650 nChanged 9150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -4748419.000000 Penalty: 12277.090820 Iteration 1F: 3 clusters Score -4748419 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -4749010.500000 Penalty: 12277.090820 Iteration 2F: 3 clusters Score -4749010 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 11283 members Entering Unmasked Estep Score: -4749439.500000 Penalty: 12277.090820 Iteration 3Q: 3 clusters Score -4749440 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 11310 members Entering Unmasked Estep Score: -4749754.000000 Penalty: 12277.090820 Iteration 4Q: 3 clusters Score -4749754 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -4750013.000000 Penalty: 12277.090820 Iteration 5Q: 3 clusters Score -4750013 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 11416 members Entering Unmasked Estep Score: -4750229.500000 Penalty: 12277.090820 Iteration 6Q: 3 clusters Score -4750230 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 11478 members Entering Unmasked Estep Score: -4750373.000000 Penalty: 12277.090820 Iteration 7Q: 3 clusters Score -4750373 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -4750513.500000 Penalty: 12277.090820 Iteration 8Q: 3 clusters Score -4750514 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10885 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -4750633.000000 Penalty: 12277.090820 Iteration 9Q: 3 clusters Score -4750633 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10819 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -4750752.500000 Penalty: 12277.090820 Iteration 10Q: 3 clusters Score -4750752 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -4750881.500000 Penalty: 12277.090820 Iteration 11Q: 3 clusters Score -4750882 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -4750996.500000 Penalty: 12277.090820 Iteration 12Q: 3 clusters Score -4750996 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -4751095.000000 Penalty: 12277.090820 Iteration 13Q: 3 clusters Score -4751095 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 12067 members Entering Unmasked Estep Score: -4751231.500000 Penalty: 12277.090820 Iteration 14Q: 3 clusters Score -4751232 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -4751352.500000 Penalty: 12277.090820 Iteration 15Q: 3 clusters Score -4751352 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 12399 members Entering Unmasked Estep Score: -4751503.000000 Penalty: 12277.090820 Iteration 16Q: 3 clusters Score -4751503 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9886 members Mstep: Class 2 contains 12633 members Entering Unmasked Estep Score: -4751639.500000 Penalty: 12277.090820 Iteration 17Q: 3 clusters Score -4751640 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -4751764.000000 Penalty: 12277.090820 Iteration 18Q: 3 clusters Score -4751764 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 13093 members Entering Unmasked Estep Score: -4751932.000000 Penalty: 12277.090820 Iteration 19Q: 3 clusters Score -4751932 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -4752083.000000 Penalty: 12277.090820 Iteration 20F: 3 clusters Score -4752083 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8849 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -4752293.000000 Penalty: 12277.090820 Iteration 21Q: 3 clusters Score -4752293 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -4752489.500000 Penalty: 12277.090820 Iteration 22Q: 3 clusters Score -4752490 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 14381 members Entering Unmasked Estep Score: -4752698.500000 Penalty: 12277.090820 Iteration 23Q: 3 clusters Score -4752698 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 14754 members Entering Unmasked Estep Score: -4752899.500000 Penalty: 12277.090820 Iteration 24Q: 3 clusters Score -4752900 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 15146 members Entering Unmasked Estep Score: -4753132.500000 Penalty: 12277.090820 Iteration 25Q: 3 clusters Score -4753132 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -4753384.000000 Penalty: 12277.090820 Iteration 26Q: 3 clusters Score -4753384 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 16023 members Entering Unmasked Estep Score: -4753664.500000 Penalty: 12277.090820 Iteration 27Q: 3 clusters Score -4753664 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 16511 members Entering Unmasked Estep Score: -4753989.000000 Penalty: 12277.090820 Iteration 28Q: 3 clusters Score -4753989 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 16972 members Entering Unmasked Estep Score: -4754267.000000 Penalty: 12277.090820 Iteration 29Q: 3 clusters Score -4754267 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 17393 members Entering Unmasked Estep Score: -4754523.000000 Penalty: 12277.090820 Iteration 30Q: 3 clusters Score -4754523 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 17795 members Entering Unmasked Estep Score: -4754750.500000 Penalty: 12277.090820 Iteration 31Q: 3 clusters Score -4754750 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 18152 members Entering Unmasked Estep Score: -4754973.500000 Penalty: 12277.090820 Iteration 32Q: 3 clusters Score -4754974 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 18478 members Entering Unmasked Estep Score: -4755170.500000 Penalty: 12277.090820 Iteration 33Q: 3 clusters Score -4755170 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 18775 members Entering Unmasked Estep Score: -4755336.500000 Penalty: 12277.090820 Iteration 34Q: 3 clusters Score -4755336 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 19012 members Entering Unmasked Estep Score: -4755464.000000 Penalty: 12277.090820 Iteration 35Q: 3 clusters Score -4755464 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 19220 members Entering Unmasked Estep Score: -4755575.000000 Penalty: 12277.090820 Iteration 36Q: 3 clusters Score -4755575 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 19392 members Entering Unmasked Estep Score: -4755675.500000 Penalty: 12277.090820 Iteration 37Q: 3 clusters Score -4755676 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 19527 members Entering Unmasked Estep Score: -4755746.500000 Penalty: 12277.090820 Iteration 38Q: 3 clusters Score -4755746 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 19627 members Entering Unmasked Estep Score: -4755778.000000 Penalty: 12277.090820 Iteration 39Q: 3 clusters Score -4755778 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 19722 members Entering Unmasked Estep Score: -4755813.000000 Penalty: 12277.090820 Iteration 40F: 3 clusters Score -4755813 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 19812 members Entering Unmasked Estep Score: -4755851.500000 Penalty: 12277.090820 Iteration 41Q: 3 clusters Score -4755852 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 19896 members Entering Unmasked Estep Score: -4755896.000000 Penalty: 12277.090820 Iteration 42Q: 3 clusters Score -4755896 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 19965 members Entering Unmasked Estep Score: -4755929.500000 Penalty: 12277.090820 Iteration 43Q: 3 clusters Score -4755930 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -4755957.500000 Penalty: 12277.090820 Iteration 44Q: 3 clusters Score -4755958 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 20103 members Entering Unmasked Estep Score: -4755992.500000 Penalty: 12277.090820 Iteration 45Q: 3 clusters Score -4755992 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 20167 members Entering Unmasked Estep Score: -4756017.000000 Penalty: 12277.090820 Iteration 46Q: 3 clusters Score -4756017 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 20215 members Entering Unmasked Estep Score: -4756036.500000 Penalty: 12277.090820 Iteration 47Q: 3 clusters Score -4756036 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 20254 members Entering Unmasked Estep Score: -4756060.000000 Penalty: 12277.090820 Iteration 48Q: 3 clusters Score -4756060 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 20285 members Entering Unmasked Estep Score: -4756068.500000 Penalty: 12277.090820 Iteration 49Q: 3 clusters Score -4756068 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 20302 members Entering Unmasked Estep Score: -4756070.000000 Penalty: 12277.090820 Iteration 50Q: 3 clusters Score -4756070 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 20330 members Entering Unmasked Estep Score: -4756098.000000 Penalty: 12277.090820 Iteration 51Q: 3 clusters Score -4756098 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 20357 members Entering Unmasked Estep Score: -4756091.500000 Penalty: 12277.090820 Iteration 52Q: 3 clusters Score -4756092 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 20386 members Entering Unmasked Estep Score: -4756114.500000 Penalty: 12277.090820 Iteration 53Q: 3 clusters Score -4756114 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 20408 members Entering Unmasked Estep Score: -4756123.000000 Penalty: 12277.090820 Iteration 54Q: 3 clusters Score -4756123 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -4756139.000000 Penalty: 12277.090820 Iteration 55Q: 3 clusters Score -4756139 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 20453 members Entering Unmasked Estep Score: -4756150.000000 Penalty: 12277.090820 Iteration 56Q: 3 clusters Score -4756150 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 20463 members Entering Unmasked Estep Score: -4756152.000000 Penalty: 12277.090820 Iteration 57Q: 3 clusters Score -4756152 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 20476 members Entering Unmasked Estep Score: -4756155.000000 Penalty: 12277.090820 Iteration 58Q: 3 clusters Score -4756155 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 20495 members Entering Unmasked Estep Score: -4756168.000000 Penalty: 12277.090820 Iteration 59Q: 3 clusters Score -4756168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 20507 members Entering Unmasked Estep Score: -4756177.500000 Penalty: 12277.090820 Iteration 60F: 3 clusters Score -4756178 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 20511 members Entering Unmasked Estep Score: -4756182.500000 Penalty: 12277.090820 Iteration 61Q: 3 clusters Score -4756182 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 20518 members Entering Unmasked Estep Score: -4756187.500000 Penalty: 12277.090820 Iteration 62Q: 3 clusters Score -4756188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 20525 members Entering Unmasked Estep Score: -4756194.000000 Penalty: 12277.090820 Iteration 63Q: 3 clusters Score -4756194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 20528 members Entering Unmasked Estep Score: -4756197.500000 Penalty: 12277.090820 Iteration 64Q: 3 clusters Score -4756198 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 20534 members Entering Unmasked Estep Score: -4756193.500000 Penalty: 12277.090820 Iteration 65Q: 3 clusters Score -4756194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 20540 members Entering Unmasked Estep Score: -4756200.500000 Penalty: 12277.090820 Iteration 66Q: 3 clusters Score -4756200 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 20547 members Entering Unmasked Estep Score: -4756200.000000 Penalty: 12277.090820 Iteration 67Q: 3 clusters Score -4756200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 20553 members Entering Unmasked Estep Score: -4756205.000000 Penalty: 12277.090820 Iteration 68Q: 3 clusters Score -4756205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 20557 members Entering Unmasked Estep Score: -4756204.500000 Penalty: 12277.090820 Iteration 69Q: 3 clusters Score -4756204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 20557 members Entering Unmasked Estep Score: -4756204.500000 Penalty: 12277.090820 Iteration 70F: 3 clusters Score -4756204 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (54979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54979 members Entering Unmasked Estep Score: -11671083.000000 Penalty: 6685.257324 Iteration 0F: 2 clusters Score -1.167108e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27565 members Mstep: Class 2 contains 27414 members Entering Unmasked Estep Score: -11632123.000000 Penalty: 13370.514648 Iteration 0F: 3 clusters Score -1.163212e+07 nChanged 24373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27692 members Mstep: Class 2 contains 27287 members Entering Unmasked Estep Score: -11645195.000000 Penalty: 13370.514648 Iteration 1F: 3 clusters Score -1.16452e+07 nChanged 2738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27702 members Mstep: Class 2 contains 27277 members Entering Unmasked Estep Score: -11646078.000000 Penalty: 13370.514648 Iteration 2Q: 3 clusters Score -1.164608e+07 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27706 members Mstep: Class 2 contains 27273 members Entering Unmasked Estep Score: -11646751.000000 Penalty: 13370.514648 Iteration 3Q: 3 clusters Score -1.164675e+07 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27694 members Mstep: Class 2 contains 27285 members Entering Unmasked Estep Score: -11647405.000000 Penalty: 13370.514648 Iteration 4Q: 3 clusters Score -1.16474e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27633 members Mstep: Class 2 contains 27346 members Entering Unmasked Estep Score: -11647998.000000 Penalty: 13370.514648 Iteration 5Q: 3 clusters Score -1.1648e+07 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27529 members Mstep: Class 2 contains 27450 members Entering Unmasked Estep Score: -11648623.000000 Penalty: 13370.514648 Iteration 6Q: 3 clusters Score -1.164862e+07 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27334 members Mstep: Class 2 contains 27645 members Entering Unmasked Estep Score: -11649349.000000 Penalty: 13370.514648 Iteration 7Q: 3 clusters Score -1.164935e+07 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27038 members Mstep: Class 2 contains 27941 members Entering Unmasked Estep Score: -11650182.000000 Penalty: 13370.514648 Iteration 8Q: 3 clusters Score -1.165018e+07 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26681 members Mstep: Class 2 contains 28298 members Entering Unmasked Estep Score: -11651273.000000 Penalty: 13370.514648 Iteration 9Q: 3 clusters Score -1.165127e+07 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26233 members Mstep: Class 2 contains 28746 members Entering Unmasked Estep Score: -11652496.000000 Penalty: 13370.514648 Iteration 10Q: 3 clusters Score -1.16525e+07 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25758 members Mstep: Class 2 contains 29221 members Entering Unmasked Estep Score: -11653710.000000 Penalty: 13370.514648 Iteration 11Q: 3 clusters Score -1.165371e+07 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25209 members Mstep: Class 2 contains 29770 members Entering Unmasked Estep Score: -11654870.000000 Penalty: 13370.514648 Iteration 12Q: 3 clusters Score -1.165487e+07 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24651 members Mstep: Class 2 contains 30328 members Entering Unmasked Estep Score: -11655820.000000 Penalty: 13370.514648 Iteration 13Q: 3 clusters Score -1.165582e+07 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24117 members Mstep: Class 2 contains 30862 members Entering Unmasked Estep Score: -11656467.000000 Penalty: 13370.514648 Iteration 14Q: 3 clusters Score -1.165647e+07 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23563 members Mstep: Class 2 contains 31416 members Entering Unmasked Estep Score: -11657021.000000 Penalty: 13370.514648 Iteration 15Q: 3 clusters Score -1.165702e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23033 members Mstep: Class 2 contains 31946 members Entering Unmasked Estep Score: -11657300.000000 Penalty: 13370.514648 Iteration 16Q: 3 clusters Score -1.16573e+07 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22436 members Mstep: Class 2 contains 32543 members Entering Unmasked Estep Score: -11657552.000000 Penalty: 13370.514648 Iteration 17Q: 3 clusters Score -1.165755e+07 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21851 members Mstep: Class 2 contains 33128 members Entering Unmasked Estep Score: -11657754.000000 Penalty: 13370.514648 Iteration 18Q: 3 clusters Score -1.165775e+07 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21291 members Mstep: Class 2 contains 33688 members Entering Unmasked Estep Score: -11657934.000000 Penalty: 13370.514648 Iteration 19Q: 3 clusters Score -1.165793e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Mstep: Class 2 contains 34235 members Entering Unmasked Estep Score: -11658091.000000 Penalty: 13370.514648 Iteration 20F: 3 clusters Score -1.165809e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20137 members Mstep: Class 2 contains 34842 members Entering Unmasked Estep Score: -11658235.000000 Penalty: 13370.514648 Iteration 21Q: 3 clusters Score -1.165824e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19467 members Mstep: Class 2 contains 35512 members Entering Unmasked Estep Score: -11658439.000000 Penalty: 13370.514648 Iteration 22Q: 3 clusters Score -1.165844e+07 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18784 members Mstep: Class 2 contains 36195 members Entering Unmasked Estep Score: -11658601.000000 Penalty: 13370.514648 Iteration 23Q: 3 clusters Score -1.16586e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18048 members Mstep: Class 2 contains 36931 members Entering Unmasked Estep Score: -11658864.000000 Penalty: 13370.514648 Iteration 24Q: 3 clusters Score -1.165886e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17245 members Mstep: Class 2 contains 37734 members Entering Unmasked Estep Score: -11659050.000000 Penalty: 13370.514648 Iteration 25Q: 3 clusters Score -1.165905e+07 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16376 members Mstep: Class 2 contains 38603 members Entering Unmasked Estep Score: -11659366.000000 Penalty: 13370.514648 Iteration 26Q: 3 clusters Score -1.165937e+07 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15453 members Mstep: Class 2 contains 39526 members Entering Unmasked Estep Score: -11659708.000000 Penalty: 13370.514648 Iteration 27Q: 3 clusters Score -1.165971e+07 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 40520 members Entering Unmasked Estep Score: -11660192.000000 Penalty: 13370.514648 Iteration 28Q: 3 clusters Score -1.166019e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13421 members Mstep: Class 2 contains 41558 members Entering Unmasked Estep Score: -11660647.000000 Penalty: 13370.514648 Iteration 29Q: 3 clusters Score -1.166065e+07 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 42625 members Entering Unmasked Estep Score: -11661147.000000 Penalty: 13370.514648 Iteration 30Q: 3 clusters Score -1.166115e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11340 members Mstep: Class 2 contains 43639 members Entering Unmasked Estep Score: -11661681.000000 Penalty: 13370.514648 Iteration 31Q: 3 clusters Score -1.166168e+07 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 44645 members Entering Unmasked Estep Score: -11662178.000000 Penalty: 13370.514648 Iteration 32Q: 3 clusters Score -1.166218e+07 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 45578 members Entering Unmasked Estep Score: -11662652.000000 Penalty: 13370.514648 Iteration 33Q: 3 clusters Score -1.166265e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 46391 members Entering Unmasked Estep Score: -11663042.000000 Penalty: 13370.514648 Iteration 34Q: 3 clusters Score -1.166304e+07 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 47102 members Entering Unmasked Estep Score: -11663388.000000 Penalty: 13370.514648 Iteration 35Q: 3 clusters Score -1.166339e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 47699 members Entering Unmasked Estep Score: -11663598.000000 Penalty: 13370.514648 Iteration 36Q: 3 clusters Score -1.16636e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 48219 members Entering Unmasked Estep Score: -11663784.000000 Penalty: 13370.514648 Iteration 37Q: 3 clusters Score -1.166378e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 48666 members Entering Unmasked Estep Score: -11663996.000000 Penalty: 13370.514648 Iteration 38Q: 3 clusters Score -1.1664e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 49078 members Entering Unmasked Estep Score: -11664144.000000 Penalty: 13370.514648 Iteration 39Q: 3 clusters Score -1.166414e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 49425 members Entering Unmasked Estep Score: -11664305.000000 Penalty: 13370.514648 Iteration 40F: 3 clusters Score -1.16643e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 49746 members Entering Unmasked Estep Score: -11664419.000000 Penalty: 13370.514648 Iteration 41Q: 3 clusters Score -1.166442e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 50019 members Entering Unmasked Estep Score: -11664527.000000 Penalty: 13370.514648 Iteration 42Q: 3 clusters Score -1.166453e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 50270 members Entering Unmasked Estep Score: -11664635.000000 Penalty: 13370.514648 Iteration 43Q: 3 clusters Score -1.166464e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 50507 members Entering Unmasked Estep Score: -11664716.000000 Penalty: 13370.514648 Iteration 44Q: 3 clusters Score -1.166472e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 50726 members Entering Unmasked Estep Score: -11664802.000000 Penalty: 13370.514648 Iteration 45Q: 3 clusters Score -1.16648e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 50927 members Entering Unmasked Estep Score: -11664875.000000 Penalty: 13370.514648 Iteration 46Q: 3 clusters Score -1.166488e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 51091 members Entering Unmasked Estep Score: -11664906.000000 Penalty: 13370.514648 Iteration 47Q: 3 clusters Score -1.166491e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 51241 members Entering Unmasked Estep Score: -11664987.000000 Penalty: 13370.514648 Iteration 48Q: 3 clusters Score -1.166499e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 51370 members Entering Unmasked Estep Score: -11665031.000000 Penalty: 13370.514648 Iteration 49Q: 3 clusters Score -1.166503e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 51487 members Entering Unmasked Estep Score: -11665024.000000 Penalty: 13370.514648 Iteration 50Q: 3 clusters Score -1.166502e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 51598 members Entering Unmasked Estep Score: -11665077.000000 Penalty: 13370.514648 Iteration 51Q: 3 clusters Score -1.166508e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 51718 members Entering Unmasked Estep Score: -11665125.000000 Penalty: 13370.514648 Iteration 52Q: 3 clusters Score -1.166512e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 51817 members Entering Unmasked Estep Score: -11665170.000000 Penalty: 13370.514648 Iteration 53Q: 3 clusters Score -1.166517e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 51898 members Entering Unmasked Estep Score: -11665188.000000 Penalty: 13370.514648 Iteration 54Q: 3 clusters Score -1.166519e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 51972 members Entering Unmasked Estep Score: -11665216.000000 Penalty: 13370.514648 Iteration 55Q: 3 clusters Score -1.166522e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 52052 members Entering Unmasked Estep Score: -11665241.000000 Penalty: 13370.514648 Iteration 56Q: 3 clusters Score -1.166524e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 52121 members Entering Unmasked Estep Score: -11665267.000000 Penalty: 13370.514648 Iteration 57Q: 3 clusters Score -1.166527e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 52172 members Entering Unmasked Estep Score: -11665276.000000 Penalty: 13370.514648 Iteration 58Q: 3 clusters Score -1.166528e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 52230 members Entering Unmasked Estep Score: -11665294.000000 Penalty: 13370.514648 Iteration 59Q: 3 clusters Score -1.166529e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 52274 members Entering Unmasked Estep Score: -11665311.000000 Penalty: 13370.514648 Iteration 60F: 3 clusters Score -1.166531e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 52315 members Entering Unmasked Estep Score: -11665318.000000 Penalty: 13370.514648 Iteration 61Q: 3 clusters Score -1.166532e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 52347 members Entering Unmasked Estep Score: -11665348.000000 Penalty: 13370.514648 Iteration 62Q: 3 clusters Score -1.166535e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 52376 members Entering Unmasked Estep Score: -11665369.000000 Penalty: 13370.514648 Iteration 63Q: 3 clusters Score -1.166537e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 52402 members Entering Unmasked Estep Score: -11665382.000000 Penalty: 13370.514648 Iteration 64Q: 3 clusters Score -1.166538e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 52418 members Entering Unmasked Estep Score: -11665386.000000 Penalty: 13370.514648 Iteration 65Q: 3 clusters Score -1.166539e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 52439 members Entering Unmasked Estep Score: -11665391.000000 Penalty: 13370.514648 Iteration 66Q: 3 clusters Score -1.166539e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 52454 members Entering Unmasked Estep Score: -11665409.000000 Penalty: 13370.514648 Iteration 67Q: 3 clusters Score -1.166541e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 52465 members Entering Unmasked Estep Score: -11665419.000000 Penalty: 13370.514648 Iteration 68Q: 3 clusters Score -1.166542e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 52475 members Entering Unmasked Estep Score: -11665431.000000 Penalty: 13370.514648 Iteration 69Q: 3 clusters Score -1.166543e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 52485 members Entering Unmasked Estep Score: -11665443.000000 Penalty: 13370.514648 Iteration 70Q: 3 clusters Score -1.166544e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 52498 members Entering Unmasked Estep Score: -11665467.000000 Penalty: 13370.514648 Iteration 71Q: 3 clusters Score -1.166547e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 52506 members Entering Unmasked Estep Score: -11665464.000000 Penalty: 13370.514648 Iteration 72Q: 3 clusters Score -1.166546e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 52515 members Entering Unmasked Estep Score: -11665474.000000 Penalty: 13370.514648 Iteration 73Q: 3 clusters Score -1.166547e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 52526 members Entering Unmasked Estep Score: -11665464.000000 Penalty: 13370.514648 Iteration 74Q: 3 clusters Score -1.166546e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 52536 members Entering Unmasked Estep Score: -11665492.000000 Penalty: 13370.514648 Iteration 75Q: 3 clusters Score -1.166549e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 52545 members Entering Unmasked Estep Score: -11665475.000000 Penalty: 13370.514648 Iteration 76Q: 3 clusters Score -1.166548e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 52554 members Entering Unmasked Estep Score: -11665493.000000 Penalty: 13370.514648 Iteration 77Q: 3 clusters Score -1.166549e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 52565 members Entering Unmasked Estep Score: -11665502.000000 Penalty: 13370.514648 Iteration 78Q: 3 clusters Score -1.16655e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 52573 members Entering Unmasked Estep Score: -11665494.000000 Penalty: 13370.514648 Iteration 79Q: 3 clusters Score -1.166549e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 52578 members Entering Unmasked Estep Score: -11665491.000000 Penalty: 13370.514648 Iteration 80F: 3 clusters Score -1.166549e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 52584 members Entering Unmasked Estep Score: -11665490.000000 Penalty: 13370.514648 Iteration 81Q: 3 clusters Score -1.166549e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 52589 members Entering Unmasked Estep Score: -11665489.000000 Penalty: 13370.514648 Iteration 82Q: 3 clusters Score -1.166549e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 52594 members Entering Unmasked Estep Score: -11665499.000000 Penalty: 13370.514648 Iteration 83Q: 3 clusters Score -1.16655e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 52598 members Entering Unmasked Estep Score: -11665489.000000 Penalty: 13370.514648 Iteration 84Q: 3 clusters Score -1.166549e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 52601 members Entering Unmasked Estep Score: -11665501.000000 Penalty: 13370.514648 Iteration 85Q: 3 clusters Score -1.16655e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 52605 members Entering Unmasked Estep Score: -11665501.000000 Penalty: 13370.514648 Iteration 86Q: 3 clusters Score -1.16655e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 52609 members Entering Unmasked Estep Score: -11665492.000000 Penalty: 13370.514648 Iteration 87Q: 3 clusters Score -1.166549e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 52615 members Entering Unmasked Estep Score: -11665492.000000 Penalty: 13370.514648 Iteration 88Q: 3 clusters Score -1.166549e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 52616 members Entering Unmasked Estep Score: -11665499.000000 Penalty: 13370.514648 Iteration 89Q: 3 clusters Score -1.16655e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 52619 members Entering Unmasked Estep Score: -11665500.000000 Penalty: 13370.514648 Iteration 90Q: 3 clusters Score -1.16655e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 52622 members Entering Unmasked Estep Score: -11665487.000000 Penalty: 13370.514648 Iteration 91Q: 3 clusters Score -1.166549e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 52626 members Entering Unmasked Estep Score: -11665479.000000 Penalty: 13370.514648 Iteration 92Q: 3 clusters Score -1.166548e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 52630 members Entering Unmasked Estep Score: -11665482.000000 Penalty: 13370.514648 Iteration 93Q: 3 clusters Score -1.166548e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 52636 members Entering Unmasked Estep Score: -11665496.000000 Penalty: 13370.514648 Iteration 94Q: 3 clusters Score -1.16655e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 52638 members Entering Unmasked Estep Score: -11665497.000000 Penalty: 13370.514648 Iteration 95Q: 3 clusters Score -1.16655e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 52640 members Entering Unmasked Estep Score: -11665495.000000 Penalty: 13370.514648 Iteration 96Q: 3 clusters Score -1.16655e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 52642 members Entering Unmasked Estep Score: -11665482.000000 Penalty: 13370.514648 Iteration 97Q: 3 clusters Score -1.166548e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 52642 members Entering Unmasked Estep Score: -11665482.000000 Penalty: 13370.514648 Iteration 98F: 3 clusters Score -1.166548e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (174017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174017 members Entering Unmasked Estep Score: -36770204.000000 Penalty: 7390.980957 Iteration 0F: 2 clusters Score -3.67702e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87503 members Mstep: Class 2 contains 86514 members Entering Unmasked Estep Score: -36653360.000000 Penalty: 14781.961914 Iteration 0F: 3 clusters Score -3.665336e+07 nChanged 81078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92337 members Mstep: Class 2 contains 81680 members Entering Unmasked Estep Score: -36699232.000000 Penalty: 14781.961914 Iteration 1F: 3 clusters Score -3.669923e+07 nChanged 6409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95448 members Mstep: Class 2 contains 78569 members Entering Unmasked Estep Score: -36700992.000000 Penalty: 14781.961914 Iteration 2Q: 3 clusters Score -3.670099e+07 nChanged 6679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100081 members Mstep: Class 2 contains 73936 members Entering Unmasked Estep Score: -36703336.000000 Penalty: 14781.961914 Iteration 3Q: 3 clusters Score -3.670334e+07 nChanged 7945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106844 members Mstep: Class 2 contains 67173 members Entering Unmasked Estep Score: -36706776.000000 Penalty: 14781.961914 Iteration 4Q: 3 clusters Score -3.670678e+07 nChanged 9990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116306 members Mstep: Class 2 contains 57711 members Entering Unmasked Estep Score: -36712308.000000 Penalty: 14781.961914 Iteration 5F: 3 clusters Score -3.671231e+07 nChanged 12847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128933 members Mstep: Class 2 contains 45084 members Entering Unmasked Estep Score: -36721852.000000 Penalty: 14781.961914 Iteration 6F: 3 clusters Score -3.672185e+07 nChanged 14817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143694 members Mstep: Class 2 contains 30323 members Entering Unmasked Estep Score: -36734996.000000 Penalty: 14781.961914 Iteration 7F: 3 clusters Score -3.6735e+07 nChanged 13788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157466 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -36748204.000000 Penalty: 14781.961914 Iteration 8F: 3 clusters Score -3.67482e+07 nChanged 9272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166732 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -36757176.000000 Penalty: 14781.961914 Iteration 9F: 3 clusters Score -3.675718e+07 nChanged 4429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171151 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -36761412.000000 Penalty: 14781.961914 Iteration 10Q: 3 clusters Score -3.676141e+07 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172691 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -36762792.000000 Penalty: 14781.961914 Iteration 11Q: 3 clusters Score -3.676279e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173121 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -36763264.000000 Penalty: 14781.961914 Iteration 12Q: 3 clusters Score -3.676326e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173271 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -36763424.000000 Penalty: 14781.961914 Iteration 13Q: 3 clusters Score -3.676342e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173339 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -36763540.000000 Penalty: 14781.961914 Iteration 14Q: 3 clusters Score -3.676354e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173374 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -36763600.000000 Penalty: 14781.961914 Iteration 15Q: 3 clusters Score -3.67636e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173395 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -36763640.000000 Penalty: 14781.961914 Iteration 16Q: 3 clusters Score -3.676364e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173421 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -36763704.000000 Penalty: 14781.961914 Iteration 17Q: 3 clusters Score -3.67637e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173442 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -36763732.000000 Penalty: 14781.961914 Iteration 18Q: 3 clusters Score -3.676373e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173449 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -36763756.000000 Penalty: 14781.961914 Iteration 19Q: 3 clusters Score -3.676376e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173457 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -36763768.000000 Penalty: 14781.961914 Iteration 20F: 3 clusters Score -3.676377e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173460 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -36763788.000000 Penalty: 14781.961914 Iteration 21Q: 3 clusters Score -3.676379e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173462 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -36763824.000000 Penalty: 14781.961914 Iteration 22Q: 3 clusters Score -3.676382e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173466 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -36763824.000000 Penalty: 14781.961914 Iteration 23Q: 3 clusters Score -3.676382e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173466 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -36763824.000000 Penalty: 14781.961914 Iteration 24Q: 3 clusters Score -3.676382e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173466 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -36763824.000000 Penalty: 14781.961914 Iteration 25F: 3 clusters Score -3.676382e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Entering Unmasked Estep Score: -143357.765625 Penalty: 4096.617188 Iteration 0F: 2 clusters Score -143357.8 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 409 members Entering Unmasked Estep Score: -139520.250000 Penalty: 8193.234375 Iteration 0F: 3 clusters Score -139520.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -139933.593750 Penalty: 8193.234375 Iteration 1F: 3 clusters Score -139933.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -140210.406250 Penalty: 8193.234375 Iteration 2F: 3 clusters Score -140210.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -140431.312500 Penalty: 8193.234375 Iteration 3Q: 3 clusters Score -140431.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -140612.984375 Penalty: 8193.234375 Iteration 4Q: 3 clusters Score -140613 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -140717.750000 Penalty: 8193.234375 Iteration 5Q: 3 clusters Score -140717.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -140810.671875 Penalty: 8193.234375 Iteration 6Q: 3 clusters Score -140810.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -140878.687500 Penalty: 8193.234375 Iteration 7Q: 3 clusters Score -140878.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -140922.203125 Penalty: 8193.234375 Iteration 8Q: 3 clusters Score -140922.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -140955.781250 Penalty: 8193.234375 Iteration 9Q: 3 clusters Score -140955.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -140982.000000 Penalty: 8193.234375 Iteration 10Q: 3 clusters Score -140982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -141015.437500 Penalty: 8193.234375 Iteration 11Q: 3 clusters Score -141015.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -141035.156250 Penalty: 8193.234375 Iteration 12Q: 3 clusters Score -141035.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -141046.843750 Penalty: 8193.234375 Iteration 13Q: 3 clusters Score -141046.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -141054.500000 Penalty: 8193.234375 Iteration 14Q: 3 clusters Score -141054.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -141061.578125 Penalty: 8193.234375 Iteration 15Q: 3 clusters Score -141061.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -141066.078125 Penalty: 8193.234375 Iteration 16Q: 3 clusters Score -141066.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -141071.203125 Penalty: 8193.234375 Iteration 17Q: 3 clusters Score -141071.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -141071.203125 Penalty: 8193.234375 Iteration 18F: 3 clusters Score -141071.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -23195.085938 Penalty: 3142.062744 Iteration 0F: 2 clusters Score -23195.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -21101.593750 Penalty: 6284.125488 Iteration 0F: 3 clusters Score -21101.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (41608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41608 members Entering Unmasked Estep Score: -8864993.000000 Penalty: 6514.579102 Iteration 0F: 2 clusters Score -8864993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20710 members Mstep: Class 2 contains 20898 members Entering Unmasked Estep Score: -8834799.000000 Penalty: 13029.158203 Iteration 0F: 3 clusters Score -8834799 nChanged 17939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20235 members Mstep: Class 2 contains 21373 members Entering Unmasked Estep Score: -8844445.000000 Penalty: 13029.158203 Iteration 1F: 3 clusters Score -8844445 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19821 members Mstep: Class 2 contains 21787 members Entering Unmasked Estep Score: -8845245.000000 Penalty: 13029.158203 Iteration 2F: 3 clusters Score -8845245 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19366 members Mstep: Class 2 contains 22242 members Entering Unmasked Estep Score: -8846059.000000 Penalty: 13029.158203 Iteration 3Q: 3 clusters Score -8846059 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18731 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -8846838.000000 Penalty: 13029.158203 Iteration 4Q: 3 clusters Score -8846838 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 23790 members Entering Unmasked Estep Score: -8847699.000000 Penalty: 13029.158203 Iteration 5Q: 3 clusters Score -8847699 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 24878 members Entering Unmasked Estep Score: -8848545.000000 Penalty: 13029.158203 Iteration 6Q: 3 clusters Score -8848545 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15451 members Mstep: Class 2 contains 26157 members Entering Unmasked Estep Score: -8849418.000000 Penalty: 13029.158203 Iteration 7Q: 3 clusters Score -8849418 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14001 members Mstep: Class 2 contains 27607 members Entering Unmasked Estep Score: -8850448.000000 Penalty: 13029.158203 Iteration 8Q: 3 clusters Score -8850448 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 29164 members Entering Unmasked Estep Score: -8851523.000000 Penalty: 13029.158203 Iteration 9Q: 3 clusters Score -8851523 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 30807 members Entering Unmasked Estep Score: -8852533.000000 Penalty: 13029.158203 Iteration 10Q: 3 clusters Score -8852533 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 32438 members Entering Unmasked Estep Score: -8853596.000000 Penalty: 13029.158203 Iteration 11Q: 3 clusters Score -8853596 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 33999 members Entering Unmasked Estep Score: -8854620.000000 Penalty: 13029.158203 Iteration 12Q: 3 clusters Score -8854620 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 35405 members Entering Unmasked Estep Score: -8855558.000000 Penalty: 13029.158203 Iteration 13Q: 3 clusters Score -8855558 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 36645 members Entering Unmasked Estep Score: -8856414.000000 Penalty: 13029.158203 Iteration 14Q: 3 clusters Score -8856414 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 37684 members Entering Unmasked Estep Score: -8857190.000000 Penalty: 13029.158203 Iteration 15Q: 3 clusters Score -8857190 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 38550 members Entering Unmasked Estep Score: -8857876.000000 Penalty: 13029.158203 Iteration 16Q: 3 clusters Score -8857876 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 39206 members Entering Unmasked Estep Score: -8858428.000000 Penalty: 13029.158203 Iteration 17Q: 3 clusters Score -8858428 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 39663 members Entering Unmasked Estep Score: -8858836.000000 Penalty: 13029.158203 Iteration 18Q: 3 clusters Score -8858836 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 39963 members Entering Unmasked Estep Score: -8859125.000000 Penalty: 13029.158203 Iteration 19Q: 3 clusters Score -8859125 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 40134 members Entering Unmasked Estep Score: -8859288.000000 Penalty: 13029.158203 Iteration 20F: 3 clusters Score -8859288 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 40257 members Entering Unmasked Estep Score: -8859387.000000 Penalty: 13029.158203 Iteration 21Q: 3 clusters Score -8859387 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 40328 members Entering Unmasked Estep Score: -8859477.000000 Penalty: 13029.158203 Iteration 22Q: 3 clusters Score -8859477 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 40394 members Entering Unmasked Estep Score: -8859537.000000 Penalty: 13029.158203 Iteration 23Q: 3 clusters Score -8859537 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 40447 members Entering Unmasked Estep Score: -8859599.000000 Penalty: 13029.158203 Iteration 24Q: 3 clusters Score -8859599 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 40485 members Entering Unmasked Estep Score: -8859632.000000 Penalty: 13029.158203 Iteration 25Q: 3 clusters Score -8859632 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 40509 members Entering Unmasked Estep Score: -8859650.000000 Penalty: 13029.158203 Iteration 26Q: 3 clusters Score -8859650 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 40530 members Entering Unmasked Estep Score: -8859658.000000 Penalty: 13029.158203 Iteration 27Q: 3 clusters Score -8859658 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 40541 members Entering Unmasked Estep Score: -8859666.000000 Penalty: 13029.158203 Iteration 28Q: 3 clusters Score -8859666 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 40547 members Entering Unmasked Estep Score: -8859666.000000 Penalty: 13029.158203 Iteration 29Q: 3 clusters Score -8859666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 40553 members Entering Unmasked Estep Score: -8859667.000000 Penalty: 13029.158203 Iteration 30Q: 3 clusters Score -8859667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 40559 members Entering Unmasked Estep Score: -8859669.000000 Penalty: 13029.158203 Iteration 31Q: 3 clusters Score -8859669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 40560 members Entering Unmasked Estep Score: -8859679.000000 Penalty: 13029.158203 Iteration 32Q: 3 clusters Score -8859679 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 40564 members Entering Unmasked Estep Score: -8859678.000000 Penalty: 13029.158203 Iteration 33Q: 3 clusters Score -8859678 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 40566 members Entering Unmasked Estep Score: -8859668.000000 Penalty: 13029.158203 Iteration 34Q: 3 clusters Score -8859668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 40568 members Entering Unmasked Estep Score: -8859693.000000 Penalty: 13029.158203 Iteration 35Q: 3 clusters Score -8859693 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 40569 members Entering Unmasked Estep Score: -8859695.000000 Penalty: 13029.158203 Iteration 36Q: 3 clusters Score -8859695 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 40569 members Entering Unmasked Estep Score: -8859695.000000 Penalty: 13029.158203 Iteration 37F: 3 clusters Score -8859695 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (43071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43071 members Entering Unmasked Estep Score: -9200254.000000 Penalty: 6535.745605 Iteration 0F: 2 clusters Score -9200254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21556 members Mstep: Class 2 contains 21515 members Entering Unmasked Estep Score: -9169057.000000 Penalty: 13071.491211 Iteration 0F: 3 clusters Score -9169057 nChanged 18722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21794 members Mstep: Class 2 contains 21277 members Entering Unmasked Estep Score: -9179089.000000 Penalty: 13071.491211 Iteration 1F: 3 clusters Score -9179089 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21859 members Mstep: Class 2 contains 21212 members Entering Unmasked Estep Score: -9179970.000000 Penalty: 13071.491211 Iteration 2F: 3 clusters Score -9179970 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21918 members Mstep: Class 2 contains 21153 members Entering Unmasked Estep Score: -9180790.000000 Penalty: 13071.491211 Iteration 3Q: 3 clusters Score -9180790 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22006 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -9181569.000000 Penalty: 13071.491211 Iteration 4Q: 3 clusters Score -9181569 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22096 members Mstep: Class 2 contains 20975 members Entering Unmasked Estep Score: -9182398.000000 Penalty: 13071.491211 Iteration 5Q: 3 clusters Score -9182398 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22267 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -9183315.000000 Penalty: 13071.491211 Iteration 6Q: 3 clusters Score -9183315 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22417 members Mstep: Class 2 contains 20654 members Entering Unmasked Estep Score: -9184358.000000 Penalty: 13071.491211 Iteration 7Q: 3 clusters Score -9184358 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22569 members Mstep: Class 2 contains 20502 members Entering Unmasked Estep Score: -9185584.000000 Penalty: 13071.491211 Iteration 8Q: 3 clusters Score -9185584 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22715 members Mstep: Class 2 contains 20356 members Entering Unmasked Estep Score: -9187179.000000 Penalty: 13071.491211 Iteration 9F: 3 clusters Score -9187179 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22837 members Mstep: Class 2 contains 20234 members Entering Unmasked Estep Score: -9188835.000000 Penalty: 13071.491211 Iteration 10F: 3 clusters Score -9188835 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22828 members Mstep: Class 2 contains 20243 members Entering Unmasked Estep Score: -9190641.000000 Penalty: 13071.491211 Iteration 11F: 3 clusters Score -9190641 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22674 members Mstep: Class 2 contains 20397 members Entering Unmasked Estep Score: -9191987.000000 Penalty: 13071.491211 Iteration 12Q: 3 clusters Score -9191987 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22485 members Mstep: Class 2 contains 20586 members Entering Unmasked Estep Score: -9193005.000000 Penalty: 13071.491211 Iteration 13Q: 3 clusters Score -9193005 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22282 members Mstep: Class 2 contains 20789 members Entering Unmasked Estep Score: -9193745.000000 Penalty: 13071.491211 Iteration 14Q: 3 clusters Score -9193745 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22008 members Mstep: Class 2 contains 21063 members Entering Unmasked Estep Score: -9194280.000000 Penalty: 13071.491211 Iteration 15Q: 3 clusters Score -9194280 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21785 members Mstep: Class 2 contains 21286 members Entering Unmasked Estep Score: -9194646.000000 Penalty: 13071.491211 Iteration 16Q: 3 clusters Score -9194646 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21625 members Mstep: Class 2 contains 21446 members Entering Unmasked Estep Score: -9194974.000000 Penalty: 13071.491211 Iteration 17Q: 3 clusters Score -9194974 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21504 members Mstep: Class 2 contains 21567 members Entering Unmasked Estep Score: -9195202.000000 Penalty: 13071.491211 Iteration 18Q: 3 clusters Score -9195202 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Mstep: Class 2 contains 21651 members Entering Unmasked Estep Score: -9195331.000000 Penalty: 13071.491211 Iteration 19Q: 3 clusters Score -9195331 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21365 members Mstep: Class 2 contains 21706 members Entering Unmasked Estep Score: -9195429.000000 Penalty: 13071.491211 Iteration 20F: 3 clusters Score -9195429 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21338 members Mstep: Class 2 contains 21733 members Entering Unmasked Estep Score: -9195473.000000 Penalty: 13071.491211 Iteration 21Q: 3 clusters Score -9195473 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21331 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -9195548.000000 Penalty: 13071.491211 Iteration 22Q: 3 clusters Score -9195548 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21320 members Mstep: Class 2 contains 21751 members Entering Unmasked Estep Score: -9195555.000000 Penalty: 13071.491211 Iteration 23Q: 3 clusters Score -9195555 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 21746 members Entering Unmasked Estep Score: -9195605.000000 Penalty: 13071.491211 Iteration 24Q: 3 clusters Score -9195605 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21339 members Mstep: Class 2 contains 21732 members Entering Unmasked Estep Score: -9195605.000000 Penalty: 13071.491211 Iteration 25Q: 3 clusters Score -9195605 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21355 members Mstep: Class 2 contains 21716 members Entering Unmasked Estep Score: -9195629.000000 Penalty: 13071.491211 Iteration 26Q: 3 clusters Score -9195629 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21352 members Mstep: Class 2 contains 21719 members Entering Unmasked Estep Score: -9195633.000000 Penalty: 13071.491211 Iteration 27Q: 3 clusters Score -9195633 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21341 members Mstep: Class 2 contains 21730 members Entering Unmasked Estep Score: -9195629.000000 Penalty: 13071.491211 Iteration 28Q: 3 clusters Score -9195629 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21334 members Mstep: Class 2 contains 21737 members Entering Unmasked Estep Score: -9195631.000000 Penalty: 13071.491211 Iteration 29Q: 3 clusters Score -9195631 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 21744 members Entering Unmasked Estep Score: -9195614.000000 Penalty: 13071.491211 Iteration 30Q: 3 clusters Score -9195614 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21314 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -9195627.000000 Penalty: 13071.491211 Iteration 31Q: 3 clusters Score -9195627 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21309 members Mstep: Class 2 contains 21762 members Entering Unmasked Estep Score: -9195634.000000 Penalty: 13071.491211 Iteration 32Q: 3 clusters Score -9195634 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21304 members Mstep: Class 2 contains 21767 members Entering Unmasked Estep Score: -9195633.000000 Penalty: 13071.491211 Iteration 33Q: 3 clusters Score -9195633 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21302 members Mstep: Class 2 contains 21769 members Entering Unmasked Estep Score: -9195616.000000 Penalty: 13071.491211 Iteration 34Q: 3 clusters Score -9195616 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21298 members Mstep: Class 2 contains 21773 members Entering Unmasked Estep Score: -9195622.000000 Penalty: 13071.491211 Iteration 35Q: 3 clusters Score -9195622 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21295 members Mstep: Class 2 contains 21776 members Entering Unmasked Estep Score: -9195609.000000 Penalty: 13071.491211 Iteration 36Q: 3 clusters Score -9195609 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21290 members Mstep: Class 2 contains 21781 members Entering Unmasked Estep Score: -9195605.000000 Penalty: 13071.491211 Iteration 37Q: 3 clusters Score -9195605 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21284 members Mstep: Class 2 contains 21787 members Entering Unmasked Estep Score: -9195610.000000 Penalty: 13071.491211 Iteration 38Q: 3 clusters Score -9195610 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21285 members Mstep: Class 2 contains 21786 members Entering Unmasked Estep Score: -9195611.000000 Penalty: 13071.491211 Iteration 39Q: 3 clusters Score -9195611 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21284 members Mstep: Class 2 contains 21787 members Entering Unmasked Estep Score: -9195610.000000 Penalty: 13071.491211 Iteration 40F: 3 clusters Score -9195610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21282 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -9195612.000000 Penalty: 13071.491211 Iteration 41Q: 3 clusters Score -9195612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21281 members Mstep: Class 2 contains 21790 members Entering Unmasked Estep Score: -9195598.000000 Penalty: 13071.491211 Iteration 42Q: 3 clusters Score -9195598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21280 members Mstep: Class 2 contains 21791 members Entering Unmasked Estep Score: -9195608.000000 Penalty: 13071.491211 Iteration 43Q: 3 clusters Score -9195608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21278 members Mstep: Class 2 contains 21793 members Entering Unmasked Estep Score: -9195607.000000 Penalty: 13071.491211 Iteration 44Q: 3 clusters Score -9195607 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21277 members Mstep: Class 2 contains 21794 members Entering Unmasked Estep Score: -9195610.000000 Penalty: 13071.491211 Iteration 45Q: 3 clusters Score -9195610 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21277 members Mstep: Class 2 contains 21794 members Entering Unmasked Estep Score: -9195610.000000 Penalty: 13071.491211 Iteration 46F: 3 clusters Score -9195610 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (110980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110980 members Entering Unmasked Estep Score: -23467988.000000 Penalty: 7115.477051 Iteration 0F: 2 clusters Score -2.346799e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55394 members Mstep: Class 2 contains 55586 members Entering Unmasked Estep Score: -23391958.000000 Penalty: 14230.954102 Iteration 0F: 3 clusters Score -2.339196e+07 nChanged 50955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54935 members Mstep: Class 2 contains 56045 members Entering Unmasked Estep Score: -23420820.000000 Penalty: 14230.954102 Iteration 1F: 3 clusters Score -2.342082e+07 nChanged 4659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54776 members Mstep: Class 2 contains 56204 members Entering Unmasked Estep Score: -23422196.000000 Penalty: 14230.954102 Iteration 2Q: 3 clusters Score -2.34222e+07 nChanged 4536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54722 members Mstep: Class 2 contains 56258 members Entering Unmasked Estep Score: -23423594.000000 Penalty: 14230.954102 Iteration 3Q: 3 clusters Score -2.342359e+07 nChanged 4703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54849 members Mstep: Class 2 contains 56131 members Entering Unmasked Estep Score: -23425742.000000 Penalty: 14230.954102 Iteration 4Q: 3 clusters Score -2.342574e+07 nChanged 5420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55221 members Mstep: Class 2 contains 55759 members Entering Unmasked Estep Score: -23428720.000000 Penalty: 14230.954102 Iteration 5Q: 3 clusters Score -2.342872e+07 nChanged 6603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56096 members Mstep: Class 2 contains 54884 members Entering Unmasked Estep Score: -23433254.000000 Penalty: 14230.954102 Iteration 6F: 3 clusters Score -2.343325e+07 nChanged 7561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57681 members Mstep: Class 2 contains 53299 members Entering Unmasked Estep Score: -23438774.000000 Penalty: 14230.954102 Iteration 7F: 3 clusters Score -2.343877e+07 nChanged 7567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59676 members Mstep: Class 2 contains 51304 members Entering Unmasked Estep Score: -23443220.000000 Penalty: 14230.954102 Iteration 8F: 3 clusters Score -2.344322e+07 nChanged 6576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61632 members Mstep: Class 2 contains 49348 members Entering Unmasked Estep Score: -23446614.000000 Penalty: 14230.954102 Iteration 9F: 3 clusters Score -2.344661e+07 nChanged 5024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63390 members Mstep: Class 2 contains 47590 members Entering Unmasked Estep Score: -23448490.000000 Penalty: 14230.954102 Iteration 10Q: 3 clusters Score -2.344849e+07 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65035 members Mstep: Class 2 contains 45945 members Entering Unmasked Estep Score: -23449394.000000 Penalty: 14230.954102 Iteration 11Q: 3 clusters Score -2.344939e+07 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66534 members Mstep: Class 2 contains 44446 members Entering Unmasked Estep Score: -23449992.000000 Penalty: 14230.954102 Iteration 12Q: 3 clusters Score -2.344999e+07 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68005 members Mstep: Class 2 contains 42975 members Entering Unmasked Estep Score: -23450434.000000 Penalty: 14230.954102 Iteration 13Q: 3 clusters Score -2.345043e+07 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69511 members Mstep: Class 2 contains 41469 members Entering Unmasked Estep Score: -23450796.000000 Penalty: 14230.954102 Iteration 14Q: 3 clusters Score -2.34508e+07 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71079 members Mstep: Class 2 contains 39901 members Entering Unmasked Estep Score: -23451272.000000 Penalty: 14230.954102 Iteration 15Q: 3 clusters Score -2.345127e+07 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72782 members Mstep: Class 2 contains 38198 members Entering Unmasked Estep Score: -23451658.000000 Penalty: 14230.954102 Iteration 16Q: 3 clusters Score -2.345166e+07 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74672 members Mstep: Class 2 contains 36308 members Entering Unmasked Estep Score: -23452336.000000 Penalty: 14230.954102 Iteration 17Q: 3 clusters Score -2.345234e+07 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76728 members Mstep: Class 2 contains 34252 members Entering Unmasked Estep Score: -23452946.000000 Penalty: 14230.954102 Iteration 18Q: 3 clusters Score -2.345295e+07 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79019 members Mstep: Class 2 contains 31961 members Entering Unmasked Estep Score: -23454054.000000 Penalty: 14230.954102 Iteration 19Q: 3 clusters Score -2.345405e+07 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81409 members Mstep: Class 2 contains 29571 members Entering Unmasked Estep Score: -23455196.000000 Penalty: 14230.954102 Iteration 20F: 3 clusters Score -2.34552e+07 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83825 members Mstep: Class 2 contains 27155 members Entering Unmasked Estep Score: -23456698.000000 Penalty: 14230.954102 Iteration 21Q: 3 clusters Score -2.34567e+07 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86261 members Mstep: Class 2 contains 24719 members Entering Unmasked Estep Score: -23458226.000000 Penalty: 14230.954102 Iteration 22Q: 3 clusters Score -2.345823e+07 nChanged 2343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88592 members Mstep: Class 2 contains 22388 members Entering Unmasked Estep Score: -23459640.000000 Penalty: 14230.954102 Iteration 23Q: 3 clusters Score -2.345964e+07 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90676 members Mstep: Class 2 contains 20304 members Entering Unmasked Estep Score: -23460998.000000 Penalty: 14230.954102 Iteration 24Q: 3 clusters Score -2.3461e+07 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92564 members Mstep: Class 2 contains 18416 members Entering Unmasked Estep Score: -23462052.000000 Penalty: 14230.954102 Iteration 25Q: 3 clusters Score -2.346205e+07 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94226 members Mstep: Class 2 contains 16754 members Entering Unmasked Estep Score: -23462956.000000 Penalty: 14230.954102 Iteration 26Q: 3 clusters Score -2.346296e+07 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95698 members Mstep: Class 2 contains 15282 members Entering Unmasked Estep Score: -23463828.000000 Penalty: 14230.954102 Iteration 27Q: 3 clusters Score -2.346383e+07 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96946 members Mstep: Class 2 contains 14034 members Entering Unmasked Estep Score: -23464600.000000 Penalty: 14230.954102 Iteration 28Q: 3 clusters Score -2.34646e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98001 members Mstep: Class 2 contains 12979 members Entering Unmasked Estep Score: -23465296.000000 Penalty: 14230.954102 Iteration 29Q: 3 clusters Score -2.34653e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98874 members Mstep: Class 2 contains 12106 members Entering Unmasked Estep Score: -23465882.000000 Penalty: 14230.954102 Iteration 30Q: 3 clusters Score -2.346588e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99596 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -23466356.000000 Penalty: 14230.954102 Iteration 31Q: 3 clusters Score -2.346636e+07 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100171 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -23466780.000000 Penalty: 14230.954102 Iteration 32Q: 3 clusters Score -2.346678e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100643 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -23467038.000000 Penalty: 14230.954102 Iteration 33Q: 3 clusters Score -2.346704e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100991 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -23467190.000000 Penalty: 14230.954102 Iteration 34Q: 3 clusters Score -2.346719e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101241 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -23467246.000000 Penalty: 14230.954102 Iteration 35Q: 3 clusters Score -2.346725e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101436 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -23467244.000000 Penalty: 14230.954102 Iteration 36Q: 3 clusters Score -2.346724e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101576 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -23467244.000000 Penalty: 14230.954102 Iteration 37Q: 3 clusters Score -2.346724e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101675 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -23467278.000000 Penalty: 14230.954102 Iteration 38Q: 3 clusters Score -2.346728e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101740 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -23467250.000000 Penalty: 14230.954102 Iteration 39Q: 3 clusters Score -2.346725e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101793 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -23467248.000000 Penalty: 14230.954102 Iteration 40F: 3 clusters Score -2.346725e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101836 members Mstep: Class 2 contains 9144 members Entering Unmasked Estep Score: -23467250.000000 Penalty: 14230.954102 Iteration 41Q: 3 clusters Score -2.346725e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101869 members Mstep: Class 2 contains 9111 members Entering Unmasked Estep Score: -23467260.000000 Penalty: 14230.954102 Iteration 42Q: 3 clusters Score -2.346726e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101890 members Mstep: Class 2 contains 9090 members Entering Unmasked Estep Score: -23467244.000000 Penalty: 14230.954102 Iteration 43Q: 3 clusters Score -2.346724e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101908 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -23467230.000000 Penalty: 14230.954102 Iteration 44Q: 3 clusters Score -2.346723e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101930 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -23467240.000000 Penalty: 14230.954102 Iteration 45Q: 3 clusters Score -2.346724e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101948 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -23467278.000000 Penalty: 14230.954102 Iteration 46Q: 3 clusters Score -2.346728e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101965 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -23467284.000000 Penalty: 14230.954102 Iteration 47Q: 3 clusters Score -2.346728e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101976 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -23467288.000000 Penalty: 14230.954102 Iteration 48Q: 3 clusters Score -2.346729e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101983 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -23467310.000000 Penalty: 14230.954102 Iteration 49Q: 3 clusters Score -2.346731e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101991 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -23467296.000000 Penalty: 14230.954102 Iteration 50Q: 3 clusters Score -2.34673e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101995 members Mstep: Class 2 contains 8985 members Entering Unmasked Estep Score: -23467294.000000 Penalty: 14230.954102 Iteration 51Q: 3 clusters Score -2.346729e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101997 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -23467278.000000 Penalty: 14230.954102 Iteration 52Q: 3 clusters Score -2.346728e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101997 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -23467270.000000 Penalty: 14230.954102 Iteration 53Q: 3 clusters Score -2.346727e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102000 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -23467276.000000 Penalty: 14230.954102 Iteration 54Q: 3 clusters Score -2.346728e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102004 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -23467258.000000 Penalty: 14230.954102 Iteration 55Q: 3 clusters Score -2.346726e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102008 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -23467276.000000 Penalty: 14230.954102 Iteration 56Q: 3 clusters Score -2.346728e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102012 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -23467278.000000 Penalty: 14230.954102 Iteration 57Q: 3 clusters Score -2.346728e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102016 members Mstep: Class 2 contains 8964 members Entering Unmasked Estep Score: -23467300.000000 Penalty: 14230.954102 Iteration 58Q: 3 clusters Score -2.34673e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102017 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -23467290.000000 Penalty: 14230.954102 Iteration 59Q: 3 clusters Score -2.346729e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102019 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -23467296.000000 Penalty: 14230.954102 Iteration 60F: 3 clusters Score -2.34673e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102021 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -23467284.000000 Penalty: 14230.954102 Iteration 61Q: 3 clusters Score -2.346728e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102022 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -23467286.000000 Penalty: 14230.954102 Iteration 62Q: 3 clusters Score -2.346729e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102022 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -23467286.000000 Penalty: 14230.954102 Iteration 63F: 3 clusters Score -2.346729e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Entering Unmasked Estep Score: -348795.062500 Penalty: 4602.814941 Iteration 0F: 2 clusters Score -348795.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -344007.000000 Penalty: 9205.629883 Iteration 0F: 3 clusters Score -344007 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -344756.718750 Penalty: 9205.629883 Iteration 1F: 3 clusters Score -344756.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -345244.250000 Penalty: 9205.629883 Iteration 2F: 3 clusters Score -345244.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -345601.718750 Penalty: 9205.629883 Iteration 3Q: 3 clusters Score -345601.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -345777.906250 Penalty: 9205.629883 Iteration 4Q: 3 clusters Score -345777.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -345860.562500 Penalty: 9205.629883 Iteration 5Q: 3 clusters Score -345860.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -345930.687500 Penalty: 9205.629883 Iteration 6Q: 3 clusters Score -345930.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -345979.375000 Penalty: 9205.629883 Iteration 7Q: 3 clusters Score -345979.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -346012.437500 Penalty: 9205.629883 Iteration 8Q: 3 clusters Score -346012.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -346038.312500 Penalty: 9205.629883 Iteration 9Q: 3 clusters Score -346038.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -346065.843750 Penalty: 9205.629883 Iteration 10Q: 3 clusters Score -346065.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -346081.312500 Penalty: 9205.629883 Iteration 11Q: 3 clusters Score -346081.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -346090.187500 Penalty: 9205.629883 Iteration 12Q: 3 clusters Score -346090.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -346093.750000 Penalty: 9205.629883 Iteration 13Q: 3 clusters Score -346093.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -346095.875000 Penalty: 9205.629883 Iteration 14Q: 3 clusters Score -346095.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -346100.375000 Penalty: 9205.629883 Iteration 15Q: 3 clusters Score -346100.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -346100.375000 Penalty: 9205.629883 Iteration 16F: 3 clusters Score -346100.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Entering Unmasked Estep Score: -85030.312500 Penalty: 3750.026855 Iteration 0F: 2 clusters Score -85030.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -81718.195312 Penalty: 7500.053711 Iteration 0F: 3 clusters Score -81718.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -81928.554688 Penalty: 7500.053711 Iteration 1F: 3 clusters Score -81928.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -82031.171875 Penalty: 7500.053711 Iteration 2Q: 3 clusters Score -82031.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -82051.265625 Penalty: 7500.053711 Iteration 3Q: 3 clusters Score -82051.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -82051.265625 Penalty: 7500.053711 Iteration 4F: 3 clusters Score -82051.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 32680 members Mstep: Class 5 contains 16060 members Mstep: Class 6 contains 2325 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 21912 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8888 members Mstep: Class 12 contains 15904 members Mstep: Class 13 contains 10921 members Mstep: Class 14 contains 22519 members Mstep: Class 15 contains 54979 members Mstep: Class 16 contains 174017 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41608 members Mstep: Class 20 contains 43071 members Mstep: Class 21 contains 110980 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119276104.000000 Penalty: 186749.281250 Iteration 119Q: 24 clusters Score -1.192761e+08 nChanged 3508 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1371 members Mstep: Class 4 contains 32609 members Mstep: Class 5 contains 16015 members Mstep: Class 6 contains 2326 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 22256 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8833 members Mstep: Class 12 contains 15924 members Mstep: Class 13 contains 10927 members Mstep: Class 14 contains 22420 members Mstep: Class 15 contains 54928 members Mstep: Class 16 contains 173797 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41584 members Mstep: Class 20 contains 44619 members Mstep: Class 21 contains 109631 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119277760.000000 Penalty: 186749.281250 Iteration 120F: 24 clusters Score -1.192778e+08 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 32559 members Mstep: Class 5 contains 15955 members Mstep: Class 6 contains 2326 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 22571 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8770 members Mstep: Class 12 contains 15938 members Mstep: Class 13 contains 10928 members Mstep: Class 14 contains 22367 members Mstep: Class 15 contains 54874 members Mstep: Class 16 contains 173425 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 41572 members Mstep: Class 20 contains 46384 members Mstep: Class 21 contains 108205 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119279296.000000 Penalty: 186749.281250 Iteration 121Q: 24 clusters Score -1.192793e+08 nChanged 3394 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 32491 members Mstep: Class 5 contains 15879 members Mstep: Class 6 contains 2327 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 22926 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8720 members Mstep: Class 12 contains 15949 members Mstep: Class 13 contains 10926 members Mstep: Class 14 contains 22324 members Mstep: Class 15 contains 54837 members Mstep: Class 16 contains 173072 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 167 members Mstep: Class 19 contains 41549 members Mstep: Class 20 contains 48002 members Mstep: Class 21 contains 106875 members Mstep: Class 22 contains 1838 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119280824.000000 Penalty: 186749.281250 Iteration 122Q: 24 clusters Score -1.192808e+08 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 32420 members Mstep: Class 5 contains 15814 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 23271 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8683 members Mstep: Class 12 contains 15959 members Mstep: Class 13 contains 10919 members Mstep: Class 14 contains 22340 members Mstep: Class 15 contains 54777 members Mstep: Class 16 contains 172693 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 165 members Mstep: Class 19 contains 41524 members Mstep: Class 20 contains 49452 members Mstep: Class 21 contains 105690 members Mstep: Class 22 contains 1841 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119281416.000000 Penalty: 186749.281250 Iteration 123Q: 24 clusters Score -1.192814e+08 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 32339 members Mstep: Class 5 contains 15754 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 23650 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8645 members Mstep: Class 12 contains 15960 members Mstep: Class 13 contains 10916 members Mstep: Class 14 contains 22335 members Mstep: Class 15 contains 54741 members Mstep: Class 16 contains 172373 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 164 members Mstep: Class 19 contains 41506 members Mstep: Class 20 contains 50728 members Mstep: Class 21 contains 104605 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282000.000000 Penalty: 186749.281250 Iteration 124Q: 24 clusters Score -1.19282e+08 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1370 members Mstep: Class 4 contains 32286 members Mstep: Class 5 contains 15705 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 24036 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8608 members Mstep: Class 12 contains 15960 members Mstep: Class 13 contains 10907 members Mstep: Class 14 contains 22357 members Mstep: Class 15 contains 54711 members Mstep: Class 16 contains 172139 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 164 members Mstep: Class 19 contains 41490 members Mstep: Class 20 contains 51769 members Mstep: Class 21 contains 103585 members Mstep: Class 22 contains 1828 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282472.000000 Penalty: 186749.281250 Iteration 125Q: 24 clusters Score -1.192825e+08 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1369 members Mstep: Class 4 contains 32233 members Mstep: Class 5 contains 15671 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 24392 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8578 members Mstep: Class 12 contains 15958 members Mstep: Class 13 contains 10908 members Mstep: Class 14 contains 22387 members Mstep: Class 15 contains 54673 members Mstep: Class 16 contains 171933 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 163 members Mstep: Class 19 contains 41477 members Mstep: Class 20 contains 52645 members Mstep: Class 21 contains 102694 members Mstep: Class 22 contains 1830 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282648.000000 Penalty: 186749.281250 Iteration 126Q: 24 clusters Score -1.192826e+08 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1369 members Mstep: Class 4 contains 32176 members Mstep: Class 5 contains 15639 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 604 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 24749 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8552 members Mstep: Class 12 contains 15961 members Mstep: Class 13 contains 10909 members Mstep: Class 14 contains 22403 members Mstep: Class 15 contains 54639 members Mstep: Class 16 contains 171755 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 163 members Mstep: Class 19 contains 41457 members Mstep: Class 20 contains 53396 members Mstep: Class 21 contains 101907 members Mstep: Class 22 contains 1824 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282544.000000 Penalty: 186749.281250 Iteration 127Q: 24 clusters Score -1.192825e+08 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1369 members Mstep: Class 4 contains 32146 members Mstep: Class 5 contains 15614 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 605 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 25032 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8532 members Mstep: Class 12 contains 15960 members Mstep: Class 13 contains 10897 members Mstep: Class 14 contains 22435 members Mstep: Class 15 contains 54613 members Mstep: Class 16 contains 171641 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 41441 members Mstep: Class 20 contains 54057 members Mstep: Class 21 contains 101170 members Mstep: Class 22 contains 1819 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282736.000000 Penalty: 186749.281250 Iteration 128Q: 24 clusters Score -1.192827e+08 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1369 members Mstep: Class 4 contains 32097 members Mstep: Class 5 contains 15594 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 607 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 25313 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8507 members Mstep: Class 12 contains 15959 members Mstep: Class 13 contains 10893 members Mstep: Class 14 contains 22454 members Mstep: Class 15 contains 54560 members Mstep: Class 16 contains 171540 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41435 members Mstep: Class 20 contains 54603 members Mstep: Class 21 contains 100591 members Mstep: Class 22 contains 1820 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282880.000000 Penalty: 186749.281250 Iteration 129Q: 24 clusters Score -1.192829e+08 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1369 members Mstep: Class 4 contains 32070 members Mstep: Class 5 contains 15571 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 607 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 25563 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8483 members Mstep: Class 12 contains 15964 members Mstep: Class 13 contains 10891 members Mstep: Class 14 contains 22471 members Mstep: Class 15 contains 54531 members Mstep: Class 16 contains 171412 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41434 members Mstep: Class 20 contains 55073 members Mstep: Class 21 contains 100093 members Mstep: Class 22 contains 1819 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282984.000000 Penalty: 186749.281250 Iteration 130Q: 24 clusters Score -1.19283e+08 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1369 members Mstep: Class 4 contains 32044 members Mstep: Class 5 contains 15561 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 608 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 25796 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8455 members Mstep: Class 12 contains 15968 members Mstep: Class 13 contains 10883 members Mstep: Class 14 contains 22476 members Mstep: Class 15 contains 54518 members Mstep: Class 16 contains 171320 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41422 members Mstep: Class 20 contains 55465 members Mstep: Class 21 contains 99645 members Mstep: Class 22 contains 1819 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283072.000000 Penalty: 186749.281250 Iteration 131Q: 24 clusters Score -1.192831e+08 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 32004 members Mstep: Class 5 contains 15547 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 609 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26011 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8442 members Mstep: Class 12 contains 15972 members Mstep: Class 13 contains 10871 members Mstep: Class 14 contains 22500 members Mstep: Class 15 contains 54496 members Mstep: Class 16 contains 171245 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41413 members Mstep: Class 20 contains 55830 members Mstep: Class 21 contains 99218 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119282904.000000 Penalty: 186749.281250 Iteration 132Q: 24 clusters Score -1.192829e+08 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31976 members Mstep: Class 5 contains 15539 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26200 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8436 members Mstep: Class 12 contains 15974 members Mstep: Class 13 contains 10859 members Mstep: Class 14 contains 22515 members Mstep: Class 15 contains 54460 members Mstep: Class 16 contains 171167 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41406 members Mstep: Class 20 contains 56164 members Mstep: Class 21 contains 98853 members Mstep: Class 22 contains 1814 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283288.000000 Penalty: 186749.281250 Iteration 133Q: 24 clusters Score -1.192833e+08 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31951 members Mstep: Class 5 contains 15532 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26353 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8432 members Mstep: Class 12 contains 15976 members Mstep: Class 13 contains 10852 members Mstep: Class 14 contains 22529 members Mstep: Class 15 contains 54440 members Mstep: Class 16 contains 171083 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41410 members Mstep: Class 20 contains 56454 members Mstep: Class 21 contains 98534 members Mstep: Class 22 contains 1813 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283184.000000 Penalty: 186749.281250 Iteration 134Q: 24 clusters Score -1.192832e+08 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31930 members Mstep: Class 5 contains 15522 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 611 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26502 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8427 members Mstep: Class 12 contains 15977 members Mstep: Class 13 contains 10847 members Mstep: Class 14 contains 22552 members Mstep: Class 15 contains 54423 members Mstep: Class 16 contains 170985 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41404 members Mstep: Class 20 contains 56729 members Mstep: Class 21 contains 98247 members Mstep: Class 22 contains 1813 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283368.000000 Penalty: 186749.281250 Iteration 135Q: 24 clusters Score -1.192834e+08 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31926 members Mstep: Class 5 contains 15506 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 613 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26599 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8427 members Mstep: Class 12 contains 15982 members Mstep: Class 13 contains 10843 members Mstep: Class 14 contains 22564 members Mstep: Class 15 contains 54410 members Mstep: Class 16 contains 170906 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 56949 members Mstep: Class 21 contains 98029 members Mstep: Class 22 contains 1810 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283408.000000 Penalty: 186749.281250 Iteration 136Q: 24 clusters Score -1.192834e+08 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31918 members Mstep: Class 5 contains 15498 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26677 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8422 members Mstep: Class 12 contains 15983 members Mstep: Class 13 contains 10839 members Mstep: Class 14 contains 22571 members Mstep: Class 15 contains 54397 members Mstep: Class 16 contains 170850 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41404 members Mstep: Class 20 contains 57131 members Mstep: Class 21 contains 97854 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283632.000000 Penalty: 186749.281250 Iteration 137Q: 24 clusters Score -1.192836e+08 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31915 members Mstep: Class 5 contains 15495 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26745 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8414 members Mstep: Class 12 contains 15987 members Mstep: Class 13 contains 10834 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54388 members Mstep: Class 16 contains 170806 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41408 members Mstep: Class 20 contains 57283 members Mstep: Class 21 contains 97701 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283624.000000 Penalty: 186749.281250 Iteration 138Q: 24 clusters Score -1.192836e+08 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31913 members Mstep: Class 5 contains 15489 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26809 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8411 members Mstep: Class 12 contains 15984 members Mstep: Class 13 contains 10829 members Mstep: Class 14 contains 22582 members Mstep: Class 15 contains 54376 members Mstep: Class 16 contains 170759 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41408 members Mstep: Class 20 contains 57416 members Mstep: Class 21 contains 97566 members Mstep: Class 22 contains 1808 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283568.000000 Penalty: 186749.281250 Iteration 139Q: 24 clusters Score -1.192836e+08 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31902 members Mstep: Class 5 contains 15487 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26896 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8408 members Mstep: Class 12 contains 15982 members Mstep: Class 13 contains 10830 members Mstep: Class 14 contains 22584 members Mstep: Class 15 contains 54369 members Mstep: Class 16 contains 170718 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 41407 members Mstep: Class 20 contains 57516 members Mstep: Class 21 contains 97442 members Mstep: Class 22 contains 1808 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283432.000000 Penalty: 186749.281250 Iteration 140F: 24 clusters Score -1.192834e+08 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31897 members Mstep: Class 5 contains 15488 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 26957 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8409 members Mstep: Class 12 contains 15984 members Mstep: Class 13 contains 10823 members Mstep: Class 14 contains 22583 members Mstep: Class 15 contains 54357 members Mstep: Class 16 contains 170689 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 157 members Mstep: Class 19 contains 41404 members Mstep: Class 20 contains 57595 members Mstep: Class 21 contains 97356 members Mstep: Class 22 contains 1811 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283560.000000 Penalty: 186749.281250 Iteration 141Q: 24 clusters Score -1.192836e+08 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31891 members Mstep: Class 5 contains 15487 members Mstep: Class 6 contains 2329 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27007 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8409 members Mstep: Class 12 contains 15983 members Mstep: Class 13 contains 10825 members Mstep: Class 14 contains 22584 members Mstep: Class 15 contains 54351 members Mstep: Class 16 contains 170652 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 153 members Mstep: Class 19 contains 41403 members Mstep: Class 20 contains 57665 members Mstep: Class 21 contains 97286 members Mstep: Class 22 contains 1816 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283616.000000 Penalty: 186749.281250 Iteration 142Q: 24 clusters Score -1.192836e+08 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31887 members Mstep: Class 5 contains 15483 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27047 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8410 members Mstep: Class 12 contains 15983 members Mstep: Class 13 contains 10820 members Mstep: Class 14 contains 22584 members Mstep: Class 15 contains 54346 members Mstep: Class 16 contains 170627 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 41404 members Mstep: Class 20 contains 57725 members Mstep: Class 21 contains 97229 members Mstep: Class 22 contains 1818 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283696.000000 Penalty: 186749.281250 Iteration 143Q: 24 clusters Score -1.192837e+08 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31885 members Mstep: Class 5 contains 15480 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27083 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8408 members Mstep: Class 12 contains 15984 members Mstep: Class 13 contains 10815 members Mstep: Class 14 contains 22580 members Mstep: Class 15 contains 54339 members Mstep: Class 16 contains 170604 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 41403 members Mstep: Class 20 contains 57773 members Mstep: Class 21 contains 97190 members Mstep: Class 22 contains 1814 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283736.000000 Penalty: 186749.281250 Iteration 144Q: 24 clusters Score -1.192837e+08 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31880 members Mstep: Class 5 contains 15477 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27105 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8409 members Mstep: Class 12 contains 15985 members Mstep: Class 13 contains 10810 members Mstep: Class 14 contains 22578 members Mstep: Class 15 contains 54334 members Mstep: Class 16 contains 170593 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 41404 members Mstep: Class 20 contains 57813 members Mstep: Class 21 contains 97154 members Mstep: Class 22 contains 1813 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283832.000000 Penalty: 186749.281250 Iteration 145Q: 24 clusters Score -1.192838e+08 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31874 members Mstep: Class 5 contains 15474 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27127 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8407 members Mstep: Class 12 contains 15985 members Mstep: Class 13 contains 10810 members Mstep: Class 14 contains 22578 members Mstep: Class 15 contains 54331 members Mstep: Class 16 contains 170582 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 41403 members Mstep: Class 20 contains 57843 members Mstep: Class 21 contains 97129 members Mstep: Class 22 contains 1810 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283784.000000 Penalty: 186749.281250 Iteration 146Q: 24 clusters Score -1.192838e+08 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31875 members Mstep: Class 5 contains 15473 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27142 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8404 members Mstep: Class 12 contains 15986 members Mstep: Class 13 contains 10804 members Mstep: Class 14 contains 22580 members Mstep: Class 15 contains 54324 members Mstep: Class 16 contains 170578 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41403 members Mstep: Class 20 contains 57865 members Mstep: Class 21 contains 97109 members Mstep: Class 22 contains 1811 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283872.000000 Penalty: 186749.281250 Iteration 147Q: 24 clusters Score -1.192839e+08 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31874 members Mstep: Class 5 contains 15473 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27162 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8395 members Mstep: Class 12 contains 15987 members Mstep: Class 13 contains 10802 members Mstep: Class 14 contains 22582 members Mstep: Class 15 contains 54317 members Mstep: Class 16 contains 170571 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41401 members Mstep: Class 20 contains 57880 members Mstep: Class 21 contains 97098 members Mstep: Class 22 contains 1807 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283824.000000 Penalty: 186749.281250 Iteration 148Q: 24 clusters Score -1.192838e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31872 members Mstep: Class 5 contains 15472 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27175 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8391 members Mstep: Class 12 contains 15988 members Mstep: Class 13 contains 10800 members Mstep: Class 14 contains 22585 members Mstep: Class 15 contains 54313 members Mstep: Class 16 contains 170569 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41401 members Mstep: Class 20 contains 57893 members Mstep: Class 21 contains 97082 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283720.000000 Penalty: 186749.281250 Iteration 149Q: 24 clusters Score -1.192837e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31867 members Mstep: Class 5 contains 15471 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27192 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8391 members Mstep: Class 12 contains 15991 members Mstep: Class 13 contains 10795 members Mstep: Class 14 contains 22583 members Mstep: Class 15 contains 54313 members Mstep: Class 16 contains 170566 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41401 members Mstep: Class 20 contains 57904 members Mstep: Class 21 contains 97066 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283784.000000 Penalty: 186749.281250 Iteration 150Q: 24 clusters Score -1.192838e+08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31858 members Mstep: Class 5 contains 15471 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27213 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8391 members Mstep: Class 12 contains 15995 members Mstep: Class 13 contains 10792 members Mstep: Class 14 contains 22582 members Mstep: Class 15 contains 54310 members Mstep: Class 16 contains 170558 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 57916 members Mstep: Class 21 contains 97052 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283824.000000 Penalty: 186749.281250 Iteration 151Q: 24 clusters Score -1.192838e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31857 members Mstep: Class 5 contains 15471 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27220 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8389 members Mstep: Class 12 contains 15999 members Mstep: Class 13 contains 10787 members Mstep: Class 14 contains 22581 members Mstep: Class 15 contains 54311 members Mstep: Class 16 contains 170557 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 57929 members Mstep: Class 21 contains 97037 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283816.000000 Penalty: 186749.281250 Iteration 152Q: 24 clusters Score -1.192838e+08 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31854 members Mstep: Class 5 contains 15470 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27231 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8389 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10783 members Mstep: Class 14 contains 22579 members Mstep: Class 15 contains 54309 members Mstep: Class 16 contains 170560 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41401 members Mstep: Class 20 contains 57941 members Mstep: Class 21 contains 97022 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283720.000000 Penalty: 186749.281250 Iteration 153Q: 24 clusters Score -1.192837e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31855 members Mstep: Class 5 contains 15470 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27237 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16002 members Mstep: Class 13 contains 10780 members Mstep: Class 14 contains 22579 members Mstep: Class 15 contains 54309 members Mstep: Class 16 contains 170556 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 57954 members Mstep: Class 21 contains 97010 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283760.000000 Penalty: 186749.281250 Iteration 154Q: 24 clusters Score -1.192838e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31852 members Mstep: Class 5 contains 15470 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27243 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16002 members Mstep: Class 13 contains 10776 members Mstep: Class 14 contains 22572 members Mstep: Class 15 contains 54308 members Mstep: Class 16 contains 170557 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 57967 members Mstep: Class 21 contains 97002 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283752.000000 Penalty: 186749.281250 Iteration 155Q: 24 clusters Score -1.192838e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31850 members Mstep: Class 5 contains 15468 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27250 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16002 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22570 members Mstep: Class 15 contains 54307 members Mstep: Class 16 contains 170559 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 57977 members Mstep: Class 21 contains 96991 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283784.000000 Penalty: 186749.281250 Iteration 156Q: 24 clusters Score -1.192838e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31850 members Mstep: Class 5 contains 15464 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27256 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16001 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22569 members Mstep: Class 15 contains 54307 members Mstep: Class 16 contains 170557 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 57990 members Mstep: Class 21 contains 96980 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283816.000000 Penalty: 186749.281250 Iteration 157Q: 24 clusters Score -1.192838e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31849 members Mstep: Class 5 contains 15463 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27258 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16001 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22570 members Mstep: Class 15 contains 54306 members Mstep: Class 16 contains 170557 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 57999 members Mstep: Class 21 contains 96970 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283840.000000 Penalty: 186749.281250 Iteration 158Q: 24 clusters Score -1.192838e+08 nChanged 20 Entering ConstructFrom: Score: -119283840.000000 Penalty: 186749.281250 Entering ConstructFrom: Trying to split cluster 1 (8067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Entering Unmasked Estep Score: -1658577.375000 Penalty: 5509.766113 Iteration 0F: 2 clusters Score -1658577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1649618.125000 Penalty: 11019.532227 Iteration 0F: 3 clusters Score -1649618 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1651464.500000 Penalty: 11019.532227 Iteration 1F: 3 clusters Score -1651464 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1652015.125000 Penalty: 11019.532227 Iteration 2F: 3 clusters Score -1652015 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1652396.125000 Penalty: 11019.532227 Iteration 3F: 3 clusters Score -1652396 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1652692.875000 Penalty: 11019.532227 Iteration 4Q: 3 clusters Score -1652693 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1652979.000000 Penalty: 11019.532227 Iteration 5Q: 3 clusters Score -1652979 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -1653280.750000 Penalty: 11019.532227 Iteration 6Q: 3 clusters Score -1653281 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1653644.625000 Penalty: 11019.532227 Iteration 7Q: 3 clusters Score -1653645 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1654024.000000 Penalty: 11019.532227 Iteration 8Q: 3 clusters Score -1654024 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1654357.125000 Penalty: 11019.532227 Iteration 9Q: 3 clusters Score -1654357 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -1654663.875000 Penalty: 11019.532227 Iteration 10Q: 3 clusters Score -1654664 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1654904.250000 Penalty: 11019.532227 Iteration 11Q: 3 clusters Score -1654904 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1655101.625000 Penalty: 11019.532227 Iteration 12Q: 3 clusters Score -1655102 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1655289.750000 Penalty: 11019.532227 Iteration 13Q: 3 clusters Score -1655290 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1655433.000000 Penalty: 11019.532227 Iteration 14Q: 3 clusters Score -1655433 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -1655534.375000 Penalty: 11019.532227 Iteration 15Q: 3 clusters Score -1655534 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -1655609.500000 Penalty: 11019.532227 Iteration 16Q: 3 clusters Score -1655610 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1655657.125000 Penalty: 11019.532227 Iteration 17Q: 3 clusters Score -1655657 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -1655688.250000 Penalty: 11019.532227 Iteration 18Q: 3 clusters Score -1655688 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -1655704.625000 Penalty: 11019.532227 Iteration 19Q: 3 clusters Score -1655705 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -1655720.625000 Penalty: 11019.532227 Iteration 20F: 3 clusters Score -1655721 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1655739.125000 Penalty: 11019.532227 Iteration 21Q: 3 clusters Score -1655739 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -1655746.625000 Penalty: 11019.532227 Iteration 22Q: 3 clusters Score -1655747 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1655757.125000 Penalty: 11019.532227 Iteration 23Q: 3 clusters Score -1655757 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1655763.250000 Penalty: 11019.532227 Iteration 24Q: 3 clusters Score -1655763 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1655765.625000 Penalty: 11019.532227 Iteration 25Q: 3 clusters Score -1655766 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1655773.625000 Penalty: 11019.532227 Iteration 26Q: 3 clusters Score -1655774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1655776.500000 Penalty: 11019.532227 Iteration 27Q: 3 clusters Score -1655776 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1655776.875000 Penalty: 11019.532227 Iteration 28Q: 3 clusters Score -1655777 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1655785.375000 Penalty: 11019.532227 Iteration 29Q: 3 clusters Score -1655785 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1655785.000000 Penalty: 11019.532227 Iteration 30Q: 3 clusters Score -1655785 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1655791.125000 Penalty: 11019.532227 Iteration 31Q: 3 clusters Score -1655791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -1655793.875000 Penalty: 11019.532227 Iteration 32Q: 3 clusters Score -1655794 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1655797.000000 Penalty: 11019.532227 Iteration 33Q: 3 clusters Score -1655797 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1655798.750000 Penalty: 11019.532227 Iteration 34Q: 3 clusters Score -1655799 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1655802.500000 Penalty: 11019.532227 Iteration 35Q: 3 clusters Score -1655802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1655802.875000 Penalty: 11019.532227 Iteration 36Q: 3 clusters Score -1655803 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1655801.375000 Penalty: 11019.532227 Iteration 37Q: 3 clusters Score -1655801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1655807.500000 Penalty: 11019.532227 Iteration 38Q: 3 clusters Score -1655808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -1655808.500000 Penalty: 11019.532227 Iteration 39Q: 3 clusters Score -1655808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -1655807.625000 Penalty: 11019.532227 Iteration 40F: 3 clusters Score -1655808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1655810.875000 Penalty: 11019.532227 Iteration 41Q: 3 clusters Score -1655811 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1655810.875000 Penalty: 11019.532227 Iteration 42F: 3 clusters Score -1655811 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Entering Unmasked Estep Score: -154199.250000 Penalty: 4134.333008 Iteration 0F: 2 clusters Score -154199.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -150339.453125 Penalty: 8268.666016 Iteration 0F: 3 clusters Score -150339.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -150760.281250 Penalty: 8268.666016 Iteration 1F: 3 clusters Score -150760.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -151028.843750 Penalty: 8268.666016 Iteration 2F: 3 clusters Score -151028.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -151223.250000 Penalty: 8268.666016 Iteration 3Q: 3 clusters Score -151223.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -151342.093750 Penalty: 8268.666016 Iteration 4Q: 3 clusters Score -151342.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -151508.406250 Penalty: 8268.666016 Iteration 5Q: 3 clusters Score -151508.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -151790.828125 Penalty: 8268.666016 Iteration 6Q: 3 clusters Score -151790.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -152241.234375 Penalty: 8268.666016 Iteration 7Q: 3 clusters Score -152241.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -152557.656250 Penalty: 8268.666016 Iteration 8Q: 3 clusters Score -152557.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -152876.125000 Penalty: 8268.666016 Iteration 9Q: 3 clusters Score -152876.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -153297.781250 Penalty: 8268.666016 Iteration 10Q: 3 clusters Score -153297.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -153781.109375 Penalty: 8268.666016 Iteration 11Q: 3 clusters Score -153781.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -153989.078125 Penalty: 8268.666016 Iteration 12Q: 3 clusters Score -153989.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -154132.656250 Penalty: 8268.666016 Iteration 13Q: 3 clusters Score -154132.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -154378.671875 Penalty: 8268.666016 Iteration 14Q: 3 clusters Score -154378.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -154607.187500 Penalty: 8268.666016 Iteration 15Q: 3 clusters Score -154607.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -154741.968750 Penalty: 8268.666016 Iteration 16Q: 3 clusters Score -154742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -154860.531250 Penalty: 8268.666016 Iteration 17Q: 3 clusters Score -154860.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -154912.718750 Penalty: 8268.666016 Iteration 18Q: 3 clusters Score -154912.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -154924.812500 Penalty: 8268.666016 Iteration 19Q: 3 clusters Score -154924.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -154962.328125 Penalty: 8268.666016 Iteration 20F: 3 clusters Score -154962.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -155133.656250 Penalty: 8268.666016 Iteration 21Q: 3 clusters Score -155133.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -155195.703125 Penalty: 8268.666016 Iteration 22Q: 3 clusters Score -155195.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -155234.062500 Penalty: 8268.666016 Iteration 23Q: 3 clusters Score -155234.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -155244.906250 Penalty: 8268.666016 Iteration 24Q: 3 clusters Score -155244.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -155244.906250 Penalty: 8268.666016 Iteration 25F: 3 clusters Score -155244.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 492 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15463 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27263 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22571 members Mstep: Class 15 contains 54304 members Mstep: Class 16 contains 170552 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 58008 members Mstep: Class 21 contains 96965 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Mstep: Class 24 contains 362 members Entering Unmasked Estep Score: -119280992.000000 Penalty: 194868.812500 Splitting cluster 2 changes total score from -119283840.000000 to -119280992.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Entering Unmasked Estep Score: -275856.875000 Penalty: 4422.926758 Iteration 0F: 2 clusters Score -275856.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -271370.000000 Penalty: 8845.853516 Iteration 0F: 3 clusters Score -271370 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -271873.000000 Penalty: 8845.853516 Iteration 1F: 3 clusters Score -271873 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -272040.781250 Penalty: 8845.853516 Iteration 2Q: 3 clusters Score -272040.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -272161.968750 Penalty: 8845.853516 Iteration 3Q: 3 clusters Score -272162 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -272256.281250 Penalty: 8845.853516 Iteration 4Q: 3 clusters Score -272256.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -272321.125000 Penalty: 8845.853516 Iteration 5Q: 3 clusters Score -272321.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -272358.687500 Penalty: 8845.853516 Iteration 6Q: 3 clusters Score -272358.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -272380.500000 Penalty: 8845.853516 Iteration 7Q: 3 clusters Score -272380.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -272389.187500 Penalty: 8845.853516 Iteration 8Q: 3 clusters Score -272389.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -272396.562500 Penalty: 8845.853516 Iteration 9Q: 3 clusters Score -272396.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -272400.687500 Penalty: 8845.853516 Iteration 10Q: 3 clusters Score -272400.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -272400.687500 Penalty: 8845.853516 Iteration 11F: 3 clusters Score -272400.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (31847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31847 members Entering Unmasked Estep Score: -6771573.000000 Penalty: 6350.827637 Iteration 0F: 2 clusters Score -6771573 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Mstep: Class 2 contains 15934 members Entering Unmasked Estep Score: -6747588.500000 Penalty: 12701.655273 Iteration 0F: 3 clusters Score -6747588 nChanged 13396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15879 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -6754680.000000 Penalty: 12701.655273 Iteration 1F: 3 clusters Score -6754680 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -6755398.000000 Penalty: 12701.655273 Iteration 2F: 3 clusters Score -6755398 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15710 members Mstep: Class 2 contains 16137 members Entering Unmasked Estep Score: -6755833.000000 Penalty: 12701.655273 Iteration 3Q: 3 clusters Score -6755833 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 16289 members Entering Unmasked Estep Score: -6756126.500000 Penalty: 12701.655273 Iteration 4Q: 3 clusters Score -6756126 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 16398 members Entering Unmasked Estep Score: -6756417.000000 Penalty: 12701.655273 Iteration 5Q: 3 clusters Score -6756417 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 16536 members Entering Unmasked Estep Score: -6756635.500000 Penalty: 12701.655273 Iteration 6Q: 3 clusters Score -6756636 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15100 members Mstep: Class 2 contains 16747 members Entering Unmasked Estep Score: -6756791.000000 Penalty: 12701.655273 Iteration 7Q: 3 clusters Score -6756791 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14863 members Mstep: Class 2 contains 16984 members Entering Unmasked Estep Score: -6757037.000000 Penalty: 12701.655273 Iteration 8Q: 3 clusters Score -6757037 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14600 members Mstep: Class 2 contains 17247 members Entering Unmasked Estep Score: -6757187.000000 Penalty: 12701.655273 Iteration 9Q: 3 clusters Score -6757187 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14294 members Mstep: Class 2 contains 17553 members Entering Unmasked Estep Score: -6757331.000000 Penalty: 12701.655273 Iteration 10Q: 3 clusters Score -6757331 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13933 members Mstep: Class 2 contains 17914 members Entering Unmasked Estep Score: -6757464.500000 Penalty: 12701.655273 Iteration 11Q: 3 clusters Score -6757464 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 18280 members Entering Unmasked Estep Score: -6757598.000000 Penalty: 12701.655273 Iteration 12Q: 3 clusters Score -6757598 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 18733 members Entering Unmasked Estep Score: -6757760.000000 Penalty: 12701.655273 Iteration 13Q: 3 clusters Score -6757760 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 19247 members Entering Unmasked Estep Score: -6757932.000000 Penalty: 12701.655273 Iteration 14Q: 3 clusters Score -6757932 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11992 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -6758171.000000 Penalty: 12701.655273 Iteration 15Q: 3 clusters Score -6758171 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 20594 members Entering Unmasked Estep Score: -6758474.000000 Penalty: 12701.655273 Iteration 16Q: 3 clusters Score -6758474 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 21498 members Entering Unmasked Estep Score: -6758875.500000 Penalty: 12701.655273 Iteration 17Q: 3 clusters Score -6758876 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 22602 members Entering Unmasked Estep Score: -6759475.000000 Penalty: 12701.655273 Iteration 18Q: 3 clusters Score -6759475 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 23884 members Entering Unmasked Estep Score: -6760192.000000 Penalty: 12701.655273 Iteration 19Q: 3 clusters Score -6760192 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 25246 members Entering Unmasked Estep Score: -6761087.500000 Penalty: 12701.655273 Iteration 20F: 3 clusters Score -6761088 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 26606 members Entering Unmasked Estep Score: -6761997.500000 Penalty: 12701.655273 Iteration 21Q: 3 clusters Score -6761998 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 27818 members Entering Unmasked Estep Score: -6762936.500000 Penalty: 12701.655273 Iteration 22Q: 3 clusters Score -6762936 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 28833 members Entering Unmasked Estep Score: -6763769.000000 Penalty: 12701.655273 Iteration 23Q: 3 clusters Score -6763769 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 29600 members Entering Unmasked Estep Score: -6764383.500000 Penalty: 12701.655273 Iteration 24Q: 3 clusters Score -6764384 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 30122 members Entering Unmasked Estep Score: -6764850.500000 Penalty: 12701.655273 Iteration 25Q: 3 clusters Score -6764850 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 30452 members Entering Unmasked Estep Score: -6765165.500000 Penalty: 12701.655273 Iteration 26Q: 3 clusters Score -6765166 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 30648 members Entering Unmasked Estep Score: -6765366.000000 Penalty: 12701.655273 Iteration 27Q: 3 clusters Score -6765366 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 30784 members Entering Unmasked Estep Score: -6765484.000000 Penalty: 12701.655273 Iteration 28Q: 3 clusters Score -6765484 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 30878 members Entering Unmasked Estep Score: -6765599.000000 Penalty: 12701.655273 Iteration 29Q: 3 clusters Score -6765599 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 30945 members Entering Unmasked Estep Score: -6765670.500000 Penalty: 12701.655273 Iteration 30Q: 3 clusters Score -6765670 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 30990 members Entering Unmasked Estep Score: -6765712.000000 Penalty: 12701.655273 Iteration 31Q: 3 clusters Score -6765712 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 31018 members Entering Unmasked Estep Score: -6765774.000000 Penalty: 12701.655273 Iteration 32Q: 3 clusters Score -6765774 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 31054 members Entering Unmasked Estep Score: -6765828.500000 Penalty: 12701.655273 Iteration 33Q: 3 clusters Score -6765828 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 31066 members Entering Unmasked Estep Score: -6765849.000000 Penalty: 12701.655273 Iteration 34Q: 3 clusters Score -6765849 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 31086 members Entering Unmasked Estep Score: -6765870.500000 Penalty: 12701.655273 Iteration 35Q: 3 clusters Score -6765870 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 31099 members Entering Unmasked Estep Score: -6765884.500000 Penalty: 12701.655273 Iteration 36Q: 3 clusters Score -6765884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 31111 members Entering Unmasked Estep Score: -6765908.500000 Penalty: 12701.655273 Iteration 37Q: 3 clusters Score -6765908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 31119 members Entering Unmasked Estep Score: -6765921.000000 Penalty: 12701.655273 Iteration 38Q: 3 clusters Score -6765921 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 31126 members Entering Unmasked Estep Score: -6765934.000000 Penalty: 12701.655273 Iteration 39Q: 3 clusters Score -6765934 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 31137 members Entering Unmasked Estep Score: -6765945.000000 Penalty: 12701.655273 Iteration 40F: 3 clusters Score -6765945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 31140 members Entering Unmasked Estep Score: -6765950.500000 Penalty: 12701.655273 Iteration 41Q: 3 clusters Score -6765950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 31147 members Entering Unmasked Estep Score: -6765955.500000 Penalty: 12701.655273 Iteration 42Q: 3 clusters Score -6765956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 31152 members Entering Unmasked Estep Score: -6765968.500000 Penalty: 12701.655273 Iteration 43Q: 3 clusters Score -6765968 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 31157 members Entering Unmasked Estep Score: -6765973.500000 Penalty: 12701.655273 Iteration 44Q: 3 clusters Score -6765974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 31160 members Entering Unmasked Estep Score: -6765983.500000 Penalty: 12701.655273 Iteration 45Q: 3 clusters Score -6765984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 31159 members Entering Unmasked Estep Score: -6765983.000000 Penalty: 12701.655273 Iteration 46Q: 3 clusters Score -6765983 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 31160 members Entering Unmasked Estep Score: -6765979.500000 Penalty: 12701.655273 Iteration 47Q: 3 clusters Score -6765980 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 31163 members Entering Unmasked Estep Score: -6765987.000000 Penalty: 12701.655273 Iteration 48Q: 3 clusters Score -6765987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 31166 members Entering Unmasked Estep Score: -6765992.500000 Penalty: 12701.655273 Iteration 49Q: 3 clusters Score -6765992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 31169 members Entering Unmasked Estep Score: -6765991.500000 Penalty: 12701.655273 Iteration 50Q: 3 clusters Score -6765992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 31173 members Entering Unmasked Estep Score: -6765997.000000 Penalty: 12701.655273 Iteration 51Q: 3 clusters Score -6765997 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 31178 members Entering Unmasked Estep Score: -6766010.500000 Penalty: 12701.655273 Iteration 52Q: 3 clusters Score -6766010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 31180 members Entering Unmasked Estep Score: -6766009.000000 Penalty: 12701.655273 Iteration 53Q: 3 clusters Score -6766009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 31182 members Entering Unmasked Estep Score: -6766007.000000 Penalty: 12701.655273 Iteration 54Q: 3 clusters Score -6766007 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 31183 members Entering Unmasked Estep Score: -6766003.500000 Penalty: 12701.655273 Iteration 55Q: 3 clusters Score -6766004 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 31184 members Entering Unmasked Estep Score: -6766016.000000 Penalty: 12701.655273 Iteration 56Q: 3 clusters Score -6766016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 31185 members Entering Unmasked Estep Score: -6766013.500000 Penalty: 12701.655273 Iteration 57Q: 3 clusters Score -6766014 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 31185 members Entering Unmasked Estep Score: -6766013.500000 Penalty: 12701.655273 Iteration 58F: 3 clusters Score -6766014 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15463 members Entering Unmasked Estep Score: -3316199.250000 Penalty: 5908.300293 Iteration 0F: 2 clusters Score -3316199 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -3302520.500000 Penalty: 11816.600586 Iteration 0F: 3 clusters Score -3302520 nChanged 6094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -3306131.500000 Penalty: 11816.600586 Iteration 1F: 3 clusters Score -3306132 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -3307231.250000 Penalty: 11816.600586 Iteration 2F: 3 clusters Score -3307231 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -3308084.750000 Penalty: 11816.600586 Iteration 3F: 3 clusters Score -3308085 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -3308753.500000 Penalty: 11816.600586 Iteration 4F: 3 clusters Score -3308754 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -3309305.750000 Penalty: 11816.600586 Iteration 5F: 3 clusters Score -3309306 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -3309770.750000 Penalty: 11816.600586 Iteration 6Q: 3 clusters Score -3309771 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -3310172.250000 Penalty: 11816.600586 Iteration 7Q: 3 clusters Score -3310172 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -3310522.500000 Penalty: 11816.600586 Iteration 8Q: 3 clusters Score -3310522 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -3310837.000000 Penalty: 11816.600586 Iteration 9Q: 3 clusters Score -3310837 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -3311133.000000 Penalty: 11816.600586 Iteration 10Q: 3 clusters Score -3311133 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -3311358.250000 Penalty: 11816.600586 Iteration 11Q: 3 clusters Score -3311358 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 12163 members Entering Unmasked Estep Score: -3311553.500000 Penalty: 11816.600586 Iteration 12Q: 3 clusters Score -3311554 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 12429 members Entering Unmasked Estep Score: -3311735.750000 Penalty: 11816.600586 Iteration 13Q: 3 clusters Score -3311736 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -3311888.750000 Penalty: 11816.600586 Iteration 14Q: 3 clusters Score -3311889 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 12922 members Entering Unmasked Estep Score: -3312049.750000 Penalty: 11816.600586 Iteration 15Q: 3 clusters Score -3312050 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -3312173.000000 Penalty: 11816.600586 Iteration 16Q: 3 clusters Score -3312173 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -3312296.500000 Penalty: 11816.600586 Iteration 17Q: 3 clusters Score -3312296 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 13421 members Entering Unmasked Estep Score: -3312387.000000 Penalty: 11816.600586 Iteration 18Q: 3 clusters Score -3312387 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -3312437.250000 Penalty: 11816.600586 Iteration 19Q: 3 clusters Score -3312437 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 13587 members Entering Unmasked Estep Score: -3312475.000000 Penalty: 11816.600586 Iteration 20F: 3 clusters Score -3312475 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -3312509.000000 Penalty: 11816.600586 Iteration 21Q: 3 clusters Score -3312509 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -3312531.250000 Penalty: 11816.600586 Iteration 22Q: 3 clusters Score -3312531 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -3312548.000000 Penalty: 11816.600586 Iteration 23Q: 3 clusters Score -3312548 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 13763 members Entering Unmasked Estep Score: -3312566.500000 Penalty: 11816.600586 Iteration 24Q: 3 clusters Score -3312566 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 13790 members Entering Unmasked Estep Score: -3312582.250000 Penalty: 11816.600586 Iteration 25Q: 3 clusters Score -3312582 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -3312599.000000 Penalty: 11816.600586 Iteration 26Q: 3 clusters Score -3312599 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 13822 members Entering Unmasked Estep Score: -3312608.000000 Penalty: 11816.600586 Iteration 27Q: 3 clusters Score -3312608 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 13830 members Entering Unmasked Estep Score: -3312611.000000 Penalty: 11816.600586 Iteration 28Q: 3 clusters Score -3312611 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -3312614.500000 Penalty: 11816.600586 Iteration 29Q: 3 clusters Score -3312614 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 13851 members Entering Unmasked Estep Score: -3312620.250000 Penalty: 11816.600586 Iteration 30Q: 3 clusters Score -3312620 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 13859 members Entering Unmasked Estep Score: -3312624.500000 Penalty: 11816.600586 Iteration 31Q: 3 clusters Score -3312624 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 13867 members Entering Unmasked Estep Score: -3312631.250000 Penalty: 11816.600586 Iteration 32Q: 3 clusters Score -3312631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 13871 members Entering Unmasked Estep Score: -3312631.250000 Penalty: 11816.600586 Iteration 33Q: 3 clusters Score -3312631 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -3312628.250000 Penalty: 11816.600586 Iteration 34Q: 3 clusters Score -3312628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -3312625.000000 Penalty: 11816.600586 Iteration 35Q: 3 clusters Score -3312625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 13878 members Entering Unmasked Estep Score: -3312628.000000 Penalty: 11816.600586 Iteration 36Q: 3 clusters Score -3312628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 13881 members Entering Unmasked Estep Score: -3312629.750000 Penalty: 11816.600586 Iteration 37Q: 3 clusters Score -3312630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -3312633.750000 Penalty: 11816.600586 Iteration 38Q: 3 clusters Score -3312634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -3312634.250000 Penalty: 11816.600586 Iteration 39Q: 3 clusters Score -3312634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 13888 members Entering Unmasked Estep Score: -3312630.500000 Penalty: 11816.600586 Iteration 40F: 3 clusters Score -3312630 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Entering Unmasked Estep Score: -491115.343750 Penalty: 4748.568359 Iteration 0F: 2 clusters Score -491115.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -485824.625000 Penalty: 9497.136719 Iteration 0F: 3 clusters Score -485824.6 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -486487.937500 Penalty: 9497.136719 Iteration 1F: 3 clusters Score -486487.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -486673.718750 Penalty: 9497.136719 Iteration 2F: 3 clusters Score -486673.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -486771.468750 Penalty: 9497.136719 Iteration 3Q: 3 clusters Score -486771.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -486823.000000 Penalty: 9497.136719 Iteration 4Q: 3 clusters Score -486823 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -486859.812500 Penalty: 9497.136719 Iteration 5Q: 3 clusters Score -486859.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -486885.000000 Penalty: 9497.136719 Iteration 6Q: 3 clusters Score -486885 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -486903.218750 Penalty: 9497.136719 Iteration 7Q: 3 clusters Score -486903.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -486922.500000 Penalty: 9497.136719 Iteration 8Q: 3 clusters Score -486922.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -486941.343750 Penalty: 9497.136719 Iteration 9Q: 3 clusters Score -486941.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -486948.687500 Penalty: 9497.136719 Iteration 10Q: 3 clusters Score -486948.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -486953.281250 Penalty: 9497.136719 Iteration 11Q: 3 clusters Score -486953.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -486956.968750 Penalty: 9497.136719 Iteration 12Q: 3 clusters Score -486957 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -486957.906250 Penalty: 9497.136719 Iteration 13Q: 3 clusters Score -486957.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -486961.437500 Penalty: 9497.136719 Iteration 14Q: 3 clusters Score -486961.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -486964.843750 Penalty: 9497.136719 Iteration 15Q: 3 clusters Score -486964.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -486971.875000 Penalty: 9497.136719 Iteration 16Q: 3 clusters Score -486971.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -486975.968750 Penalty: 9497.136719 Iteration 17Q: 3 clusters Score -486976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -486981.750000 Penalty: 9497.136719 Iteration 18Q: 3 clusters Score -486981.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -486986.468750 Penalty: 9497.136719 Iteration 19Q: 3 clusters Score -486986.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -486994.437500 Penalty: 9497.136719 Iteration 20F: 3 clusters Score -486994.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -487000.343750 Penalty: 9497.136719 Iteration 21Q: 3 clusters Score -487000.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -487004.000000 Penalty: 9497.136719 Iteration 22Q: 3 clusters Score -487004 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -487004.000000 Penalty: 9497.136719 Iteration 23F: 3 clusters Score -487004 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Entering Unmasked Estep Score: -115876.515625 Penalty: 3932.246826 Iteration 0F: 2 clusters Score -115876.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -112455.093750 Penalty: 7864.493652 Iteration 0F: 3 clusters Score -112455.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -112699.265625 Penalty: 7864.493652 Iteration 1F: 3 clusters Score -112699.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -112759.882812 Penalty: 7864.493652 Iteration 2Q: 3 clusters Score -112759.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -112772.781250 Penalty: 7864.493652 Iteration 3Q: 3 clusters Score -112772.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -112786.804688 Penalty: 7864.493652 Iteration 4Q: 3 clusters Score -112786.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -112790.835938 Penalty: 7864.493652 Iteration 5Q: 3 clusters Score -112790.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -112799.890625 Penalty: 7864.493652 Iteration 6Q: 3 clusters Score -112799.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -112814.523438 Penalty: 7864.493652 Iteration 7Q: 3 clusters Score -112814.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -112814.523438 Penalty: 7864.493652 Iteration 8F: 3 clusters Score -112814.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Entering Unmasked Estep Score: -251704.531250 Penalty: 4368.165527 Iteration 0F: 2 clusters Score -251704.5 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 618 members Entering Unmasked Estep Score: -247426.390625 Penalty: 8736.331055 Iteration 0F: 3 clusters Score -247426.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -247975.015625 Penalty: 8736.331055 Iteration 1F: 3 clusters Score -247975 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -248137.437500 Penalty: 8736.331055 Iteration 2Q: 3 clusters Score -248137.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -248249.281250 Penalty: 8736.331055 Iteration 3Q: 3 clusters Score -248249.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -248317.203125 Penalty: 8736.331055 Iteration 4Q: 3 clusters Score -248317.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -248381.437500 Penalty: 8736.331055 Iteration 5Q: 3 clusters Score -248381.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -248449.687500 Penalty: 8736.331055 Iteration 6Q: 3 clusters Score -248449.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -248478.968750 Penalty: 8736.331055 Iteration 7Q: 3 clusters Score -248479 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -248508.421875 Penalty: 8736.331055 Iteration 8Q: 3 clusters Score -248508.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -248560.968750 Penalty: 8736.331055 Iteration 9Q: 3 clusters Score -248561 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -248605.000000 Penalty: 8736.331055 Iteration 10Q: 3 clusters Score -248605 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -248641.593750 Penalty: 8736.331055 Iteration 11Q: 3 clusters Score -248641.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -248658.390625 Penalty: 8736.331055 Iteration 12Q: 3 clusters Score -248658.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -248667.750000 Penalty: 8736.331055 Iteration 13Q: 3 clusters Score -248667.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -248668.171875 Penalty: 8736.331055 Iteration 14Q: 3 clusters Score -248668.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -248669.687500 Penalty: 8736.331055 Iteration 15Q: 3 clusters Score -248669.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -248669.687500 Penalty: 8736.331055 Iteration 16F: 3 clusters Score -248669.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27263 members Entering Unmasked Estep Score: -5511349.500000 Penalty: 6255.637207 Iteration 0F: 2 clusters Score -5511350 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13604 members Mstep: Class 2 contains 13659 members Entering Unmasked Estep Score: -5490251.000000 Penalty: 12511.274414 Iteration 0F: 3 clusters Score -5490251 nChanged 11415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13453 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -5496418.500000 Penalty: 12511.274414 Iteration 1F: 3 clusters Score -5496418 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13305 members Mstep: Class 2 contains 13958 members Entering Unmasked Estep Score: -5497254.500000 Penalty: 12511.274414 Iteration 2F: 3 clusters Score -5497254 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13067 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -5497848.000000 Penalty: 12511.274414 Iteration 3F: 3 clusters Score -5497848 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 14400 members Entering Unmasked Estep Score: -5498329.500000 Penalty: 12511.274414 Iteration 4Q: 3 clusters Score -5498330 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 14618 members Entering Unmasked Estep Score: -5498677.500000 Penalty: 12511.274414 Iteration 5Q: 3 clusters Score -5498678 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 14805 members Entering Unmasked Estep Score: -5498984.500000 Penalty: 12511.274414 Iteration 6Q: 3 clusters Score -5498984 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12231 members Mstep: Class 2 contains 15032 members Entering Unmasked Estep Score: -5499256.500000 Penalty: 12511.274414 Iteration 7Q: 3 clusters Score -5499256 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -5499560.000000 Penalty: 12511.274414 Iteration 8Q: 3 clusters Score -5499560 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 15606 members Entering Unmasked Estep Score: -5499894.000000 Penalty: 12511.274414 Iteration 9Q: 3 clusters Score -5499894 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 15893 members Entering Unmasked Estep Score: -5500230.000000 Penalty: 12511.274414 Iteration 10Q: 3 clusters Score -5500230 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 16256 members Entering Unmasked Estep Score: -5500558.000000 Penalty: 12511.274414 Iteration 11Q: 3 clusters Score -5500558 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 16687 members Entering Unmasked Estep Score: -5500927.000000 Penalty: 12511.274414 Iteration 12Q: 3 clusters Score -5500927 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 17130 members Entering Unmasked Estep Score: -5501294.500000 Penalty: 12511.274414 Iteration 13Q: 3 clusters Score -5501294 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 17583 members Entering Unmasked Estep Score: -5501672.500000 Penalty: 12511.274414 Iteration 14Q: 3 clusters Score -5501672 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 18041 members Entering Unmasked Estep Score: -5502039.000000 Penalty: 12511.274414 Iteration 15Q: 3 clusters Score -5502039 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 18506 members Entering Unmasked Estep Score: -5502378.500000 Penalty: 12511.274414 Iteration 16Q: 3 clusters Score -5502378 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 19014 members Entering Unmasked Estep Score: -5502810.000000 Penalty: 12511.274414 Iteration 17Q: 3 clusters Score -5502810 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 19577 members Entering Unmasked Estep Score: -5503220.000000 Penalty: 12511.274414 Iteration 18Q: 3 clusters Score -5503220 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 20119 members Entering Unmasked Estep Score: -5503565.000000 Penalty: 12511.274414 Iteration 19Q: 3 clusters Score -5503565 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 20593 members Entering Unmasked Estep Score: -5503891.500000 Penalty: 12511.274414 Iteration 20F: 3 clusters Score -5503892 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 21057 members Entering Unmasked Estep Score: -5504200.500000 Penalty: 12511.274414 Iteration 21Q: 3 clusters Score -5504200 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -5504462.500000 Penalty: 12511.274414 Iteration 22Q: 3 clusters Score -5504462 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 21929 members Entering Unmasked Estep Score: -5504751.000000 Penalty: 12511.274414 Iteration 23Q: 3 clusters Score -5504751 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 22357 members Entering Unmasked Estep Score: -5505042.000000 Penalty: 12511.274414 Iteration 24Q: 3 clusters Score -5505042 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 22758 members Entering Unmasked Estep Score: -5505371.000000 Penalty: 12511.274414 Iteration 25Q: 3 clusters Score -5505371 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -5505644.000000 Penalty: 12511.274414 Iteration 26Q: 3 clusters Score -5505644 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 23403 members Entering Unmasked Estep Score: -5505828.000000 Penalty: 12511.274414 Iteration 27Q: 3 clusters Score -5505828 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 23633 members Entering Unmasked Estep Score: -5505978.000000 Penalty: 12511.274414 Iteration 28Q: 3 clusters Score -5505978 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 23815 members Entering Unmasked Estep Score: -5506076.500000 Penalty: 12511.274414 Iteration 29Q: 3 clusters Score -5506076 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 23973 members Entering Unmasked Estep Score: -5506195.500000 Penalty: 12511.274414 Iteration 30Q: 3 clusters Score -5506196 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 24096 members Entering Unmasked Estep Score: -5506265.500000 Penalty: 12511.274414 Iteration 31Q: 3 clusters Score -5506266 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 24215 members Entering Unmasked Estep Score: -5506322.500000 Penalty: 12511.274414 Iteration 32Q: 3 clusters Score -5506322 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 24322 members Entering Unmasked Estep Score: -5506403.500000 Penalty: 12511.274414 Iteration 33Q: 3 clusters Score -5506404 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 24420 members Entering Unmasked Estep Score: -5506463.500000 Penalty: 12511.274414 Iteration 34Q: 3 clusters Score -5506464 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 24505 members Entering Unmasked Estep Score: -5506503.000000 Penalty: 12511.274414 Iteration 35Q: 3 clusters Score -5506503 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 24578 members Entering Unmasked Estep Score: -5506529.500000 Penalty: 12511.274414 Iteration 36Q: 3 clusters Score -5506530 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 24650 members Entering Unmasked Estep Score: -5506578.500000 Penalty: 12511.274414 Iteration 37Q: 3 clusters Score -5506578 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 24706 members Entering Unmasked Estep Score: -5506586.500000 Penalty: 12511.274414 Iteration 38Q: 3 clusters Score -5506586 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 24755 members Entering Unmasked Estep Score: -5506644.000000 Penalty: 12511.274414 Iteration 39Q: 3 clusters Score -5506644 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 24812 members Entering Unmasked Estep Score: -5506669.000000 Penalty: 12511.274414 Iteration 40F: 3 clusters Score -5506669 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 24861 members Entering Unmasked Estep Score: -5506697.500000 Penalty: 12511.274414 Iteration 41Q: 3 clusters Score -5506698 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 24902 members Entering Unmasked Estep Score: -5506709.500000 Penalty: 12511.274414 Iteration 42Q: 3 clusters Score -5506710 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 24938 members Entering Unmasked Estep Score: -5506740.000000 Penalty: 12511.274414 Iteration 43Q: 3 clusters Score -5506740 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 24953 members Entering Unmasked Estep Score: -5506765.500000 Penalty: 12511.274414 Iteration 44Q: 3 clusters Score -5506766 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 24979 members Entering Unmasked Estep Score: -5506764.500000 Penalty: 12511.274414 Iteration 45Q: 3 clusters Score -5506764 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 24999 members Entering Unmasked Estep Score: -5506779.000000 Penalty: 12511.274414 Iteration 46Q: 3 clusters Score -5506779 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 25018 members Entering Unmasked Estep Score: -5506789.500000 Penalty: 12511.274414 Iteration 47Q: 3 clusters Score -5506790 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 25039 members Entering Unmasked Estep Score: -5506799.000000 Penalty: 12511.274414 Iteration 48Q: 3 clusters Score -5506799 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 25059 members Entering Unmasked Estep Score: -5506814.500000 Penalty: 12511.274414 Iteration 49Q: 3 clusters Score -5506814 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 25072 members Entering Unmasked Estep Score: -5506822.500000 Penalty: 12511.274414 Iteration 50Q: 3 clusters Score -5506822 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 25080 members Entering Unmasked Estep Score: -5506828.500000 Penalty: 12511.274414 Iteration 51Q: 3 clusters Score -5506828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 25086 members Entering Unmasked Estep Score: -5506839.000000 Penalty: 12511.274414 Iteration 52Q: 3 clusters Score -5506839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 25091 members Entering Unmasked Estep Score: -5506836.500000 Penalty: 12511.274414 Iteration 53Q: 3 clusters Score -5506836 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 25096 members Entering Unmasked Estep Score: -5506844.500000 Penalty: 12511.274414 Iteration 54Q: 3 clusters Score -5506844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 25106 members Entering Unmasked Estep Score: -5506852.000000 Penalty: 12511.274414 Iteration 55Q: 3 clusters Score -5506852 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 25110 members Entering Unmasked Estep Score: -5506859.000000 Penalty: 12511.274414 Iteration 56Q: 3 clusters Score -5506859 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 25121 members Entering Unmasked Estep Score: -5506861.000000 Penalty: 12511.274414 Iteration 57Q: 3 clusters Score -5506861 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 25131 members Entering Unmasked Estep Score: -5506863.500000 Penalty: 12511.274414 Iteration 58Q: 3 clusters Score -5506864 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 25140 members Entering Unmasked Estep Score: -5506870.000000 Penalty: 12511.274414 Iteration 59Q: 3 clusters Score -5506870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 25141 members Entering Unmasked Estep Score: -5506878.000000 Penalty: 12511.274414 Iteration 60F: 3 clusters Score -5506878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 25143 members Entering Unmasked Estep Score: -5506877.500000 Penalty: 12511.274414 Iteration 61Q: 3 clusters Score -5506878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 25146 members Entering Unmasked Estep Score: -5506877.000000 Penalty: 12511.274414 Iteration 62Q: 3 clusters Score -5506877 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 25148 members Entering Unmasked Estep Score: -5506879.000000 Penalty: 12511.274414 Iteration 63Q: 3 clusters Score -5506879 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 25149 members Entering Unmasked Estep Score: -5506880.500000 Penalty: 12511.274414 Iteration 64Q: 3 clusters Score -5506880 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 25153 members Entering Unmasked Estep Score: -5506881.000000 Penalty: 12511.274414 Iteration 65Q: 3 clusters Score -5506881 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 25154 members Entering Unmasked Estep Score: -5506877.000000 Penalty: 12511.274414 Iteration 66Q: 3 clusters Score -5506877 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 25154 members Entering Unmasked Estep Score: -5506877.000000 Penalty: 12511.274414 Iteration 67F: 3 clusters Score -5506877 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -69528.367188 Penalty: 3732.311523 Iteration 0F: 2 clusters Score -69528.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -66448.429688 Penalty: 7464.623047 Iteration 0F: 3 clusters Score -66448.43 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -66807.460938 Penalty: 7464.623047 Iteration 1F: 3 clusters Score -66807.46 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -66952.234375 Penalty: 7464.623047 Iteration 2Q: 3 clusters Score -66952.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -67043.507812 Penalty: 7464.623047 Iteration 3Q: 3 clusters Score -67043.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -67115.546875 Penalty: 7464.623047 Iteration 4Q: 3 clusters Score -67115.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -67141.070312 Penalty: 7464.623047 Iteration 5Q: 3 clusters Score -67141.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -67170.609375 Penalty: 7464.623047 Iteration 6Q: 3 clusters Score -67170.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -67197.265625 Penalty: 7464.623047 Iteration 7Q: 3 clusters Score -67197.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -67197.265625 Penalty: 7464.623047 Iteration 8F: 3 clusters Score -67197.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8388 members Entering Unmasked Estep Score: -1759206.875000 Penalty: 5533.666504 Iteration 0F: 2 clusters Score -1759207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1749962.750000 Penalty: 11067.333008 Iteration 0F: 3 clusters Score -1749963 nChanged 3014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1751869.375000 Penalty: 11067.333008 Iteration 1F: 3 clusters Score -1751869 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1752473.625000 Penalty: 11067.333008 Iteration 2F: 3 clusters Score -1752474 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1752876.500000 Penalty: 11067.333008 Iteration 3F: 3 clusters Score -1752876 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1753160.125000 Penalty: 11067.333008 Iteration 4Q: 3 clusters Score -1753160 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1753401.875000 Penalty: 11067.333008 Iteration 5Q: 3 clusters Score -1753402 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1753660.500000 Penalty: 11067.333008 Iteration 6Q: 3 clusters Score -1753660 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1753916.375000 Penalty: 11067.333008 Iteration 7Q: 3 clusters Score -1753916 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1754116.000000 Penalty: 11067.333008 Iteration 8Q: 3 clusters Score -1754116 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1754295.000000 Penalty: 11067.333008 Iteration 9Q: 3 clusters Score -1754295 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1754455.000000 Penalty: 11067.333008 Iteration 10Q: 3 clusters Score -1754455 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -1754585.875000 Penalty: 11067.333008 Iteration 11Q: 3 clusters Score -1754586 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1754698.250000 Penalty: 11067.333008 Iteration 12Q: 3 clusters Score -1754698 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -1754786.375000 Penalty: 11067.333008 Iteration 13Q: 3 clusters Score -1754786 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -1754853.875000 Penalty: 11067.333008 Iteration 14Q: 3 clusters Score -1754854 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1754899.000000 Penalty: 11067.333008 Iteration 15Q: 3 clusters Score -1754899 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -1754937.750000 Penalty: 11067.333008 Iteration 16Q: 3 clusters Score -1754938 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1754961.375000 Penalty: 11067.333008 Iteration 17Q: 3 clusters Score -1754961 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1754991.000000 Penalty: 11067.333008 Iteration 18Q: 3 clusters Score -1754991 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1755010.875000 Penalty: 11067.333008 Iteration 19Q: 3 clusters Score -1755011 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1755022.000000 Penalty: 11067.333008 Iteration 20F: 3 clusters Score -1755022 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1755035.875000 Penalty: 11067.333008 Iteration 21Q: 3 clusters Score -1755036 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1755044.000000 Penalty: 11067.333008 Iteration 22Q: 3 clusters Score -1755044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -1755049.250000 Penalty: 11067.333008 Iteration 23Q: 3 clusters Score -1755049 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1755052.875000 Penalty: 11067.333008 Iteration 24Q: 3 clusters Score -1755053 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1755060.625000 Penalty: 11067.333008 Iteration 25Q: 3 clusters Score -1755061 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1755067.000000 Penalty: 11067.333008 Iteration 26Q: 3 clusters Score -1755067 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1755067.500000 Penalty: 11067.333008 Iteration 27Q: 3 clusters Score -1755068 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -1755074.000000 Penalty: 11067.333008 Iteration 28Q: 3 clusters Score -1755074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1755070.375000 Penalty: 11067.333008 Iteration 29Q: 3 clusters Score -1755070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1755074.625000 Penalty: 11067.333008 Iteration 30Q: 3 clusters Score -1755075 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1755077.000000 Penalty: 11067.333008 Iteration 31Q: 3 clusters Score -1755077 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1755082.250000 Penalty: 11067.333008 Iteration 32Q: 3 clusters Score -1755082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1755082.500000 Penalty: 11067.333008 Iteration 33Q: 3 clusters Score -1755082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1755082.375000 Penalty: 11067.333008 Iteration 34Q: 3 clusters Score -1755082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1755084.750000 Penalty: 11067.333008 Iteration 35Q: 3 clusters Score -1755085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1755082.250000 Penalty: 11067.333008 Iteration 36Q: 3 clusters Score -1755082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1755086.125000 Penalty: 11067.333008 Iteration 37Q: 3 clusters Score -1755086 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1755086.125000 Penalty: 11067.333008 Iteration 38F: 3 clusters Score -1755086 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16000 members Entering Unmasked Estep Score: -3348057.750000 Penalty: 5929.210449 Iteration 0F: 2 clusters Score -3348058 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -3333979.500000 Penalty: 11858.420898 Iteration 0F: 3 clusters Score -3333980 nChanged 6359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -3337341.500000 Penalty: 11858.420898 Iteration 1F: 3 clusters Score -3337342 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -3338041.500000 Penalty: 11858.420898 Iteration 2F: 3 clusters Score -3338042 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -3338667.500000 Penalty: 11858.420898 Iteration 3F: 3 clusters Score -3338668 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -3339280.000000 Penalty: 11858.420898 Iteration 4F: 3 clusters Score -3339280 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -3339909.000000 Penalty: 11858.420898 Iteration 5F: 3 clusters Score -3339909 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 9657 members Entering Unmasked Estep Score: -3340472.000000 Penalty: 11858.420898 Iteration 6F: 3 clusters Score -3340472 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -3341044.750000 Penalty: 11858.420898 Iteration 7Q: 3 clusters Score -3341045 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -3341574.250000 Penalty: 11858.420898 Iteration 8Q: 3 clusters Score -3341574 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 11129 members Entering Unmasked Estep Score: -3342087.750000 Penalty: 11858.420898 Iteration 9Q: 3 clusters Score -3342088 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 11597 members Entering Unmasked Estep Score: -3342501.750000 Penalty: 11858.420898 Iteration 10Q: 3 clusters Score -3342502 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -3342800.000000 Penalty: 11858.420898 Iteration 11Q: 3 clusters Score -3342800 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -3343040.000000 Penalty: 11858.420898 Iteration 12Q: 3 clusters Score -3343040 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 12542 members Entering Unmasked Estep Score: -3343191.000000 Penalty: 11858.420898 Iteration 13Q: 3 clusters Score -3343191 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -3343304.250000 Penalty: 11858.420898 Iteration 14Q: 3 clusters Score -3343304 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 12854 members Entering Unmasked Estep Score: -3343386.750000 Penalty: 11858.420898 Iteration 15Q: 3 clusters Score -3343387 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -3343448.000000 Penalty: 11858.420898 Iteration 16Q: 3 clusters Score -3343448 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -3343509.000000 Penalty: 11858.420898 Iteration 17Q: 3 clusters Score -3343509 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -3343552.000000 Penalty: 11858.420898 Iteration 18Q: 3 clusters Score -3343552 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -3343602.500000 Penalty: 11858.420898 Iteration 19Q: 3 clusters Score -3343602 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 13268 members Entering Unmasked Estep Score: -3343639.000000 Penalty: 11858.420898 Iteration 20F: 3 clusters Score -3343639 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -3343673.250000 Penalty: 11858.420898 Iteration 21Q: 3 clusters Score -3343673 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -3343717.000000 Penalty: 11858.420898 Iteration 22Q: 3 clusters Score -3343717 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 13433 members Entering Unmasked Estep Score: -3343743.250000 Penalty: 11858.420898 Iteration 23Q: 3 clusters Score -3343743 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -3343763.750000 Penalty: 11858.420898 Iteration 24Q: 3 clusters Score -3343764 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -3343772.750000 Penalty: 11858.420898 Iteration 25Q: 3 clusters Score -3343773 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -3343785.250000 Penalty: 11858.420898 Iteration 26Q: 3 clusters Score -3343785 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 13554 members Entering Unmasked Estep Score: -3343805.500000 Penalty: 11858.420898 Iteration 27Q: 3 clusters Score -3343806 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -3343826.250000 Penalty: 11858.420898 Iteration 28Q: 3 clusters Score -3343826 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 13594 members Entering Unmasked Estep Score: -3343823.750000 Penalty: 11858.420898 Iteration 29Q: 3 clusters Score -3343824 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -3343833.250000 Penalty: 11858.420898 Iteration 30Q: 3 clusters Score -3343833 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 13633 members Entering Unmasked Estep Score: -3343846.750000 Penalty: 11858.420898 Iteration 31Q: 3 clusters Score -3343847 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -3343856.750000 Penalty: 11858.420898 Iteration 32Q: 3 clusters Score -3343857 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 13665 members Entering Unmasked Estep Score: -3343866.750000 Penalty: 11858.420898 Iteration 33Q: 3 clusters Score -3343867 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 13685 members Entering Unmasked Estep Score: -3343868.250000 Penalty: 11858.420898 Iteration 34Q: 3 clusters Score -3343868 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -3343874.500000 Penalty: 11858.420898 Iteration 35Q: 3 clusters Score -3343874 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 13715 members Entering Unmasked Estep Score: -3343877.750000 Penalty: 11858.420898 Iteration 36Q: 3 clusters Score -3343878 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -3343883.500000 Penalty: 11858.420898 Iteration 37Q: 3 clusters Score -3343884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -3343883.250000 Penalty: 11858.420898 Iteration 38Q: 3 clusters Score -3343883 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -3343883.250000 Penalty: 11858.420898 Iteration 39Q: 3 clusters Score -3343883 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 13743 members Entering Unmasked Estep Score: -3343885.750000 Penalty: 11858.420898 Iteration 40F: 3 clusters Score -3343886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 13748 members Entering Unmasked Estep Score: -3343879.750000 Penalty: 11858.420898 Iteration 41Q: 3 clusters Score -3343880 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 13753 members Entering Unmasked Estep Score: -3343892.500000 Penalty: 11858.420898 Iteration 42Q: 3 clusters Score -3343892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -3343899.750000 Penalty: 11858.420898 Iteration 43Q: 3 clusters Score -3343900 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 13763 members Entering Unmasked Estep Score: -3343902.000000 Penalty: 11858.420898 Iteration 44Q: 3 clusters Score -3343902 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -3343902.500000 Penalty: 11858.420898 Iteration 45Q: 3 clusters Score -3343902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 13772 members Entering Unmasked Estep Score: -3343904.000000 Penalty: 11858.420898 Iteration 46Q: 3 clusters Score -3343904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 13778 members Entering Unmasked Estep Score: -3343906.000000 Penalty: 11858.420898 Iteration 47Q: 3 clusters Score -3343906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -3343917.250000 Penalty: 11858.420898 Iteration 48Q: 3 clusters Score -3343917 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 13793 members Entering Unmasked Estep Score: -3343915.250000 Penalty: 11858.420898 Iteration 49Q: 3 clusters Score -3343915 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -3343926.750000 Penalty: 11858.420898 Iteration 50Q: 3 clusters Score -3343927 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 13807 members Entering Unmasked Estep Score: -3343925.500000 Penalty: 11858.420898 Iteration 51Q: 3 clusters Score -3343926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 13812 members Entering Unmasked Estep Score: -3343928.000000 Penalty: 11858.420898 Iteration 52Q: 3 clusters Score -3343928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 13817 members Entering Unmasked Estep Score: -3343933.250000 Penalty: 11858.420898 Iteration 53Q: 3 clusters Score -3343933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 13820 members Entering Unmasked Estep Score: -3343932.500000 Penalty: 11858.420898 Iteration 54Q: 3 clusters Score -3343932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 13826 members Entering Unmasked Estep Score: -3343933.750000 Penalty: 11858.420898 Iteration 55Q: 3 clusters Score -3343934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 13828 members Entering Unmasked Estep Score: -3343936.500000 Penalty: 11858.420898 Iteration 56Q: 3 clusters Score -3343936 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -3343943.250000 Penalty: 11858.420898 Iteration 57Q: 3 clusters Score -3343943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -3343943.000000 Penalty: 11858.420898 Iteration 58Q: 3 clusters Score -3343943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 13836 members Entering Unmasked Estep Score: -3343943.750000 Penalty: 11858.420898 Iteration 59Q: 3 clusters Score -3343944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -3343945.250000 Penalty: 11858.420898 Iteration 60F: 3 clusters Score -3343945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -3343945.250000 Penalty: 11858.420898 Iteration 61Q: 3 clusters Score -3343945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 13846 members Entering Unmasked Estep Score: -3343945.750000 Penalty: 11858.420898 Iteration 62Q: 3 clusters Score -3343946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 13848 members Entering Unmasked Estep Score: -3343945.750000 Penalty: 11858.420898 Iteration 63Q: 3 clusters Score -3343946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 13849 members Entering Unmasked Estep Score: -3343947.250000 Penalty: 11858.420898 Iteration 64Q: 3 clusters Score -3343947 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 13849 members Entering Unmasked Estep Score: -3343947.250000 Penalty: 11858.420898 Iteration 65F: 3 clusters Score -3343947 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Entering Unmasked Estep Score: -2240777.500000 Penalty: 5687.052246 Iteration 0F: 2 clusters Score -2240778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -2230061.250000 Penalty: 11374.104492 Iteration 0F: 3 clusters Score -2230061 nChanged 4016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -2232478.750000 Penalty: 11374.104492 Iteration 1F: 3 clusters Score -2232479 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -2233166.250000 Penalty: 11374.104492 Iteration 2F: 3 clusters Score -2233166 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -2233714.500000 Penalty: 11374.104492 Iteration 3F: 3 clusters Score -2233714 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -2234210.500000 Penalty: 11374.104492 Iteration 4F: 3 clusters Score -2234210 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -2234687.250000 Penalty: 11374.104492 Iteration 5F: 3 clusters Score -2234687 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -2235094.000000 Penalty: 11374.104492 Iteration 6Q: 3 clusters Score -2235094 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -2235425.500000 Penalty: 11374.104492 Iteration 7Q: 3 clusters Score -2235426 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -2235678.250000 Penalty: 11374.104492 Iteration 8Q: 3 clusters Score -2235678 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -2235894.750000 Penalty: 11374.104492 Iteration 9Q: 3 clusters Score -2235895 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -2236050.250000 Penalty: 11374.104492 Iteration 10Q: 3 clusters Score -2236050 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -2236174.750000 Penalty: 11374.104492 Iteration 11Q: 3 clusters Score -2236175 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -2236284.000000 Penalty: 11374.104492 Iteration 12Q: 3 clusters Score -2236284 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -2236357.500000 Penalty: 11374.104492 Iteration 13Q: 3 clusters Score -2236358 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -2236416.250000 Penalty: 11374.104492 Iteration 14Q: 3 clusters Score -2236416 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -2236474.750000 Penalty: 11374.104492 Iteration 15Q: 3 clusters Score -2236475 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -2236507.750000 Penalty: 11374.104492 Iteration 16Q: 3 clusters Score -2236508 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -2236547.000000 Penalty: 11374.104492 Iteration 17Q: 3 clusters Score -2236547 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -2236581.250000 Penalty: 11374.104492 Iteration 18Q: 3 clusters Score -2236581 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -2236601.500000 Penalty: 11374.104492 Iteration 19Q: 3 clusters Score -2236602 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -2236619.250000 Penalty: 11374.104492 Iteration 20F: 3 clusters Score -2236619 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -2236640.000000 Penalty: 11374.104492 Iteration 21Q: 3 clusters Score -2236640 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8458 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -2236657.250000 Penalty: 11374.104492 Iteration 22Q: 3 clusters Score -2236657 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -2236661.000000 Penalty: 11374.104492 Iteration 23Q: 3 clusters Score -2236661 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -2236671.250000 Penalty: 11374.104492 Iteration 24Q: 3 clusters Score -2236671 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -2236674.000000 Penalty: 11374.104492 Iteration 25Q: 3 clusters Score -2236674 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -2236679.000000 Penalty: 11374.104492 Iteration 26Q: 3 clusters Score -2236679 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -2236682.750000 Penalty: 11374.104492 Iteration 27Q: 3 clusters Score -2236683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -2236679.750000 Penalty: 11374.104492 Iteration 28Q: 3 clusters Score -2236680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -2236683.000000 Penalty: 11374.104492 Iteration 29Q: 3 clusters Score -2236683 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -2236688.750000 Penalty: 11374.104492 Iteration 30Q: 3 clusters Score -2236689 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -2236688.250000 Penalty: 11374.104492 Iteration 31Q: 3 clusters Score -2236688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -2236696.000000 Penalty: 11374.104492 Iteration 32Q: 3 clusters Score -2236696 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -2236699.000000 Penalty: 11374.104492 Iteration 33Q: 3 clusters Score -2236699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -2236697.000000 Penalty: 11374.104492 Iteration 34Q: 3 clusters Score -2236697 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -2236692.250000 Penalty: 11374.104492 Iteration 35Q: 3 clusters Score -2236692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -2236700.000000 Penalty: 11374.104492 Iteration 36Q: 3 clusters Score -2236700 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -2236700.000000 Penalty: 11374.104492 Iteration 37F: 3 clusters Score -2236700 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (22571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22571 members Entering Unmasked Estep Score: -4779357.500000 Penalty: 6139.957520 Iteration 0F: 2 clusters Score -4779358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -4761159.500000 Penalty: 12279.915039 Iteration 0F: 3 clusters Score -4761160 nChanged 9268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -4766110.000000 Penalty: 12279.915039 Iteration 1F: 3 clusters Score -4766110 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 10322 members Entering Unmasked Estep Score: -4766746.500000 Penalty: 12279.915039 Iteration 2F: 3 clusters Score -4766746 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -4767179.500000 Penalty: 12279.915039 Iteration 3Q: 3 clusters Score -4767180 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -4767439.500000 Penalty: 12279.915039 Iteration 4Q: 3 clusters Score -4767440 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13160 members Mstep: Class 2 contains 9411 members Entering Unmasked Estep Score: -4767728.000000 Penalty: 12279.915039 Iteration 5Q: 3 clusters Score -4767728 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -4767968.000000 Penalty: 12279.915039 Iteration 6Q: 3 clusters Score -4767968 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14053 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -4768230.500000 Penalty: 12279.915039 Iteration 7Q: 3 clusters Score -4768230 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14554 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -4768511.500000 Penalty: 12279.915039 Iteration 8Q: 3 clusters Score -4768512 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15110 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -4768821.500000 Penalty: 12279.915039 Iteration 9Q: 3 clusters Score -4768822 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -4769187.000000 Penalty: 12279.915039 Iteration 10Q: 3 clusters Score -4769187 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16432 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -4769626.000000 Penalty: 12279.915039 Iteration 11Q: 3 clusters Score -4769626 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17182 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -4770111.000000 Penalty: 12279.915039 Iteration 12Q: 3 clusters Score -4770111 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17974 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -4770657.500000 Penalty: 12279.915039 Iteration 13Q: 3 clusters Score -4770658 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18783 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -4771295.500000 Penalty: 12279.915039 Iteration 14Q: 3 clusters Score -4771296 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19508 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -4771893.500000 Penalty: 12279.915039 Iteration 15Q: 3 clusters Score -4771894 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20108 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -4772432.000000 Penalty: 12279.915039 Iteration 16Q: 3 clusters Score -4772432 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20566 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -4772829.000000 Penalty: 12279.915039 Iteration 17Q: 3 clusters Score -4772829 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20872 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -4773095.500000 Penalty: 12279.915039 Iteration 18Q: 3 clusters Score -4773096 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21091 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -4773312.500000 Penalty: 12279.915039 Iteration 19Q: 3 clusters Score -4773312 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -4773468.500000 Penalty: 12279.915039 Iteration 20F: 3 clusters Score -4773468 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21369 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -4773594.500000 Penalty: 12279.915039 Iteration 21Q: 3 clusters Score -4773594 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -4773671.000000 Penalty: 12279.915039 Iteration 22Q: 3 clusters Score -4773671 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21516 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -4773739.500000 Penalty: 12279.915039 Iteration 23Q: 3 clusters Score -4773740 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21564 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -4773794.500000 Penalty: 12279.915039 Iteration 24Q: 3 clusters Score -4773794 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21593 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -4773821.500000 Penalty: 12279.915039 Iteration 25Q: 3 clusters Score -4773822 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21626 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -4773851.000000 Penalty: 12279.915039 Iteration 26Q: 3 clusters Score -4773851 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21648 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -4773871.000000 Penalty: 12279.915039 Iteration 27Q: 3 clusters Score -4773871 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21663 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -4773889.500000 Penalty: 12279.915039 Iteration 28Q: 3 clusters Score -4773890 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21678 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -4773899.500000 Penalty: 12279.915039 Iteration 29Q: 3 clusters Score -4773900 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21686 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -4773924.000000 Penalty: 12279.915039 Iteration 30Q: 3 clusters Score -4773924 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21696 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -4773939.500000 Penalty: 12279.915039 Iteration 31Q: 3 clusters Score -4773940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -4773939.000000 Penalty: 12279.915039 Iteration 32Q: 3 clusters Score -4773939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21707 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -4773944.000000 Penalty: 12279.915039 Iteration 33Q: 3 clusters Score -4773944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21711 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -4773942.500000 Penalty: 12279.915039 Iteration 34Q: 3 clusters Score -4773942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21711 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -4773942.500000 Penalty: 12279.915039 Iteration 35F: 3 clusters Score -4773942 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (54304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54304 members Entering Unmasked Estep Score: -11532378.000000 Penalty: 6677.691406 Iteration 0F: 2 clusters Score -1.153238e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26993 members Mstep: Class 2 contains 27311 members Entering Unmasked Estep Score: -11494125.000000 Penalty: 13355.382812 Iteration 0F: 3 clusters Score -1.149412e+07 nChanged 23988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26135 members Mstep: Class 2 contains 28169 members Entering Unmasked Estep Score: -11507091.000000 Penalty: 13355.382812 Iteration 1F: 3 clusters Score -1.150709e+07 nChanged 2682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25661 members Mstep: Class 2 contains 28643 members Entering Unmasked Estep Score: -11508020.000000 Penalty: 13355.382812 Iteration 2Q: 3 clusters Score -1.150802e+07 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25113 members Mstep: Class 2 contains 29191 members Entering Unmasked Estep Score: -11508752.000000 Penalty: 13355.382812 Iteration 3Q: 3 clusters Score -1.150875e+07 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24499 members Mstep: Class 2 contains 29805 members Entering Unmasked Estep Score: -11509316.000000 Penalty: 13355.382812 Iteration 4Q: 3 clusters Score -1.150932e+07 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23662 members Mstep: Class 2 contains 30642 members Entering Unmasked Estep Score: -11509898.000000 Penalty: 13355.382812 Iteration 5Q: 3 clusters Score -1.15099e+07 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22588 members Mstep: Class 2 contains 31716 members Entering Unmasked Estep Score: -11510454.000000 Penalty: 13355.382812 Iteration 6Q: 3 clusters Score -1.151045e+07 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21265 members Mstep: Class 2 contains 33039 members Entering Unmasked Estep Score: -11511113.000000 Penalty: 13355.382812 Iteration 7Q: 3 clusters Score -1.151111e+07 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19669 members Mstep: Class 2 contains 34635 members Entering Unmasked Estep Score: -11512016.000000 Penalty: 13355.382812 Iteration 8Q: 3 clusters Score -1.151202e+07 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 36645 members Entering Unmasked Estep Score: -11513152.000000 Penalty: 13355.382812 Iteration 9Q: 3 clusters Score -1.151315e+07 nChanged 2535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15254 members Mstep: Class 2 contains 39050 members Entering Unmasked Estep Score: -11514734.000000 Penalty: 13355.382812 Iteration 10Q: 3 clusters Score -1.151473e+07 nChanged 2866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12462 members Mstep: Class 2 contains 41842 members Entering Unmasked Estep Score: -11516704.000000 Penalty: 13355.382812 Iteration 11F: 3 clusters Score -1.15167e+07 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 44800 members Entering Unmasked Estep Score: -11519013.000000 Penalty: 13355.382812 Iteration 12F: 3 clusters Score -1.151901e+07 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 47608 members Entering Unmasked Estep Score: -11521416.000000 Penalty: 13355.382812 Iteration 13F: 3 clusters Score -1.152142e+07 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 49841 members Entering Unmasked Estep Score: -11523246.000000 Penalty: 13355.382812 Iteration 14Q: 3 clusters Score -1.152325e+07 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 51265 members Entering Unmasked Estep Score: -11524526.000000 Penalty: 13355.382812 Iteration 15Q: 3 clusters Score -1.152453e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 52155 members Entering Unmasked Estep Score: -11525342.000000 Penalty: 13355.382812 Iteration 16Q: 3 clusters Score -1.152534e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 52646 members Entering Unmasked Estep Score: -11525777.000000 Penalty: 13355.382812 Iteration 17Q: 3 clusters Score -1.152578e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 52900 members Entering Unmasked Estep Score: -11526072.000000 Penalty: 13355.382812 Iteration 18Q: 3 clusters Score -1.152607e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 53059 members Entering Unmasked Estep Score: -11526235.000000 Penalty: 13355.382812 Iteration 19Q: 3 clusters Score -1.152624e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 53151 members Entering Unmasked Estep Score: -11526359.000000 Penalty: 13355.382812 Iteration 20F: 3 clusters Score -1.152636e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 53221 members Entering Unmasked Estep Score: -11526426.000000 Penalty: 13355.382812 Iteration 21Q: 3 clusters Score -1.152643e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 53268 members Entering Unmasked Estep Score: -11526507.000000 Penalty: 13355.382812 Iteration 22Q: 3 clusters Score -1.152651e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 53302 members Entering Unmasked Estep Score: -11526557.000000 Penalty: 13355.382812 Iteration 23Q: 3 clusters Score -1.152656e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 53334 members Entering Unmasked Estep Score: -11526584.000000 Penalty: 13355.382812 Iteration 24Q: 3 clusters Score -1.152658e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 53359 members Entering Unmasked Estep Score: -11526634.000000 Penalty: 13355.382812 Iteration 25Q: 3 clusters Score -1.152663e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 53366 members Entering Unmasked Estep Score: -11526659.000000 Penalty: 13355.382812 Iteration 26Q: 3 clusters Score -1.152666e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 53380 members Entering Unmasked Estep Score: -11526671.000000 Penalty: 13355.382812 Iteration 27Q: 3 clusters Score -1.152667e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 53385 members Entering Unmasked Estep Score: -11526681.000000 Penalty: 13355.382812 Iteration 28Q: 3 clusters Score -1.152668e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 53396 members Entering Unmasked Estep Score: -11526691.000000 Penalty: 13355.382812 Iteration 29Q: 3 clusters Score -1.152669e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 53401 members Entering Unmasked Estep Score: -11526699.000000 Penalty: 13355.382812 Iteration 30Q: 3 clusters Score -1.15267e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 53410 members Entering Unmasked Estep Score: -11526710.000000 Penalty: 13355.382812 Iteration 31Q: 3 clusters Score -1.152671e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 53414 members Entering Unmasked Estep Score: -11526716.000000 Penalty: 13355.382812 Iteration 32Q: 3 clusters Score -1.152672e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 53417 members Entering Unmasked Estep Score: -11526711.000000 Penalty: 13355.382812 Iteration 33Q: 3 clusters Score -1.152671e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 53421 members Entering Unmasked Estep Score: -11526717.000000 Penalty: 13355.382812 Iteration 34Q: 3 clusters Score -1.152672e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 53423 members Entering Unmasked Estep Score: -11526722.000000 Penalty: 13355.382812 Iteration 35Q: 3 clusters Score -1.152672e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 53427 members Entering Unmasked Estep Score: -11526718.000000 Penalty: 13355.382812 Iteration 36Q: 3 clusters Score -1.152672e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 53428 members Entering Unmasked Estep Score: -11526716.000000 Penalty: 13355.382812 Iteration 37Q: 3 clusters Score -1.152672e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 53428 members Entering Unmasked Estep Score: -11526716.000000 Penalty: 13355.382812 Iteration 38F: 3 clusters Score -1.152672e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (170552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170552 members Entering Unmasked Estep Score: -36030948.000000 Penalty: 7378.662598 Iteration 0F: 2 clusters Score -3.603095e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85362 members Mstep: Class 2 contains 85190 members Entering Unmasked Estep Score: -35916272.000000 Penalty: 14757.325195 Iteration 0F: 3 clusters Score -3.591627e+07 nChanged 79599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86303 members Mstep: Class 2 contains 84249 members Entering Unmasked Estep Score: -35961396.000000 Penalty: 14757.325195 Iteration 1F: 3 clusters Score -3.59614e+07 nChanged 5552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86813 members Mstep: Class 2 contains 83739 members Entering Unmasked Estep Score: -35962624.000000 Penalty: 14757.325195 Iteration 2Q: 3 clusters Score -3.596262e+07 nChanged 5494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87593 members Mstep: Class 2 contains 82959 members Entering Unmasked Estep Score: -35964000.000000 Penalty: 14757.325195 Iteration 3Q: 3 clusters Score -3.5964e+07 nChanged 5296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88707 members Mstep: Class 2 contains 81845 members Entering Unmasked Estep Score: -35965236.000000 Penalty: 14757.325195 Iteration 4Q: 3 clusters Score -3.596524e+07 nChanged 5305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90356 members Mstep: Class 2 contains 80196 members Entering Unmasked Estep Score: -35966552.000000 Penalty: 14757.325195 Iteration 5Q: 3 clusters Score -3.596655e+07 nChanged 5425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92769 members Mstep: Class 2 contains 77783 members Entering Unmasked Estep Score: -35967928.000000 Penalty: 14757.325195 Iteration 6Q: 3 clusters Score -3.596793e+07 nChanged 5710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96227 members Mstep: Class 2 contains 74325 members Entering Unmasked Estep Score: -35969700.000000 Penalty: 14757.325195 Iteration 7Q: 3 clusters Score -3.59697e+07 nChanged 6489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101098 members Mstep: Class 2 contains 69454 members Entering Unmasked Estep Score: -35972164.000000 Penalty: 14757.325195 Iteration 8Q: 3 clusters Score -3.597216e+07 nChanged 7576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107624 members Mstep: Class 2 contains 62928 members Entering Unmasked Estep Score: -35975468.000000 Penalty: 14757.325195 Iteration 9Q: 3 clusters Score -3.597547e+07 nChanged 9106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116124 members Mstep: Class 2 contains 54428 members Entering Unmasked Estep Score: -35980708.000000 Penalty: 14757.325195 Iteration 10F: 3 clusters Score -3.598071e+07 nChanged 10879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126753 members Mstep: Class 2 contains 43799 members Entering Unmasked Estep Score: -35988284.000000 Penalty: 14757.325195 Iteration 11F: 3 clusters Score -3.598828e+07 nChanged 12048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138671 members Mstep: Class 2 contains 31881 members Entering Unmasked Estep Score: -35997612.000000 Penalty: 14757.325195 Iteration 12F: 3 clusters Score -3.599761e+07 nChanged 11678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150289 members Mstep: Class 2 contains 20263 members Entering Unmasked Estep Score: -36007784.000000 Penalty: 14757.325195 Iteration 13F: 3 clusters Score -3.600778e+07 nChanged 9033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159272 members Mstep: Class 2 contains 11280 members Entering Unmasked Estep Score: -36016272.000000 Penalty: 14757.325195 Iteration 14F: 3 clusters Score -3.601627e+07 nChanged 5494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164734 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -36021172.000000 Penalty: 14757.325195 Iteration 15Q: 3 clusters Score -3.602117e+07 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167363 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -36023272.000000 Penalty: 14757.325195 Iteration 16Q: 3 clusters Score -3.602327e+07 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168461 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -36024248.000000 Penalty: 14757.325195 Iteration 17Q: 3 clusters Score -3.602425e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168895 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -36024588.000000 Penalty: 14757.325195 Iteration 18Q: 3 clusters Score -3.602459e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169097 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -36024740.000000 Penalty: 14757.325195 Iteration 19Q: 3 clusters Score -3.602474e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169216 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -36024832.000000 Penalty: 14757.325195 Iteration 20F: 3 clusters Score -3.602483e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169288 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -36024936.000000 Penalty: 14757.325195 Iteration 21Q: 3 clusters Score -3.602494e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169330 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -36024936.000000 Penalty: 14757.325195 Iteration 22Q: 3 clusters Score -3.602494e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169369 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -36024928.000000 Penalty: 14757.325195 Iteration 23Q: 3 clusters Score -3.602493e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169393 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -36025000.000000 Penalty: 14757.325195 Iteration 24Q: 3 clusters Score -3.6025e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169412 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -36025040.000000 Penalty: 14757.325195 Iteration 25Q: 3 clusters Score -3.602504e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169424 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -36025028.000000 Penalty: 14757.325195 Iteration 26Q: 3 clusters Score -3.602503e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169431 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -36025036.000000 Penalty: 14757.325195 Iteration 27Q: 3 clusters Score -3.602504e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169437 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -36025076.000000 Penalty: 14757.325195 Iteration 28Q: 3 clusters Score -3.602508e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169444 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -36025100.000000 Penalty: 14757.325195 Iteration 29Q: 3 clusters Score -3.60251e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169448 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -36025092.000000 Penalty: 14757.325195 Iteration 30Q: 3 clusters Score -3.602509e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169454 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -36025064.000000 Penalty: 14757.325195 Iteration 31Q: 3 clusters Score -3.602506e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169456 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -36025064.000000 Penalty: 14757.325195 Iteration 32Q: 3 clusters Score -3.602506e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169455 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -36025076.000000 Penalty: 14757.325195 Iteration 33Q: 3 clusters Score -3.602508e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169458 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -36025080.000000 Penalty: 14757.325195 Iteration 34Q: 3 clusters Score -3.602508e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169459 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -36025100.000000 Penalty: 14757.325195 Iteration 35Q: 3 clusters Score -3.60251e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169459 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -36025084.000000 Penalty: 14757.325195 Iteration 36Q: 3 clusters Score -3.602508e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169462 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -36025104.000000 Penalty: 14757.325195 Iteration 37Q: 3 clusters Score -3.60251e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169463 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -36025088.000000 Penalty: 14757.325195 Iteration 38Q: 3 clusters Score -3.602509e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169462 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -36025064.000000 Penalty: 14757.325195 Iteration 39Q: 3 clusters Score -3.602506e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169463 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -36025096.000000 Penalty: 14757.325195 Iteration 40F: 3 clusters Score -3.60251e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169465 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -36025100.000000 Penalty: 14757.325195 Iteration 41Q: 3 clusters Score -3.60251e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169468 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -36025100.000000 Penalty: 14757.325195 Iteration 42Q: 3 clusters Score -3.60251e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169467 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -36025120.000000 Penalty: 14757.325195 Iteration 43Q: 3 clusters Score -3.602512e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169470 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -36025124.000000 Penalty: 14757.325195 Iteration 44Q: 3 clusters Score -3.602512e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169472 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -36025136.000000 Penalty: 14757.325195 Iteration 45Q: 3 clusters Score -3.602514e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169475 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -36025108.000000 Penalty: 14757.325195 Iteration 46Q: 3 clusters Score -3.602511e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169478 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -36025132.000000 Penalty: 14757.325195 Iteration 47Q: 3 clusters Score -3.602513e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169477 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -36025128.000000 Penalty: 14757.325195 Iteration 48Q: 3 clusters Score -3.602513e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169479 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -36025124.000000 Penalty: 14757.325195 Iteration 49Q: 3 clusters Score -3.602512e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169481 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -36025140.000000 Penalty: 14757.325195 Iteration 50Q: 3 clusters Score -3.602514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169481 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -36025136.000000 Penalty: 14757.325195 Iteration 51Q: 3 clusters Score -3.602514e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169482 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -36025144.000000 Penalty: 14757.325195 Iteration 52Q: 3 clusters Score -3.602514e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169483 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -36025136.000000 Penalty: 14757.325195 Iteration 53Q: 3 clusters Score -3.602514e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169483 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -36025136.000000 Penalty: 14757.325195 Iteration 54F: 3 clusters Score -3.602514e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Entering Unmasked Estep Score: -143357.765625 Penalty: 4096.617188 Iteration 0F: 2 clusters Score -143357.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -139562.218750 Penalty: 8193.234375 Iteration 0F: 3 clusters Score -139562.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -139904.718750 Penalty: 8193.234375 Iteration 1F: 3 clusters Score -139904.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -140069.578125 Penalty: 8193.234375 Iteration 2Q: 3 clusters Score -140069.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -140210.890625 Penalty: 8193.234375 Iteration 3Q: 3 clusters Score -140210.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -140319.734375 Penalty: 8193.234375 Iteration 4Q: 3 clusters Score -140319.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -140391.343750 Penalty: 8193.234375 Iteration 5Q: 3 clusters Score -140391.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -140449.265625 Penalty: 8193.234375 Iteration 6Q: 3 clusters Score -140449.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -140550.093750 Penalty: 8193.234375 Iteration 7Q: 3 clusters Score -140550.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -140620.156250 Penalty: 8193.234375 Iteration 8Q: 3 clusters Score -140620.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -140656.984375 Penalty: 8193.234375 Iteration 9Q: 3 clusters Score -140657 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -140734.875000 Penalty: 8193.234375 Iteration 10Q: 3 clusters Score -140734.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -140891.421875 Penalty: 8193.234375 Iteration 11Q: 3 clusters Score -140891.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -140985.421875 Penalty: 8193.234375 Iteration 12Q: 3 clusters Score -140985.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -141116.484375 Penalty: 8193.234375 Iteration 13Q: 3 clusters Score -141116.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -141277.578125 Penalty: 8193.234375 Iteration 14Q: 3 clusters Score -141277.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -141469.656250 Penalty: 8193.234375 Iteration 15Q: 3 clusters Score -141469.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -141545.359375 Penalty: 8193.234375 Iteration 16Q: 3 clusters Score -141545.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -141635.578125 Penalty: 8193.234375 Iteration 17Q: 3 clusters Score -141635.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -141706.375000 Penalty: 8193.234375 Iteration 18Q: 3 clusters Score -141706.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -141765.906250 Penalty: 8193.234375 Iteration 19Q: 3 clusters Score -141765.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -141825.578125 Penalty: 8193.234375 Iteration 20F: 3 clusters Score -141825.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -141868.000000 Penalty: 8193.234375 Iteration 21Q: 3 clusters Score -141868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -141899.093750 Penalty: 8193.234375 Iteration 22Q: 3 clusters Score -141899.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -141910.125000 Penalty: 8193.234375 Iteration 23Q: 3 clusters Score -141910.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -141913.796875 Penalty: 8193.234375 Iteration 24Q: 3 clusters Score -141913.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -141931.046875 Penalty: 8193.234375 Iteration 25Q: 3 clusters Score -141931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -141943.312500 Penalty: 8193.234375 Iteration 26Q: 3 clusters Score -141943.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -141957.562500 Penalty: 8193.234375 Iteration 27Q: 3 clusters Score -141957.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -141957.562500 Penalty: 8193.234375 Iteration 28F: 3 clusters Score -141957.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Entering Unmasked Estep Score: -20151.873047 Penalty: 3069.014160 Iteration 0F: 2 clusters Score -20151.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -18099.695312 Penalty: 6138.028320 Iteration 0F: 3 clusters Score -18099.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (41402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41402 members Entering Unmasked Estep Score: -8821585.000000 Penalty: 6511.539062 Iteration 0F: 2 clusters Score -8821585 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20668 members Mstep: Class 2 contains 20734 members Entering Unmasked Estep Score: -8791365.000000 Penalty: 13023.078125 Iteration 0F: 3 clusters Score -8791365 nChanged 18024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20674 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -8800751.000000 Penalty: 13023.078125 Iteration 1F: 3 clusters Score -8800751 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20745 members Mstep: Class 2 contains 20657 members Entering Unmasked Estep Score: -8801694.000000 Penalty: 13023.078125 Iteration 2F: 3 clusters Score -8801694 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20821 members Mstep: Class 2 contains 20581 members Entering Unmasked Estep Score: -8802455.000000 Penalty: 13023.078125 Iteration 3Q: 3 clusters Score -8802455 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20969 members Mstep: Class 2 contains 20433 members Entering Unmasked Estep Score: -8803136.000000 Penalty: 13023.078125 Iteration 4Q: 3 clusters Score -8803136 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21167 members Mstep: Class 2 contains 20235 members Entering Unmasked Estep Score: -8803801.000000 Penalty: 13023.078125 Iteration 5Q: 3 clusters Score -8803801 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21383 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -8804388.000000 Penalty: 13023.078125 Iteration 6Q: 3 clusters Score -8804388 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21680 members Mstep: Class 2 contains 19722 members Entering Unmasked Estep Score: -8805054.000000 Penalty: 13023.078125 Iteration 7Q: 3 clusters Score -8805054 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 19405 members Entering Unmasked Estep Score: -8805676.000000 Penalty: 13023.078125 Iteration 8Q: 3 clusters Score -8805676 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22286 members Mstep: Class 2 contains 19116 members Entering Unmasked Estep Score: -8806189.000000 Penalty: 13023.078125 Iteration 9Q: 3 clusters Score -8806189 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22579 members Mstep: Class 2 contains 18823 members Entering Unmasked Estep Score: -8806757.000000 Penalty: 13023.078125 Iteration 10Q: 3 clusters Score -8806757 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22923 members Mstep: Class 2 contains 18479 members Entering Unmasked Estep Score: -8807278.000000 Penalty: 13023.078125 Iteration 11Q: 3 clusters Score -8807278 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23254 members Mstep: Class 2 contains 18148 members Entering Unmasked Estep Score: -8807698.000000 Penalty: 13023.078125 Iteration 12Q: 3 clusters Score -8807698 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23558 members Mstep: Class 2 contains 17844 members Entering Unmasked Estep Score: -8808048.000000 Penalty: 13023.078125 Iteration 13Q: 3 clusters Score -8808048 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23843 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -8808309.000000 Penalty: 13023.078125 Iteration 14Q: 3 clusters Score -8808309 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24137 members Mstep: Class 2 contains 17265 members Entering Unmasked Estep Score: -8808542.000000 Penalty: 13023.078125 Iteration 15Q: 3 clusters Score -8808542 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24428 members Mstep: Class 2 contains 16974 members Entering Unmasked Estep Score: -8808681.000000 Penalty: 13023.078125 Iteration 16Q: 3 clusters Score -8808681 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24702 members Mstep: Class 2 contains 16700 members Entering Unmasked Estep Score: -8808797.000000 Penalty: 13023.078125 Iteration 17Q: 3 clusters Score -8808797 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24946 members Mstep: Class 2 contains 16456 members Entering Unmasked Estep Score: -8808923.000000 Penalty: 13023.078125 Iteration 18Q: 3 clusters Score -8808923 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25150 members Mstep: Class 2 contains 16252 members Entering Unmasked Estep Score: -8809022.000000 Penalty: 13023.078125 Iteration 19Q: 3 clusters Score -8809022 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25387 members Mstep: Class 2 contains 16015 members Entering Unmasked Estep Score: -8809127.000000 Penalty: 13023.078125 Iteration 20F: 3 clusters Score -8809127 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25608 members Mstep: Class 2 contains 15794 members Entering Unmasked Estep Score: -8809201.000000 Penalty: 13023.078125 Iteration 21Q: 3 clusters Score -8809201 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25856 members Mstep: Class 2 contains 15546 members Entering Unmasked Estep Score: -8809299.000000 Penalty: 13023.078125 Iteration 22Q: 3 clusters Score -8809299 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26128 members Mstep: Class 2 contains 15274 members Entering Unmasked Estep Score: -8809347.000000 Penalty: 13023.078125 Iteration 23Q: 3 clusters Score -8809347 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26425 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -8809437.000000 Penalty: 13023.078125 Iteration 24Q: 3 clusters Score -8809437 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -8809498.000000 Penalty: 13023.078125 Iteration 25Q: 3 clusters Score -8809498 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27100 members Mstep: Class 2 contains 14302 members Entering Unmasked Estep Score: -8809612.000000 Penalty: 13023.078125 Iteration 26Q: 3 clusters Score -8809612 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27467 members Mstep: Class 2 contains 13935 members Entering Unmasked Estep Score: -8809715.000000 Penalty: 13023.078125 Iteration 27Q: 3 clusters Score -8809715 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27863 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -8809797.000000 Penalty: 13023.078125 Iteration 28Q: 3 clusters Score -8809797 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28237 members Mstep: Class 2 contains 13165 members Entering Unmasked Estep Score: -8809898.000000 Penalty: 13023.078125 Iteration 29Q: 3 clusters Score -8809898 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28654 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -8809998.000000 Penalty: 13023.078125 Iteration 30Q: 3 clusters Score -8809998 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29119 members Mstep: Class 2 contains 12283 members Entering Unmasked Estep Score: -8810140.000000 Penalty: 13023.078125 Iteration 31Q: 3 clusters Score -8810140 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29589 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -8810226.000000 Penalty: 13023.078125 Iteration 32Q: 3 clusters Score -8810226 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30125 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -8810400.000000 Penalty: 13023.078125 Iteration 33Q: 3 clusters Score -8810400 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30715 members Mstep: Class 2 contains 10687 members Entering Unmasked Estep Score: -8810570.000000 Penalty: 13023.078125 Iteration 34Q: 3 clusters Score -8810570 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31388 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -8810800.000000 Penalty: 13023.078125 Iteration 35Q: 3 clusters Score -8810800 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32116 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -8811058.000000 Penalty: 13023.078125 Iteration 36Q: 3 clusters Score -8811058 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32893 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -8811403.000000 Penalty: 13023.078125 Iteration 37Q: 3 clusters Score -8811403 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33750 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -8811804.000000 Penalty: 13023.078125 Iteration 38Q: 3 clusters Score -8811804 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34644 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -8812281.000000 Penalty: 13023.078125 Iteration 39Q: 3 clusters Score -8812281 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35554 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -8812768.000000 Penalty: 13023.078125 Iteration 40F: 3 clusters Score -8812768 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36437 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -8813345.000000 Penalty: 13023.078125 Iteration 41Q: 3 clusters Score -8813345 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37243 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -8813841.000000 Penalty: 13023.078125 Iteration 42Q: 3 clusters Score -8813841 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37978 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -8814363.000000 Penalty: 13023.078125 Iteration 43Q: 3 clusters Score -8814363 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38574 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -8814825.000000 Penalty: 13023.078125 Iteration 44Q: 3 clusters Score -8814825 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38993 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -8815167.000000 Penalty: 13023.078125 Iteration 45Q: 3 clusters Score -8815167 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39303 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -8815364.000000 Penalty: 13023.078125 Iteration 46Q: 3 clusters Score -8815364 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39544 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -8815560.000000 Penalty: 13023.078125 Iteration 47Q: 3 clusters Score -8815560 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39738 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -8815753.000000 Penalty: 13023.078125 Iteration 48Q: 3 clusters Score -8815753 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39869 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -8815860.000000 Penalty: 13023.078125 Iteration 49Q: 3 clusters Score -8815860 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39975 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -8815936.000000 Penalty: 13023.078125 Iteration 50Q: 3 clusters Score -8815936 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40040 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -8815975.000000 Penalty: 13023.078125 Iteration 51Q: 3 clusters Score -8815975 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40082 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -8816016.000000 Penalty: 13023.078125 Iteration 52Q: 3 clusters Score -8816016 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40118 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -8816043.000000 Penalty: 13023.078125 Iteration 53Q: 3 clusters Score -8816043 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40146 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -8816072.000000 Penalty: 13023.078125 Iteration 54Q: 3 clusters Score -8816072 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40158 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -8816090.000000 Penalty: 13023.078125 Iteration 55Q: 3 clusters Score -8816090 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40172 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -8816091.000000 Penalty: 13023.078125 Iteration 56Q: 3 clusters Score -8816091 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40189 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -8816111.000000 Penalty: 13023.078125 Iteration 57Q: 3 clusters Score -8816111 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40201 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -8816125.000000 Penalty: 13023.078125 Iteration 58Q: 3 clusters Score -8816125 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40213 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -8816129.000000 Penalty: 13023.078125 Iteration 59Q: 3 clusters Score -8816129 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40224 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -8816130.000000 Penalty: 13023.078125 Iteration 60F: 3 clusters Score -8816130 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40234 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -8816142.000000 Penalty: 13023.078125 Iteration 61Q: 3 clusters Score -8816142 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40241 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -8816161.000000 Penalty: 13023.078125 Iteration 62Q: 3 clusters Score -8816161 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40251 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -8816170.000000 Penalty: 13023.078125 Iteration 63Q: 3 clusters Score -8816170 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40257 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -8816177.000000 Penalty: 13023.078125 Iteration 64Q: 3 clusters Score -8816177 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40262 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -8816171.000000 Penalty: 13023.078125 Iteration 65Q: 3 clusters Score -8816171 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40264 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -8816174.000000 Penalty: 13023.078125 Iteration 66Q: 3 clusters Score -8816174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40266 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -8816179.000000 Penalty: 13023.078125 Iteration 67Q: 3 clusters Score -8816179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40268 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -8816193.000000 Penalty: 13023.078125 Iteration 68Q: 3 clusters Score -8816193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40267 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -8816189.000000 Penalty: 13023.078125 Iteration 69Q: 3 clusters Score -8816189 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40267 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -8816189.000000 Penalty: 13023.078125 Iteration 70F: 3 clusters Score -8816189 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (58008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58008 members Entering Unmasked Estep Score: -12350293.000000 Penalty: 6718.105957 Iteration 0F: 2 clusters Score -1.235029e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29086 members Mstep: Class 2 contains 28922 members Entering Unmasked Estep Score: -12309289.000000 Penalty: 13436.211914 Iteration 0F: 3 clusters Score -1.230929e+07 nChanged 25814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29720 members Mstep: Class 2 contains 28288 members Entering Unmasked Estep Score: -12323857.000000 Penalty: 13436.211914 Iteration 1F: 3 clusters Score -1.232386e+07 nChanged 3434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30202 members Mstep: Class 2 contains 27806 members Entering Unmasked Estep Score: -12325574.000000 Penalty: 13436.211914 Iteration 2F: 3 clusters Score -1.232557e+07 nChanged 3368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30958 members Mstep: Class 2 contains 27050 members Entering Unmasked Estep Score: -12327614.000000 Penalty: 13436.211914 Iteration 3F: 3 clusters Score -1.232761e+07 nChanged 3703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32097 members Mstep: Class 2 contains 25911 members Entering Unmasked Estep Score: -12330071.000000 Penalty: 13436.211914 Iteration 4F: 3 clusters Score -1.233007e+07 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33656 members Mstep: Class 2 contains 24352 members Entering Unmasked Estep Score: -12332859.000000 Penalty: 13436.211914 Iteration 5F: 3 clusters Score -1.233286e+07 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35688 members Mstep: Class 2 contains 22320 members Entering Unmasked Estep Score: -12335971.000000 Penalty: 13436.211914 Iteration 6F: 3 clusters Score -1.233597e+07 nChanged 3703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37875 members Mstep: Class 2 contains 20133 members Entering Unmasked Estep Score: -12338796.000000 Penalty: 13436.211914 Iteration 7F: 3 clusters Score -1.23388e+07 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39896 members Mstep: Class 2 contains 18112 members Entering Unmasked Estep Score: -12341213.000000 Penalty: 13436.211914 Iteration 8F: 3 clusters Score -1.234121e+07 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41623 members Mstep: Class 2 contains 16385 members Entering Unmasked Estep Score: -12343105.000000 Penalty: 13436.211914 Iteration 9Q: 3 clusters Score -1.23431e+07 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43073 members Mstep: Class 2 contains 14935 members Entering Unmasked Estep Score: -12344458.000000 Penalty: 13436.211914 Iteration 10Q: 3 clusters Score -1.234446e+07 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44193 members Mstep: Class 2 contains 13815 members Entering Unmasked Estep Score: -12345343.000000 Penalty: 13436.211914 Iteration 11Q: 3 clusters Score -1.234534e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45036 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -12345773.000000 Penalty: 13436.211914 Iteration 12Q: 3 clusters Score -1.234577e+07 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45672 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -12346019.000000 Penalty: 13436.211914 Iteration 13Q: 3 clusters Score -1.234602e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46211 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -12346210.000000 Penalty: 13436.211914 Iteration 14Q: 3 clusters Score -1.234621e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46653 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -12346332.000000 Penalty: 13436.211914 Iteration 15Q: 3 clusters Score -1.234633e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47006 members Mstep: Class 2 contains 11002 members Entering Unmasked Estep Score: -12346391.000000 Penalty: 13436.211914 Iteration 16Q: 3 clusters Score -1.234639e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47317 members Mstep: Class 2 contains 10691 members Entering Unmasked Estep Score: -12346509.000000 Penalty: 13436.211914 Iteration 17Q: 3 clusters Score -1.234651e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47594 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -12346555.000000 Penalty: 13436.211914 Iteration 18Q: 3 clusters Score -1.234656e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47827 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -12346658.000000 Penalty: 13436.211914 Iteration 19Q: 3 clusters Score -1.234666e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48043 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -12346705.000000 Penalty: 13436.211914 Iteration 20F: 3 clusters Score -1.23467e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48228 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -12346754.000000 Penalty: 13436.211914 Iteration 21Q: 3 clusters Score -1.234675e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48401 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -12346785.000000 Penalty: 13436.211914 Iteration 22Q: 3 clusters Score -1.234678e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48560 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -12346818.000000 Penalty: 13436.211914 Iteration 23Q: 3 clusters Score -1.234682e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48696 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -12346871.000000 Penalty: 13436.211914 Iteration 24Q: 3 clusters Score -1.234687e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48836 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -12346900.000000 Penalty: 13436.211914 Iteration 25Q: 3 clusters Score -1.23469e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48948 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -12346925.000000 Penalty: 13436.211914 Iteration 26Q: 3 clusters Score -1.234692e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49049 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -12346928.000000 Penalty: 13436.211914 Iteration 27Q: 3 clusters Score -1.234693e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49124 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -12346928.000000 Penalty: 13436.211914 Iteration 28Q: 3 clusters Score -1.234693e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49192 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -12346932.000000 Penalty: 13436.211914 Iteration 29Q: 3 clusters Score -1.234693e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49254 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -12346949.000000 Penalty: 13436.211914 Iteration 30Q: 3 clusters Score -1.234695e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49308 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -12346962.000000 Penalty: 13436.211914 Iteration 31Q: 3 clusters Score -1.234696e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49366 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -12346978.000000 Penalty: 13436.211914 Iteration 32Q: 3 clusters Score -1.234698e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49417 members Mstep: Class 2 contains 8591 members Entering Unmasked Estep Score: -12347000.000000 Penalty: 13436.211914 Iteration 33Q: 3 clusters Score -1.2347e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49477 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -12347003.000000 Penalty: 13436.211914 Iteration 34Q: 3 clusters Score -1.2347e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49528 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -12347000.000000 Penalty: 13436.211914 Iteration 35Q: 3 clusters Score -1.2347e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49577 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -12347003.000000 Penalty: 13436.211914 Iteration 36Q: 3 clusters Score -1.2347e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49621 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -12347023.000000 Penalty: 13436.211914 Iteration 37Q: 3 clusters Score -1.234702e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49653 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -12347031.000000 Penalty: 13436.211914 Iteration 38Q: 3 clusters Score -1.234703e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49675 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -12347021.000000 Penalty: 13436.211914 Iteration 39Q: 3 clusters Score -1.234702e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49707 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -12347011.000000 Penalty: 13436.211914 Iteration 40F: 3 clusters Score -1.234701e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49731 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -12347039.000000 Penalty: 13436.211914 Iteration 41Q: 3 clusters Score -1.234704e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49757 members Mstep: Class 2 contains 8251 members Entering Unmasked Estep Score: -12347033.000000 Penalty: 13436.211914 Iteration 42Q: 3 clusters Score -1.234703e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49780 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -12347022.000000 Penalty: 13436.211914 Iteration 43Q: 3 clusters Score -1.234702e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49794 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -12347037.000000 Penalty: 13436.211914 Iteration 44Q: 3 clusters Score -1.234704e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49801 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -12347050.000000 Penalty: 13436.211914 Iteration 45Q: 3 clusters Score -1.234705e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49811 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -12347043.000000 Penalty: 13436.211914 Iteration 46Q: 3 clusters Score -1.234704e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49816 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -12347067.000000 Penalty: 13436.211914 Iteration 47Q: 3 clusters Score -1.234707e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49822 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -12347066.000000 Penalty: 13436.211914 Iteration 48Q: 3 clusters Score -1.234707e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49824 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -12347070.000000 Penalty: 13436.211914 Iteration 49Q: 3 clusters Score -1.234707e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49826 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -12347064.000000 Penalty: 13436.211914 Iteration 50Q: 3 clusters Score -1.234706e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49826 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -12347064.000000 Penalty: 13436.211914 Iteration 51F: 3 clusters Score -1.234706e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (96965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96965 members Entering Unmasked Estep Score: -20562362.000000 Penalty: 7032.789551 Iteration 0F: 2 clusters Score -2.056236e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48452 members Mstep: Class 2 contains 48513 members Entering Unmasked Estep Score: -20496116.000000 Penalty: 14065.579102 Iteration 0F: 3 clusters Score -2.049612e+07 nChanged 44210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48608 members Mstep: Class 2 contains 48357 members Entering Unmasked Estep Score: -20520124.000000 Penalty: 14065.579102 Iteration 1F: 3 clusters Score -2.052012e+07 nChanged 3705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48727 members Mstep: Class 2 contains 48238 members Entering Unmasked Estep Score: -20521096.000000 Penalty: 14065.579102 Iteration 2Q: 3 clusters Score -2.05211e+07 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48837 members Mstep: Class 2 contains 48128 members Entering Unmasked Estep Score: -20521978.000000 Penalty: 14065.579102 Iteration 3Q: 3 clusters Score -2.052198e+07 nChanged 3069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48940 members Mstep: Class 2 contains 48025 members Entering Unmasked Estep Score: -20522542.000000 Penalty: 14065.579102 Iteration 4Q: 3 clusters Score -2.052254e+07 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49172 members Mstep: Class 2 contains 47793 members Entering Unmasked Estep Score: -20523274.000000 Penalty: 14065.579102 Iteration 5Q: 3 clusters Score -2.052327e+07 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49489 members Mstep: Class 2 contains 47476 members Entering Unmasked Estep Score: -20524196.000000 Penalty: 14065.579102 Iteration 6Q: 3 clusters Score -2.05242e+07 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49977 members Mstep: Class 2 contains 46988 members Entering Unmasked Estep Score: -20524920.000000 Penalty: 14065.579102 Iteration 7Q: 3 clusters Score -2.052492e+07 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50600 members Mstep: Class 2 contains 46365 members Entering Unmasked Estep Score: -20525874.000000 Penalty: 14065.579102 Iteration 8Q: 3 clusters Score -2.052587e+07 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51371 members Mstep: Class 2 contains 45594 members Entering Unmasked Estep Score: -20526714.000000 Penalty: 14065.579102 Iteration 9Q: 3 clusters Score -2.052671e+07 nChanged 3092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52361 members Mstep: Class 2 contains 44604 members Entering Unmasked Estep Score: -20527626.000000 Penalty: 14065.579102 Iteration 10Q: 3 clusters Score -2.052763e+07 nChanged 3199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53572 members Mstep: Class 2 contains 43393 members Entering Unmasked Estep Score: -20528524.000000 Penalty: 14065.579102 Iteration 11Q: 3 clusters Score -2.052852e+07 nChanged 3150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55022 members Mstep: Class 2 contains 41943 members Entering Unmasked Estep Score: -20529564.000000 Penalty: 14065.579102 Iteration 12Q: 3 clusters Score -2.052956e+07 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56772 members Mstep: Class 2 contains 40193 members Entering Unmasked Estep Score: -20530384.000000 Penalty: 14065.579102 Iteration 13Q: 3 clusters Score -2.053038e+07 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58848 members Mstep: Class 2 contains 38117 members Entering Unmasked Estep Score: -20531342.000000 Penalty: 14065.579102 Iteration 14Q: 3 clusters Score -2.053134e+07 nChanged 3236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61398 members Mstep: Class 2 contains 35567 members Entering Unmasked Estep Score: -20532468.000000 Penalty: 14065.579102 Iteration 15Q: 3 clusters Score -2.053247e+07 nChanged 3472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64378 members Mstep: Class 2 contains 32587 members Entering Unmasked Estep Score: -20533822.000000 Penalty: 14065.579102 Iteration 16Q: 3 clusters Score -2.053382e+07 nChanged 3746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67878 members Mstep: Class 2 contains 29087 members Entering Unmasked Estep Score: -20535478.000000 Penalty: 14065.579102 Iteration 17Q: 3 clusters Score -2.053548e+07 nChanged 4069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71871 members Mstep: Class 2 contains 25094 members Entering Unmasked Estep Score: -20537522.000000 Penalty: 14065.579102 Iteration 18Q: 3 clusters Score -2.053752e+07 nChanged 4465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76296 members Mstep: Class 2 contains 20669 members Entering Unmasked Estep Score: -20540216.000000 Penalty: 14065.579102 Iteration 19Q: 3 clusters Score -2.054022e+07 nChanged 4655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80943 members Mstep: Class 2 contains 16022 members Entering Unmasked Estep Score: -20543418.000000 Penalty: 14065.579102 Iteration 20F: 3 clusters Score -2.054342e+07 nChanged 4570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85513 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -20546934.000000 Penalty: 14065.579102 Iteration 21Q: 3 clusters Score -2.054693e+07 nChanged 3938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89447 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -20550330.000000 Penalty: 14065.579102 Iteration 22Q: 3 clusters Score -2.055033e+07 nChanged 2877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92322 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -20552796.000000 Penalty: 14065.579102 Iteration 23Q: 3 clusters Score -2.05528e+07 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94082 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -20554354.000000 Penalty: 14065.579102 Iteration 24Q: 3 clusters Score -2.055435e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94967 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -20555114.000000 Penalty: 14065.579102 Iteration 25Q: 3 clusters Score -2.055511e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95435 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -20555542.000000 Penalty: 14065.579102 Iteration 26Q: 3 clusters Score -2.055554e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95684 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -20555806.000000 Penalty: 14065.579102 Iteration 27Q: 3 clusters Score -2.055581e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95809 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -20555968.000000 Penalty: 14065.579102 Iteration 28Q: 3 clusters Score -2.055597e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95888 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -20556056.000000 Penalty: 14065.579102 Iteration 29Q: 3 clusters Score -2.055606e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95949 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -20556088.000000 Penalty: 14065.579102 Iteration 30Q: 3 clusters Score -2.055609e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95984 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -20556132.000000 Penalty: 14065.579102 Iteration 31Q: 3 clusters Score -2.055613e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96008 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -20556148.000000 Penalty: 14065.579102 Iteration 32Q: 3 clusters Score -2.055615e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96033 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -20556172.000000 Penalty: 14065.579102 Iteration 33Q: 3 clusters Score -2.055617e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96043 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -20556188.000000 Penalty: 14065.579102 Iteration 34Q: 3 clusters Score -2.055619e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96059 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -20556194.000000 Penalty: 14065.579102 Iteration 35Q: 3 clusters Score -2.055619e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96063 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -20556224.000000 Penalty: 14065.579102 Iteration 36Q: 3 clusters Score -2.055622e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96069 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -20556230.000000 Penalty: 14065.579102 Iteration 37Q: 3 clusters Score -2.055623e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96076 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -20556208.000000 Penalty: 14065.579102 Iteration 38Q: 3 clusters Score -2.055621e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96078 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -20556196.000000 Penalty: 14065.579102 Iteration 39Q: 3 clusters Score -2.05562e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96080 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -20556212.000000 Penalty: 14065.579102 Iteration 40F: 3 clusters Score -2.055621e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96080 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -20556212.000000 Penalty: 14065.579102 Iteration 41Q: 3 clusters Score -2.055621e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96080 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -20556222.000000 Penalty: 14065.579102 Iteration 42Q: 3 clusters Score -2.055622e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96081 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -20556228.000000 Penalty: 14065.579102 Iteration 43Q: 3 clusters Score -2.055623e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96081 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -20556228.000000 Penalty: 14065.579102 Iteration 44F: 3 clusters Score -2.055623e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Entering Unmasked Estep Score: -341929.968750 Penalty: 4592.718262 Iteration 0F: 2 clusters Score -341930 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -337113.625000 Penalty: 9185.436523 Iteration 0F: 3 clusters Score -337113.6 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -337878.687500 Penalty: 9185.436523 Iteration 1F: 3 clusters Score -337878.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -338486.625000 Penalty: 9185.436523 Iteration 2F: 3 clusters Score -338486.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -338814.968750 Penalty: 9185.436523 Iteration 3Q: 3 clusters Score -338815 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -338953.593750 Penalty: 9185.436523 Iteration 4Q: 3 clusters Score -338953.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -339053.968750 Penalty: 9185.436523 Iteration 5Q: 3 clusters Score -339054 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -339121.781250 Penalty: 9185.436523 Iteration 6Q: 3 clusters Score -339121.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -339198.281250 Penalty: 9185.436523 Iteration 7Q: 3 clusters Score -339198.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -339255.625000 Penalty: 9185.436523 Iteration 8Q: 3 clusters Score -339255.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -339295.125000 Penalty: 9185.436523 Iteration 9Q: 3 clusters Score -339295.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -339335.406250 Penalty: 9185.436523 Iteration 10Q: 3 clusters Score -339335.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -339358.875000 Penalty: 9185.436523 Iteration 11Q: 3 clusters Score -339358.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -339377.187500 Penalty: 9185.436523 Iteration 12Q: 3 clusters Score -339377.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -339400.500000 Penalty: 9185.436523 Iteration 13Q: 3 clusters Score -339400.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -339422.593750 Penalty: 9185.436523 Iteration 14Q: 3 clusters Score -339422.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -339440.437500 Penalty: 9185.436523 Iteration 15Q: 3 clusters Score -339440.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -339445.906250 Penalty: 9185.436523 Iteration 16Q: 3 clusters Score -339445.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -339451.531250 Penalty: 9185.436523 Iteration 17Q: 3 clusters Score -339451.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -339452.062500 Penalty: 9185.436523 Iteration 18Q: 3 clusters Score -339452.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -339452.062500 Penalty: 9185.436523 Iteration 19F: 3 clusters Score -339452.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Entering Unmasked Estep Score: -85030.312500 Penalty: 3750.026855 Iteration 0F: 2 clusters Score -85030.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -81720.937500 Penalty: 7500.053711 Iteration 0F: 3 clusters Score -81720.94 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -81861.679688 Penalty: 7500.053711 Iteration 1F: 3 clusters Score -81861.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -81898.851562 Penalty: 7500.053711 Iteration 2Q: 3 clusters Score -81898.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -81931.484375 Penalty: 7500.053711 Iteration 3Q: 3 clusters Score -81931.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -82012.265625 Penalty: 7500.053711 Iteration 4Q: 3 clusters Score -82012.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -82092.179688 Penalty: 7500.053711 Iteration 5Q: 3 clusters Score -82092.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -82113.757812 Penalty: 7500.053711 Iteration 6Q: 3 clusters Score -82113.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -82113.757812 Penalty: 7500.053711 Iteration 7F: 3 clusters Score -82113.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15463 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27263 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22571 members Mstep: Class 15 contains 54304 members Mstep: Class 16 contains 170552 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41402 members Mstep: Class 20 contains 58008 members Mstep: Class 21 contains 96965 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283800.000000 Penalty: 186749.281250 Iteration 159Q: 24 clusters Score -1.192838e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27268 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22570 members Mstep: Class 15 contains 54302 members Mstep: Class 16 contains 170542 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41401 members Mstep: Class 20 contains 58026 members Mstep: Class 21 contains 96957 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283800.000000 Penalty: 186749.281250 Iteration 160F: 24 clusters Score -1.192838e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15463 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27270 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22568 members Mstep: Class 15 contains 54302 members Mstep: Class 16 contains 170539 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58036 members Mstep: Class 21 contains 96952 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283776.000000 Penalty: 186749.281250 Iteration 161Q: 24 clusters Score -1.192838e+08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27274 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22568 members Mstep: Class 15 contains 54302 members Mstep: Class 16 contains 170534 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58046 members Mstep: Class 21 contains 96944 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283744.000000 Penalty: 186749.281250 Iteration 162Q: 24 clusters Score -1.192837e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15463 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27275 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22567 members Mstep: Class 15 contains 54302 members Mstep: Class 16 contains 170533 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58049 members Mstep: Class 21 contains 96941 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283776.000000 Penalty: 186749.281250 Iteration 163Q: 24 clusters Score -1.192838e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15463 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170530 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58053 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283704.000000 Penalty: 186749.281250 Iteration 164Q: 24 clusters Score -1.192837e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15463 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170526 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58057 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283688.000000 Penalty: 186749.281250 Iteration 165Q: 24 clusters Score -1.192837e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170525 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58061 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283712.000000 Penalty: 186749.281250 Iteration 166Q: 24 clusters Score -1.192837e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170522 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58064 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283704.000000 Penalty: 186749.281250 Iteration 167Q: 24 clusters Score -1.192837e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170520 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58066 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283712.000000 Penalty: 186749.281250 Iteration 168Q: 24 clusters Score -1.192837e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170517 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58069 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283720.000000 Penalty: 186749.281250 Iteration 169Q: 24 clusters Score -1.192837e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31847 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27279 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170516 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41397 members Mstep: Class 20 contains 58071 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283760.000000 Penalty: 186749.281250 Iteration 170Q: 24 clusters Score -1.192838e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31846 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27278 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170516 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41397 members Mstep: Class 20 contains 58073 members Mstep: Class 21 contains 96938 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283784.000000 Penalty: 186749.281250 Iteration 171Q: 24 clusters Score -1.192838e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31845 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27280 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170514 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41397 members Mstep: Class 20 contains 58075 members Mstep: Class 21 contains 96937 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283744.000000 Penalty: 186749.281250 Iteration 172Q: 24 clusters Score -1.192837e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31845 members Mstep: Class 5 contains 15462 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27282 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8387 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170513 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58076 members Mstep: Class 21 contains 96934 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283680.000000 Penalty: 186749.281250 Iteration 173Q: 24 clusters Score -1.192837e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31845 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27284 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8388 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22567 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170515 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58078 members Mstep: Class 21 contains 96927 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283712.000000 Penalty: 186749.281250 Iteration 174Q: 24 clusters Score -1.192837e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31844 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27289 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8386 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22567 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170515 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58079 members Mstep: Class 21 contains 96924 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283752.000000 Penalty: 186749.281250 Iteration 175Q: 24 clusters Score -1.192838e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31845 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27292 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8384 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10775 members Mstep: Class 14 contains 22567 members Mstep: Class 15 contains 54301 members Mstep: Class 16 contains 170516 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58079 members Mstep: Class 21 contains 96921 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283696.000000 Penalty: 186749.281250 Iteration 176Q: 24 clusters Score -1.192837e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31845 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27295 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8380 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54302 members Mstep: Class 16 contains 170519 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58079 members Mstep: Class 21 contains 96920 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283672.000000 Penalty: 186749.281250 Iteration 177Q: 24 clusters Score -1.192837e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31844 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27300 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8380 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54300 members Mstep: Class 16 contains 170520 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58079 members Mstep: Class 21 contains 96917 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283672.000000 Penalty: 186749.281250 Iteration 178Q: 24 clusters Score -1.192837e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27304 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8379 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22567 members Mstep: Class 15 contains 54300 members Mstep: Class 16 contains 170519 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58080 members Mstep: Class 21 contains 96914 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283688.000000 Penalty: 186749.281250 Iteration 179Q: 24 clusters Score -1.192837e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27308 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22568 members Mstep: Class 15 contains 54298 members Mstep: Class 16 contains 170518 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58082 members Mstep: Class 21 contains 96911 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283744.000000 Penalty: 186749.281250 Iteration 180F: 24 clusters Score -1.192837e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27311 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22569 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170518 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58083 members Mstep: Class 21 contains 96908 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283744.000000 Penalty: 186749.281250 Iteration 181Q: 24 clusters Score -1.192837e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27313 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22568 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170518 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58084 members Mstep: Class 21 contains 96906 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283760.000000 Penalty: 186749.281250 Iteration 182Q: 24 clusters Score -1.192838e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27316 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22566 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170521 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58084 members Mstep: Class 21 contains 96901 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283696.000000 Penalty: 186749.281250 Iteration 183Q: 24 clusters Score -1.192837e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27319 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22562 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170523 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58085 members Mstep: Class 21 contains 96899 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283728.000000 Penalty: 186749.281250 Iteration 184Q: 24 clusters Score -1.192837e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27322 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22559 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170523 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58085 members Mstep: Class 21 contains 96899 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283720.000000 Penalty: 186749.281250 Iteration 185Q: 24 clusters Score -1.192837e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31843 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27322 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22560 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170523 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41398 members Mstep: Class 20 contains 58085 members Mstep: Class 21 contains 96899 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283728.000000 Penalty: 186749.281250 Iteration 186Q: 24 clusters Score -1.192837e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31842 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27322 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22560 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170523 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58085 members Mstep: Class 21 contains 96899 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283712.000000 Penalty: 186749.281250 Iteration 187Q: 24 clusters Score -1.192837e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 854 members Mstep: Class 3 contains 1368 members Mstep: Class 4 contains 31842 members Mstep: Class 5 contains 15461 members Mstep: Class 6 contains 2328 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 1251 members Mstep: Class 9 contains 27322 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 8378 members Mstep: Class 12 contains 16000 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 22560 members Mstep: Class 15 contains 54296 members Mstep: Class 16 contains 170523 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 41399 members Mstep: Class 20 contains 58085 members Mstep: Class 21 contains 96899 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -119283712.000000 Penalty: 186749.281250 Iteration 188F: 24 clusters Score -1.192837e+08 nChanged 0 Entering ConstructFrom: Score: -119283712.000000 Penalty: 186749.281250 Entering ConstructFrom: Trying to split cluster 1 (8066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Entering Unmasked Estep Score: -1658368.750000 Penalty: 5509.690430 Iteration 0F: 2 clusters Score -1658369 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 4033 members Entering Unmasked Estep Score: -1649343.250000 Penalty: 11019.380859 Iteration 0F: 3 clusters Score -1649343 nChanged 2803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1651034.125000 Penalty: 11019.380859 Iteration 1F: 3 clusters Score -1651034 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1651452.125000 Penalty: 11019.380859 Iteration 2F: 3 clusters Score -1651452 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1651675.875000 Penalty: 11019.380859 Iteration 3Q: 3 clusters Score -1651676 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1651849.500000 Penalty: 11019.380859 Iteration 4Q: 3 clusters Score -1651850 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1651978.000000 Penalty: 11019.380859 Iteration 5Q: 3 clusters Score -1651978 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1652097.000000 Penalty: 11019.380859 Iteration 6Q: 3 clusters Score -1652097 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -1652235.500000 Penalty: 11019.380859 Iteration 7Q: 3 clusters Score -1652236 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1652422.375000 Penalty: 11019.380859 Iteration 8Q: 3 clusters Score -1652422 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1652665.875000 Penalty: 11019.380859 Iteration 9Q: 3 clusters Score -1652666 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1652910.375000 Penalty: 11019.380859 Iteration 10Q: 3 clusters Score -1652910 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1653186.000000 Penalty: 11019.380859 Iteration 11Q: 3 clusters Score -1653186 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1653434.125000 Penalty: 11019.380859 Iteration 12Q: 3 clusters Score -1653434 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1653664.875000 Penalty: 11019.380859 Iteration 13Q: 3 clusters Score -1653665 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -1653881.750000 Penalty: 11019.380859 Iteration 14Q: 3 clusters Score -1653882 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -1654118.750000 Penalty: 11019.380859 Iteration 15Q: 3 clusters Score -1654119 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1654357.000000 Penalty: 11019.380859 Iteration 16Q: 3 clusters Score -1654357 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1654564.125000 Penalty: 11019.380859 Iteration 17Q: 3 clusters Score -1654564 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -1654780.125000 Penalty: 11019.380859 Iteration 18Q: 3 clusters Score -1654780 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1654974.250000 Penalty: 11019.380859 Iteration 19Q: 3 clusters Score -1654974 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1655122.875000 Penalty: 11019.380859 Iteration 20F: 3 clusters Score -1655123 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1655239.625000 Penalty: 11019.380859 Iteration 21Q: 3 clusters Score -1655240 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1655323.375000 Penalty: 11019.380859 Iteration 22Q: 3 clusters Score -1655323 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1655396.500000 Penalty: 11019.380859 Iteration 23Q: 3 clusters Score -1655396 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1655463.375000 Penalty: 11019.380859 Iteration 24Q: 3 clusters Score -1655463 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1655496.500000 Penalty: 11019.380859 Iteration 25Q: 3 clusters Score -1655496 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -1655517.125000 Penalty: 11019.380859 Iteration 26Q: 3 clusters Score -1655517 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1655533.000000 Penalty: 11019.380859 Iteration 27Q: 3 clusters Score -1655533 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1655543.375000 Penalty: 11019.380859 Iteration 28Q: 3 clusters Score -1655543 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1655548.000000 Penalty: 11019.380859 Iteration 29Q: 3 clusters Score -1655548 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1655549.375000 Penalty: 11019.380859 Iteration 30Q: 3 clusters Score -1655549 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1655551.875000 Penalty: 11019.380859 Iteration 31Q: 3 clusters Score -1655552 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1655558.375000 Penalty: 11019.380859 Iteration 32Q: 3 clusters Score -1655558 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1655565.000000 Penalty: 11019.380859 Iteration 33Q: 3 clusters Score -1655565 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -1655567.625000 Penalty: 11019.380859 Iteration 34Q: 3 clusters Score -1655568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -1655566.500000 Penalty: 11019.380859 Iteration 35Q: 3 clusters Score -1655566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1655567.875000 Penalty: 11019.380859 Iteration 36Q: 3 clusters Score -1655568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1655568.250000 Penalty: 11019.380859 Iteration 37Q: 3 clusters Score -1655568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1655567.500000 Penalty: 11019.380859 Iteration 38Q: 3 clusters Score -1655568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -1655570.375000 Penalty: 11019.380859 Iteration 39Q: 3 clusters Score -1655570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -1655578.750000 Penalty: 11019.380859 Iteration 40F: 3 clusters Score -1655579 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -1655577.875000 Penalty: 11019.380859 Iteration 41Q: 3 clusters Score -1655578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -1655578.125000 Penalty: 11019.380859 Iteration 42Q: 3 clusters Score -1655578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1655579.875000 Penalty: 11019.380859 Iteration 43Q: 3 clusters Score -1655580 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1655579.875000 Penalty: 11019.380859 Iteration 44F: 3 clusters Score -1655580 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Entering Unmasked Estep Score: -154199.250000 Penalty: 4134.333008 Iteration 0F: 2 clusters Score -154199.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -150289.125000 Penalty: 8268.666016 Iteration 0F: 3 clusters Score -150289.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -150723.984375 Penalty: 8268.666016 Iteration 1F: 3 clusters Score -150724 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -150996.656250 Penalty: 8268.666016 Iteration 2F: 3 clusters Score -150996.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -151345.468750 Penalty: 8268.666016 Iteration 3F: 3 clusters Score -151345.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -151745.828125 Penalty: 8268.666016 Iteration 4F: 3 clusters Score -151745.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -152101.328125 Penalty: 8268.666016 Iteration 5Q: 3 clusters Score -152101.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -152418.609375 Penalty: 8268.666016 Iteration 6Q: 3 clusters Score -152418.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -152694.015625 Penalty: 8268.666016 Iteration 7Q: 3 clusters Score -152694 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -152866.062500 Penalty: 8268.666016 Iteration 8Q: 3 clusters Score -152866.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -153042.031250 Penalty: 8268.666016 Iteration 9Q: 3 clusters Score -153042 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -153199.953125 Penalty: 8268.666016 Iteration 10Q: 3 clusters Score -153200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -153249.703125 Penalty: 8268.666016 Iteration 11Q: 3 clusters Score -153249.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -153255.906250 Penalty: 8268.666016 Iteration 12Q: 3 clusters Score -153255.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -153255.906250 Penalty: 8268.666016 Iteration 13F: 3 clusters Score -153255.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Entering Unmasked Estep Score: -275856.875000 Penalty: 4422.926758 Iteration 0F: 2 clusters Score -275856.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -271347.812500 Penalty: 8845.853516 Iteration 0F: 3 clusters Score -271347.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -271830.218750 Penalty: 8845.853516 Iteration 1F: 3 clusters Score -271830.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -272006.625000 Penalty: 8845.853516 Iteration 2F: 3 clusters Score -272006.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -272139.062500 Penalty: 8845.853516 Iteration 3Q: 3 clusters Score -272139.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -272224.687500 Penalty: 8845.853516 Iteration 4Q: 3 clusters Score -272224.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -272280.343750 Penalty: 8845.853516 Iteration 5Q: 3 clusters Score -272280.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -272324.187500 Penalty: 8845.853516 Iteration 6Q: 3 clusters Score -272324.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -272355.062500 Penalty: 8845.853516 Iteration 7Q: 3 clusters Score -272355.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -272375.437500 Penalty: 8845.853516 Iteration 8Q: 3 clusters Score -272375.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -272402.093750 Penalty: 8845.853516 Iteration 9Q: 3 clusters Score -272402.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -272422.718750 Penalty: 8845.853516 Iteration 10Q: 3 clusters Score -272422.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -272442.500000 Penalty: 8845.853516 Iteration 11Q: 3 clusters Score -272442.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -272472.375000 Penalty: 8845.853516 Iteration 12Q: 3 clusters Score -272472.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -272514.062500 Penalty: 8845.853516 Iteration 13Q: 3 clusters Score -272514.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -272581.656250 Penalty: 8845.853516 Iteration 14Q: 3 clusters Score -272581.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -272679.781250 Penalty: 8845.853516 Iteration 15Q: 3 clusters Score -272679.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -272743.937500 Penalty: 8845.853516 Iteration 16Q: 3 clusters Score -272743.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -272821.187500 Penalty: 8845.853516 Iteration 17Q: 3 clusters Score -272821.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -272908.843750 Penalty: 8845.853516 Iteration 18Q: 3 clusters Score -272908.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -272988.937500 Penalty: 8845.853516 Iteration 19Q: 3 clusters Score -272988.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -273117.218750 Penalty: 8845.853516 Iteration 20F: 3 clusters Score -273117.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -273393.312500 Penalty: 8845.853516 Iteration 21Q: 3 clusters Score -273393.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -273449.625000 Penalty: 8845.853516 Iteration 22Q: 3 clusters Score -273449.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -273477.187500 Penalty: 8845.853516 Iteration 23Q: 3 clusters Score -273477.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -273491.468750 Penalty: 8845.853516 Iteration 24Q: 3 clusters Score -273491.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -273500.062500 Penalty: 8845.853516 Iteration 25Q: 3 clusters Score -273500.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -273509.312500 Penalty: 8845.853516 Iteration 26Q: 3 clusters Score -273509.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -273511.718750 Penalty: 8845.853516 Iteration 27Q: 3 clusters Score -273511.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -273512.812500 Penalty: 8845.853516 Iteration 28Q: 3 clusters Score -273512.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -273514.406250 Penalty: 8845.853516 Iteration 29Q: 3 clusters Score -273514.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -273516.718750 Penalty: 8845.853516 Iteration 30Q: 3 clusters Score -273516.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -273516.718750 Penalty: 8845.853516 Iteration 31F: 3 clusters Score -273516.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (31842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31842 members Entering Unmasked Estep Score: -6770529.500000 Penalty: 6350.731934 Iteration 0F: 2 clusters Score -6770530 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15945 members Mstep: Class 2 contains 15897 members Entering Unmasked Estep Score: -6746530.000000 Penalty: 12701.463867 Iteration 0F: 3 clusters Score -6746530 nChanged 13517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16080 members Mstep: Class 2 contains 15762 members Entering Unmasked Estep Score: -6753636.000000 Penalty: 12701.463867 Iteration 1F: 3 clusters Score -6753636 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16122 members Mstep: Class 2 contains 15720 members Entering Unmasked Estep Score: -6754320.000000 Penalty: 12701.463867 Iteration 2F: 3 clusters Score -6754320 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16196 members Mstep: Class 2 contains 15646 members Entering Unmasked Estep Score: -6754828.000000 Penalty: 12701.463867 Iteration 3Q: 3 clusters Score -6754828 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16320 members Mstep: Class 2 contains 15522 members Entering Unmasked Estep Score: -6755242.000000 Penalty: 12701.463867 Iteration 4Q: 3 clusters Score -6755242 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16507 members Mstep: Class 2 contains 15335 members Entering Unmasked Estep Score: -6755559.500000 Penalty: 12701.463867 Iteration 5Q: 3 clusters Score -6755560 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16707 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -6755840.000000 Penalty: 12701.463867 Iteration 6Q: 3 clusters Score -6755840 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16987 members Mstep: Class 2 contains 14855 members Entering Unmasked Estep Score: -6756108.500000 Penalty: 12701.463867 Iteration 7Q: 3 clusters Score -6756108 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 14523 members Entering Unmasked Estep Score: -6756370.500000 Penalty: 12701.463867 Iteration 8Q: 3 clusters Score -6756370 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17723 members Mstep: Class 2 contains 14119 members Entering Unmasked Estep Score: -6756620.000000 Penalty: 12701.463867 Iteration 9Q: 3 clusters Score -6756620 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18217 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -6756921.500000 Penalty: 12701.463867 Iteration 10Q: 3 clusters Score -6756922 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18741 members Mstep: Class 2 contains 13101 members Entering Unmasked Estep Score: -6757201.500000 Penalty: 12701.463867 Iteration 11Q: 3 clusters Score -6757202 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19403 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -6757500.500000 Penalty: 12701.463867 Iteration 12Q: 3 clusters Score -6757500 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20140 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -6757846.500000 Penalty: 12701.463867 Iteration 13Q: 3 clusters Score -6757846 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20989 members Mstep: Class 2 contains 10853 members Entering Unmasked Estep Score: -6758303.500000 Penalty: 12701.463867 Iteration 14Q: 3 clusters Score -6758304 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21969 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -6758863.500000 Penalty: 12701.463867 Iteration 15Q: 3 clusters Score -6758864 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23094 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -6759561.500000 Penalty: 12701.463867 Iteration 16Q: 3 clusters Score -6759562 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24366 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -6760463.500000 Penalty: 12701.463867 Iteration 17Q: 3 clusters Score -6760464 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25623 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -6761379.500000 Penalty: 12701.463867 Iteration 18Q: 3 clusters Score -6761380 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26755 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -6762225.000000 Penalty: 12701.463867 Iteration 19Q: 3 clusters Score -6762225 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27657 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -6762942.000000 Penalty: 12701.463867 Iteration 20F: 3 clusters Score -6762942 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28333 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -6763513.000000 Penalty: 12701.463867 Iteration 21Q: 3 clusters Score -6763513 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28862 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -6764018.500000 Penalty: 12701.463867 Iteration 22Q: 3 clusters Score -6764018 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29257 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -6764379.000000 Penalty: 12701.463867 Iteration 23Q: 3 clusters Score -6764379 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29507 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -6764640.000000 Penalty: 12701.463867 Iteration 24Q: 3 clusters Score -6764640 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29693 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -6764811.000000 Penalty: 12701.463867 Iteration 25Q: 3 clusters Score -6764811 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29813 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -6764927.000000 Penalty: 12701.463867 Iteration 26Q: 3 clusters Score -6764927 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29901 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -6765027.500000 Penalty: 12701.463867 Iteration 27Q: 3 clusters Score -6765028 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29987 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -6765134.000000 Penalty: 12701.463867 Iteration 28Q: 3 clusters Score -6765134 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30052 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -6765204.500000 Penalty: 12701.463867 Iteration 29Q: 3 clusters Score -6765204 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30100 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -6765246.500000 Penalty: 12701.463867 Iteration 30Q: 3 clusters Score -6765246 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -6765286.500000 Penalty: 12701.463867 Iteration 31Q: 3 clusters Score -6765286 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30171 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -6765323.000000 Penalty: 12701.463867 Iteration 32Q: 3 clusters Score -6765323 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30195 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -6765344.000000 Penalty: 12701.463867 Iteration 33Q: 3 clusters Score -6765344 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30212 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -6765357.500000 Penalty: 12701.463867 Iteration 34Q: 3 clusters Score -6765358 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30228 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -6765371.500000 Penalty: 12701.463867 Iteration 35Q: 3 clusters Score -6765372 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30238 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -6765383.500000 Penalty: 12701.463867 Iteration 36Q: 3 clusters Score -6765384 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30250 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -6765387.500000 Penalty: 12701.463867 Iteration 37Q: 3 clusters Score -6765388 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30257 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -6765397.000000 Penalty: 12701.463867 Iteration 38Q: 3 clusters Score -6765397 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30261 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -6765404.500000 Penalty: 12701.463867 Iteration 39Q: 3 clusters Score -6765404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30263 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -6765406.500000 Penalty: 12701.463867 Iteration 40F: 3 clusters Score -6765406 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30268 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -6765407.500000 Penalty: 12701.463867 Iteration 41Q: 3 clusters Score -6765408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30270 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -6765414.000000 Penalty: 12701.463867 Iteration 42Q: 3 clusters Score -6765414 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30273 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -6765412.000000 Penalty: 12701.463867 Iteration 43Q: 3 clusters Score -6765412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30275 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -6765415.500000 Penalty: 12701.463867 Iteration 44Q: 3 clusters Score -6765416 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30280 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -6765406.000000 Penalty: 12701.463867 Iteration 45Q: 3 clusters Score -6765406 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30285 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -6765423.000000 Penalty: 12701.463867 Iteration 46Q: 3 clusters Score -6765423 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30291 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -6765430.500000 Penalty: 12701.463867 Iteration 47Q: 3 clusters Score -6765430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30300 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -6765443.000000 Penalty: 12701.463867 Iteration 48Q: 3 clusters Score -6765443 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30306 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -6765455.500000 Penalty: 12701.463867 Iteration 49Q: 3 clusters Score -6765456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30309 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -6765447.500000 Penalty: 12701.463867 Iteration 50Q: 3 clusters Score -6765448 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30310 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -6765452.500000 Penalty: 12701.463867 Iteration 51Q: 3 clusters Score -6765452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30312 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -6765453.500000 Penalty: 12701.463867 Iteration 52Q: 3 clusters Score -6765454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30314 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -6765451.000000 Penalty: 12701.463867 Iteration 53Q: 3 clusters Score -6765451 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30317 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -6765453.000000 Penalty: 12701.463867 Iteration 54Q: 3 clusters Score -6765453 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30318 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -6765457.500000 Penalty: 12701.463867 Iteration 55Q: 3 clusters Score -6765458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30321 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -6765445.500000 Penalty: 12701.463867 Iteration 56Q: 3 clusters Score -6765446 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30325 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -6765455.500000 Penalty: 12701.463867 Iteration 57Q: 3 clusters Score -6765456 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30328 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -6765460.500000 Penalty: 12701.463867 Iteration 58Q: 3 clusters Score -6765460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30333 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -6765456.500000 Penalty: 12701.463867 Iteration 59Q: 3 clusters Score -6765456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30339 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -6765471.000000 Penalty: 12701.463867 Iteration 60F: 3 clusters Score -6765471 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30355 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -6765485.000000 Penalty: 12701.463867 Iteration 61Q: 3 clusters Score -6765485 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30371 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -6765502.500000 Penalty: 12701.463867 Iteration 62Q: 3 clusters Score -6765502 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30382 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -6765527.500000 Penalty: 12701.463867 Iteration 63Q: 3 clusters Score -6765528 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30393 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -6765522.500000 Penalty: 12701.463867 Iteration 64Q: 3 clusters Score -6765522 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30403 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -6765528.000000 Penalty: 12701.463867 Iteration 65Q: 3 clusters Score -6765528 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30412 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -6765548.500000 Penalty: 12701.463867 Iteration 66Q: 3 clusters Score -6765548 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30417 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -6765555.500000 Penalty: 12701.463867 Iteration 67Q: 3 clusters Score -6765556 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30422 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -6765570.000000 Penalty: 12701.463867 Iteration 68Q: 3 clusters Score -6765570 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30432 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -6765570.500000 Penalty: 12701.463867 Iteration 69Q: 3 clusters Score -6765570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30436 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -6765568.500000 Penalty: 12701.463867 Iteration 70Q: 3 clusters Score -6765568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30440 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -6765578.000000 Penalty: 12701.463867 Iteration 71Q: 3 clusters Score -6765578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30444 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -6765571.500000 Penalty: 12701.463867 Iteration 72Q: 3 clusters Score -6765572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30447 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -6765574.500000 Penalty: 12701.463867 Iteration 73Q: 3 clusters Score -6765574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30449 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -6765575.500000 Penalty: 12701.463867 Iteration 74Q: 3 clusters Score -6765576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30450 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -6765583.000000 Penalty: 12701.463867 Iteration 75Q: 3 clusters Score -6765583 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30451 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -6765584.000000 Penalty: 12701.463867 Iteration 76Q: 3 clusters Score -6765584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30452 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -6765580.500000 Penalty: 12701.463867 Iteration 77Q: 3 clusters Score -6765580 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30452 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -6765588.500000 Penalty: 12701.463867 Iteration 78Q: 3 clusters Score -6765588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30458 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -6765596.500000 Penalty: 12701.463867 Iteration 79Q: 3 clusters Score -6765596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30461 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -6765598.500000 Penalty: 12701.463867 Iteration 80F: 3 clusters Score -6765598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30463 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -6765603.500000 Penalty: 12701.463867 Iteration 81Q: 3 clusters Score -6765604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30463 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -6765603.500000 Penalty: 12701.463867 Iteration 82F: 3 clusters Score -6765604 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15461 members Entering Unmasked Estep Score: -3315786.750000 Penalty: 5908.221680 Iteration 0F: 2 clusters Score -3315787 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -3302133.750000 Penalty: 11816.443359 Iteration 0F: 3 clusters Score -3302134 nChanged 6033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -3305284.750000 Penalty: 11816.443359 Iteration 1F: 3 clusters Score -3305285 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -3305819.750000 Penalty: 11816.443359 Iteration 2F: 3 clusters Score -3305820 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -3306221.500000 Penalty: 11816.443359 Iteration 3Q: 3 clusters Score -3306222 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -3306530.500000 Penalty: 11816.443359 Iteration 4Q: 3 clusters Score -3306530 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -3306812.000000 Penalty: 11816.443359 Iteration 5Q: 3 clusters Score -3306812 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -3307122.750000 Penalty: 11816.443359 Iteration 6Q: 3 clusters Score -3307123 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -3307404.000000 Penalty: 11816.443359 Iteration 7Q: 3 clusters Score -3307404 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -3307714.500000 Penalty: 11816.443359 Iteration 8Q: 3 clusters Score -3307714 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -3308041.000000 Penalty: 11816.443359 Iteration 9Q: 3 clusters Score -3308041 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -3308314.750000 Penalty: 11816.443359 Iteration 10Q: 3 clusters Score -3308315 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -3308613.250000 Penalty: 11816.443359 Iteration 11Q: 3 clusters Score -3308613 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -3308902.000000 Penalty: 11816.443359 Iteration 12Q: 3 clusters Score -3308902 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -3309192.000000 Penalty: 11816.443359 Iteration 13Q: 3 clusters Score -3309192 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -3309466.000000 Penalty: 11816.443359 Iteration 14Q: 3 clusters Score -3309466 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10138 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -3309739.250000 Penalty: 11816.443359 Iteration 15Q: 3 clusters Score -3309739 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -3310092.500000 Penalty: 11816.443359 Iteration 16Q: 3 clusters Score -3310092 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -3310389.750000 Penalty: 11816.443359 Iteration 17Q: 3 clusters Score -3310390 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -3310680.250000 Penalty: 11816.443359 Iteration 18Q: 3 clusters Score -3310680 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -3310936.000000 Penalty: 11816.443359 Iteration 19Q: 3 clusters Score -3310936 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -3311204.750000 Penalty: 11816.443359 Iteration 20F: 3 clusters Score -3311205 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -3311449.500000 Penalty: 11816.443359 Iteration 21Q: 3 clusters Score -3311450 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12983 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -3311632.750000 Penalty: 11816.443359 Iteration 22Q: 3 clusters Score -3311633 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13199 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -3311779.750000 Penalty: 11816.443359 Iteration 23Q: 3 clusters Score -3311780 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -3311874.500000 Penalty: 11816.443359 Iteration 24Q: 3 clusters Score -3311874 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -3311956.750000 Penalty: 11816.443359 Iteration 25Q: 3 clusters Score -3311957 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13619 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -3312035.250000 Penalty: 11816.443359 Iteration 26Q: 3 clusters Score -3312035 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13720 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -3312097.500000 Penalty: 11816.443359 Iteration 27Q: 3 clusters Score -3312098 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13792 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -3312141.250000 Penalty: 11816.443359 Iteration 28Q: 3 clusters Score -3312141 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3312181.750000 Penalty: 11816.443359 Iteration 29Q: 3 clusters Score -3312182 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -3312209.750000 Penalty: 11816.443359 Iteration 30Q: 3 clusters Score -3312210 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -3312226.750000 Penalty: 11816.443359 Iteration 31Q: 3 clusters Score -3312227 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13932 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -3312224.250000 Penalty: 11816.443359 Iteration 32Q: 3 clusters Score -3312224 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -3312235.000000 Penalty: 11816.443359 Iteration 33Q: 3 clusters Score -3312235 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13954 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -3312241.000000 Penalty: 11816.443359 Iteration 34Q: 3 clusters Score -3312241 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -3312248.000000 Penalty: 11816.443359 Iteration 35Q: 3 clusters Score -3312248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13963 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -3312248.750000 Penalty: 11816.443359 Iteration 36Q: 3 clusters Score -3312249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -3312251.750000 Penalty: 11816.443359 Iteration 37Q: 3 clusters Score -3312252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13972 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -3312250.000000 Penalty: 11816.443359 Iteration 38Q: 3 clusters Score -3312250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13975 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -3312250.000000 Penalty: 11816.443359 Iteration 39Q: 3 clusters Score -3312250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -3312256.000000 Penalty: 11816.443359 Iteration 40F: 3 clusters Score -3312256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13984 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -3312262.750000 Penalty: 11816.443359 Iteration 41Q: 3 clusters Score -3312263 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13989 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -3312261.000000 Penalty: 11816.443359 Iteration 42Q: 3 clusters Score -3312261 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13992 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -3312267.750000 Penalty: 11816.443359 Iteration 43Q: 3 clusters Score -3312268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -3312269.500000 Penalty: 11816.443359 Iteration 44Q: 3 clusters Score -3312270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14001 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -3312274.750000 Penalty: 11816.443359 Iteration 45Q: 3 clusters Score -3312275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -3312271.500000 Penalty: 11816.443359 Iteration 46Q: 3 clusters Score -3312272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -3312273.750000 Penalty: 11816.443359 Iteration 47Q: 3 clusters Score -3312274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14007 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3312275.250000 Penalty: 11816.443359 Iteration 48Q: 3 clusters Score -3312275 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14008 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -3312278.750000 Penalty: 11816.443359 Iteration 49Q: 3 clusters Score -3312279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14009 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -3312275.500000 Penalty: 11816.443359 Iteration 50Q: 3 clusters Score -3312276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -3312282.000000 Penalty: 11816.443359 Iteration 51Q: 3 clusters Score -3312282 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -3312282.000000 Penalty: 11816.443359 Iteration 52F: 3 clusters Score -3312282 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Entering Unmasked Estep Score: -491115.343750 Penalty: 4748.568359 Iteration 0F: 2 clusters Score -491115.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -485836.718750 Penalty: 9497.136719 Iteration 0F: 3 clusters Score -485836.7 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -486482.312500 Penalty: 9497.136719 Iteration 1F: 3 clusters Score -486482.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -486662.625000 Penalty: 9497.136719 Iteration 2F: 3 clusters Score -486662.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -486729.375000 Penalty: 9497.136719 Iteration 3Q: 3 clusters Score -486729.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -486784.281250 Penalty: 9497.136719 Iteration 4Q: 3 clusters Score -486784.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -486811.343750 Penalty: 9497.136719 Iteration 5Q: 3 clusters Score -486811.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -486828.500000 Penalty: 9497.136719 Iteration 6Q: 3 clusters Score -486828.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -486839.437500 Penalty: 9497.136719 Iteration 7Q: 3 clusters Score -486839.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -486843.875000 Penalty: 9497.136719 Iteration 8Q: 3 clusters Score -486843.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -486843.875000 Penalty: 9497.136719 Iteration 9F: 3 clusters Score -486843.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Entering Unmasked Estep Score: -115876.515625 Penalty: 3932.246826 Iteration 0F: 2 clusters Score -115876.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -112407.335938 Penalty: 7864.493652 Iteration 0F: 3 clusters Score -112407.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -112663.117188 Penalty: 7864.493652 Iteration 1F: 3 clusters Score -112663.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -112753.132812 Penalty: 7864.493652 Iteration 2Q: 3 clusters Score -112753.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -112797.617188 Penalty: 7864.493652 Iteration 3Q: 3 clusters Score -112797.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -112810.312500 Penalty: 7864.493652 Iteration 4Q: 3 clusters Score -112810.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -112819.328125 Penalty: 7864.493652 Iteration 5Q: 3 clusters Score -112819.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -112821.617188 Penalty: 7864.493652 Iteration 6Q: 3 clusters Score -112821.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -112821.617188 Penalty: 7864.493652 Iteration 7F: 3 clusters Score -112821.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Entering Unmasked Estep Score: -251704.531250 Penalty: 4368.165527 Iteration 0F: 2 clusters Score -251704.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -247363.625000 Penalty: 8736.331055 Iteration 0F: 3 clusters Score -247363.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -247841.968750 Penalty: 8736.331055 Iteration 1F: 3 clusters Score -247842 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -248025.656250 Penalty: 8736.331055 Iteration 2Q: 3 clusters Score -248025.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -248145.859375 Penalty: 8736.331055 Iteration 3Q: 3 clusters Score -248145.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -248219.546875 Penalty: 8736.331055 Iteration 4Q: 3 clusters Score -248219.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -248282.265625 Penalty: 8736.331055 Iteration 5Q: 3 clusters Score -248282.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -248317.718750 Penalty: 8736.331055 Iteration 6Q: 3 clusters Score -248317.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -248352.156250 Penalty: 8736.331055 Iteration 7Q: 3 clusters Score -248352.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -248374.281250 Penalty: 8736.331055 Iteration 8Q: 3 clusters Score -248374.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -248389.562500 Penalty: 8736.331055 Iteration 9Q: 3 clusters Score -248389.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -248395.703125 Penalty: 8736.331055 Iteration 10Q: 3 clusters Score -248395.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -248409.640625 Penalty: 8736.331055 Iteration 11Q: 3 clusters Score -248409.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -248426.812500 Penalty: 8736.331055 Iteration 12Q: 3 clusters Score -248426.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -248429.843750 Penalty: 8736.331055 Iteration 13Q: 3 clusters Score -248429.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -248438.703125 Penalty: 8736.331055 Iteration 14Q: 3 clusters Score -248438.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -248443.984375 Penalty: 8736.331055 Iteration 15Q: 3 clusters Score -248444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -248443.984375 Penalty: 8736.331055 Iteration 16F: 3 clusters Score -248444 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27322 members Entering Unmasked Estep Score: -5523502.500000 Penalty: 6256.961426 Iteration 0F: 2 clusters Score -5523502 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13649 members Mstep: Class 2 contains 13673 members Entering Unmasked Estep Score: -5502268.500000 Penalty: 12513.922852 Iteration 0F: 3 clusters Score -5502268 nChanged 11427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -5508532.000000 Penalty: 12513.922852 Iteration 1F: 3 clusters Score -5508532 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13333 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -5509602.000000 Penalty: 12513.922852 Iteration 2F: 3 clusters Score -5509602 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -5510664.500000 Penalty: 12513.922852 Iteration 3F: 3 clusters Score -5510664 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12681 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -5511783.500000 Penalty: 12513.922852 Iteration 4F: 3 clusters Score -5511784 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 15141 members Entering Unmasked Estep Score: -5513034.500000 Penalty: 12513.922852 Iteration 5F: 3 clusters Score -5513034 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 15721 members Entering Unmasked Estep Score: -5514210.000000 Penalty: 12513.922852 Iteration 6F: 3 clusters Score -5514210 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 16309 members Entering Unmasked Estep Score: -5515284.500000 Penalty: 12513.922852 Iteration 7F: 3 clusters Score -5515284 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -5516233.500000 Penalty: 12513.922852 Iteration 8Q: 3 clusters Score -5516234 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 17260 members Entering Unmasked Estep Score: -5516821.000000 Penalty: 12513.922852 Iteration 9Q: 3 clusters Score -5516821 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 17537 members Entering Unmasked Estep Score: -5517222.000000 Penalty: 12513.922852 Iteration 10Q: 3 clusters Score -5517222 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 17746 members Entering Unmasked Estep Score: -5517486.000000 Penalty: 12513.922852 Iteration 11Q: 3 clusters Score -5517486 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 17919 members Entering Unmasked Estep Score: -5517644.500000 Penalty: 12513.922852 Iteration 12Q: 3 clusters Score -5517644 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -5517740.500000 Penalty: 12513.922852 Iteration 13Q: 3 clusters Score -5517740 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 18159 members Entering Unmasked Estep Score: -5517792.000000 Penalty: 12513.922852 Iteration 14Q: 3 clusters Score -5517792 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 18252 members Entering Unmasked Estep Score: -5517870.000000 Penalty: 12513.922852 Iteration 15Q: 3 clusters Score -5517870 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 18331 members Entering Unmasked Estep Score: -5517912.500000 Penalty: 12513.922852 Iteration 16Q: 3 clusters Score -5517912 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 18403 members Entering Unmasked Estep Score: -5517925.000000 Penalty: 12513.922852 Iteration 17Q: 3 clusters Score -5517925 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 18478 members Entering Unmasked Estep Score: -5517957.500000 Penalty: 12513.922852 Iteration 18Q: 3 clusters Score -5517958 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 18541 members Entering Unmasked Estep Score: -5517991.000000 Penalty: 12513.922852 Iteration 19Q: 3 clusters Score -5517991 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 18579 members Entering Unmasked Estep Score: -5518016.000000 Penalty: 12513.922852 Iteration 20F: 3 clusters Score -5518016 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 18629 members Entering Unmasked Estep Score: -5518033.000000 Penalty: 12513.922852 Iteration 21Q: 3 clusters Score -5518033 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 18649 members Entering Unmasked Estep Score: -5518037.500000 Penalty: 12513.922852 Iteration 22Q: 3 clusters Score -5518038 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 18668 members Entering Unmasked Estep Score: -5518041.000000 Penalty: 12513.922852 Iteration 23Q: 3 clusters Score -5518041 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 18683 members Entering Unmasked Estep Score: -5518037.500000 Penalty: 12513.922852 Iteration 24Q: 3 clusters Score -5518038 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 18700 members Entering Unmasked Estep Score: -5518065.500000 Penalty: 12513.922852 Iteration 25Q: 3 clusters Score -5518066 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 18720 members Entering Unmasked Estep Score: -5518070.500000 Penalty: 12513.922852 Iteration 26Q: 3 clusters Score -5518070 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 18742 members Entering Unmasked Estep Score: -5518087.000000 Penalty: 12513.922852 Iteration 27Q: 3 clusters Score -5518087 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 18756 members Entering Unmasked Estep Score: -5518087.500000 Penalty: 12513.922852 Iteration 28Q: 3 clusters Score -5518088 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -5518083.500000 Penalty: 12513.922852 Iteration 29Q: 3 clusters Score -5518084 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 18776 members Entering Unmasked Estep Score: -5518093.000000 Penalty: 12513.922852 Iteration 30Q: 3 clusters Score -5518093 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -5518096.000000 Penalty: 12513.922852 Iteration 31Q: 3 clusters Score -5518096 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 18816 members Entering Unmasked Estep Score: -5518106.000000 Penalty: 12513.922852 Iteration 32Q: 3 clusters Score -5518106 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 18839 members Entering Unmasked Estep Score: -5518094.000000 Penalty: 12513.922852 Iteration 33Q: 3 clusters Score -5518094 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 18865 members Entering Unmasked Estep Score: -5518098.500000 Penalty: 12513.922852 Iteration 34Q: 3 clusters Score -5518098 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 18887 members Entering Unmasked Estep Score: -5518090.000000 Penalty: 12513.922852 Iteration 35Q: 3 clusters Score -5518090 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 18913 members Entering Unmasked Estep Score: -5518099.000000 Penalty: 12513.922852 Iteration 36Q: 3 clusters Score -5518099 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 18944 members Entering Unmasked Estep Score: -5518107.000000 Penalty: 12513.922852 Iteration 37Q: 3 clusters Score -5518107 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 18963 members Entering Unmasked Estep Score: -5518107.500000 Penalty: 12513.922852 Iteration 38Q: 3 clusters Score -5518108 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 18984 members Entering Unmasked Estep Score: -5518112.500000 Penalty: 12513.922852 Iteration 39Q: 3 clusters Score -5518112 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 19008 members Entering Unmasked Estep Score: -5518123.500000 Penalty: 12513.922852 Iteration 40F: 3 clusters Score -5518124 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 19023 members Entering Unmasked Estep Score: -5518128.000000 Penalty: 12513.922852 Iteration 41Q: 3 clusters Score -5518128 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -5518127.000000 Penalty: 12513.922852 Iteration 42Q: 3 clusters Score -5518127 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 19048 members Entering Unmasked Estep Score: -5518117.500000 Penalty: 12513.922852 Iteration 43Q: 3 clusters Score -5518118 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 19059 members Entering Unmasked Estep Score: -5518127.500000 Penalty: 12513.922852 Iteration 44Q: 3 clusters Score -5518128 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 19069 members Entering Unmasked Estep Score: -5518121.500000 Penalty: 12513.922852 Iteration 45Q: 3 clusters Score -5518122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 19073 members Entering Unmasked Estep Score: -5518122.500000 Penalty: 12513.922852 Iteration 46Q: 3 clusters Score -5518122 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 19076 members Entering Unmasked Estep Score: -5518124.500000 Penalty: 12513.922852 Iteration 47Q: 3 clusters Score -5518124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 19082 members Entering Unmasked Estep Score: -5518118.000000 Penalty: 12513.922852 Iteration 48Q: 3 clusters Score -5518118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 19085 members Entering Unmasked Estep Score: -5518123.500000 Penalty: 12513.922852 Iteration 49Q: 3 clusters Score -5518124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 19090 members Entering Unmasked Estep Score: -5518127.000000 Penalty: 12513.922852 Iteration 50Q: 3 clusters Score -5518127 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 19093 members Entering Unmasked Estep Score: -5518129.000000 Penalty: 12513.922852 Iteration 51Q: 3 clusters Score -5518129 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 19097 members Entering Unmasked Estep Score: -5518130.000000 Penalty: 12513.922852 Iteration 52Q: 3 clusters Score -5518130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 19101 members Entering Unmasked Estep Score: -5518135.500000 Penalty: 12513.922852 Iteration 53Q: 3 clusters Score -5518136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 19109 members Entering Unmasked Estep Score: -5518140.000000 Penalty: 12513.922852 Iteration 54Q: 3 clusters Score -5518140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 19113 members Entering Unmasked Estep Score: -5518144.500000 Penalty: 12513.922852 Iteration 55Q: 3 clusters Score -5518144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 19119 members Entering Unmasked Estep Score: -5518146.500000 Penalty: 12513.922852 Iteration 56Q: 3 clusters Score -5518146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Mstep: Class 2 contains 19122 members Entering Unmasked Estep Score: -5518145.000000 Penalty: 12513.922852 Iteration 57Q: 3 clusters Score -5518145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 19124 members Entering Unmasked Estep Score: -5518153.000000 Penalty: 12513.922852 Iteration 58Q: 3 clusters Score -5518153 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -5518149.500000 Penalty: 12513.922852 Iteration 59Q: 3 clusters Score -5518150 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 19131 members Entering Unmasked Estep Score: -5518152.500000 Penalty: 12513.922852 Iteration 60F: 3 clusters Score -5518152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 19133 members Entering Unmasked Estep Score: -5518151.000000 Penalty: 12513.922852 Iteration 61Q: 3 clusters Score -5518151 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 19141 members Entering Unmasked Estep Score: -5518158.500000 Penalty: 12513.922852 Iteration 62Q: 3 clusters Score -5518158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 19144 members Entering Unmasked Estep Score: -5518156.500000 Penalty: 12513.922852 Iteration 63Q: 3 clusters Score -5518156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 19146 members Entering Unmasked Estep Score: -5518155.500000 Penalty: 12513.922852 Iteration 64Q: 3 clusters Score -5518156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 19150 members Entering Unmasked Estep Score: -5518155.000000 Penalty: 12513.922852 Iteration 65Q: 3 clusters Score -5518155 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Mstep: Class 2 contains 19155 members Entering Unmasked Estep Score: -5518153.500000 Penalty: 12513.922852 Iteration 66Q: 3 clusters Score -5518154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 19156 members Entering Unmasked Estep Score: -5518156.000000 Penalty: 12513.922852 Iteration 67Q: 3 clusters Score -5518156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 19159 members Entering Unmasked Estep Score: -5518162.500000 Penalty: 12513.922852 Iteration 68Q: 3 clusters Score -5518162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 19161 members Entering Unmasked Estep Score: -5518166.000000 Penalty: 12513.922852 Iteration 69Q: 3 clusters Score -5518166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 19162 members Entering Unmasked Estep Score: -5518166.500000 Penalty: 12513.922852 Iteration 70Q: 3 clusters Score -5518166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -5518167.500000 Penalty: 12513.922852 Iteration 71Q: 3 clusters Score -5518168 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -5518167.500000 Penalty: 12513.922852 Iteration 72F: 3 clusters Score -5518168 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -69528.367188 Penalty: 3732.311523 Iteration 0F: 2 clusters Score -69528.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -66447.960938 Penalty: 7464.623047 Iteration 0F: 3 clusters Score -66447.96 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -66789.476562 Penalty: 7464.623047 Iteration 1F: 3 clusters Score -66789.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -67117.664062 Penalty: 7464.623047 Iteration 2Q: 3 clusters Score -67117.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -67191.734375 Penalty: 7464.623047 Iteration 3Q: 3 clusters Score -67191.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -67287.171875 Penalty: 7464.623047 Iteration 4Q: 3 clusters Score -67287.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -67330.117188 Penalty: 7464.623047 Iteration 5Q: 3 clusters Score -67330.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -67345.515625 Penalty: 7464.623047 Iteration 6Q: 3 clusters Score -67345.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -67345.515625 Penalty: 7464.623047 Iteration 7F: 3 clusters Score -67345.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Entering Unmasked Estep Score: -1757139.750000 Penalty: 5532.935547 Iteration 0F: 2 clusters Score -1757140 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1747928.750000 Penalty: 11065.871094 Iteration 0F: 3 clusters Score -1747929 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1750080.500000 Penalty: 11065.871094 Iteration 1F: 3 clusters Score -1750080 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1750755.000000 Penalty: 11065.871094 Iteration 2F: 3 clusters Score -1750755 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1751266.750000 Penalty: 11065.871094 Iteration 3F: 3 clusters Score -1751267 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -1751651.500000 Penalty: 11065.871094 Iteration 4F: 3 clusters Score -1751652 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1751949.125000 Penalty: 11065.871094 Iteration 5Q: 3 clusters Score -1751949 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -1752160.375000 Penalty: 11065.871094 Iteration 6Q: 3 clusters Score -1752160 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1752327.375000 Penalty: 11065.871094 Iteration 7Q: 3 clusters Score -1752327 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -1752451.125000 Penalty: 11065.871094 Iteration 8Q: 3 clusters Score -1752451 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1752531.375000 Penalty: 11065.871094 Iteration 9Q: 3 clusters Score -1752531 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1752591.000000 Penalty: 11065.871094 Iteration 10Q: 3 clusters Score -1752591 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1752645.875000 Penalty: 11065.871094 Iteration 11Q: 3 clusters Score -1752646 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1752680.750000 Penalty: 11065.871094 Iteration 12Q: 3 clusters Score -1752681 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1752713.625000 Penalty: 11065.871094 Iteration 13Q: 3 clusters Score -1752714 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1752746.625000 Penalty: 11065.871094 Iteration 14Q: 3 clusters Score -1752747 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -1752770.125000 Penalty: 11065.871094 Iteration 15Q: 3 clusters Score -1752770 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -1752798.375000 Penalty: 11065.871094 Iteration 16Q: 3 clusters Score -1752798 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -1752815.500000 Penalty: 11065.871094 Iteration 17Q: 3 clusters Score -1752816 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -1752834.375000 Penalty: 11065.871094 Iteration 18Q: 3 clusters Score -1752834 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -1752847.000000 Penalty: 11065.871094 Iteration 19Q: 3 clusters Score -1752847 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -1752858.375000 Penalty: 11065.871094 Iteration 20F: 3 clusters Score -1752858 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -1752864.250000 Penalty: 11065.871094 Iteration 21Q: 3 clusters Score -1752864 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1752872.500000 Penalty: 11065.871094 Iteration 22Q: 3 clusters Score -1752872 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -1752882.875000 Penalty: 11065.871094 Iteration 23Q: 3 clusters Score -1752883 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -1752886.250000 Penalty: 11065.871094 Iteration 24Q: 3 clusters Score -1752886 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1752889.500000 Penalty: 11065.871094 Iteration 25Q: 3 clusters Score -1752890 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1752899.500000 Penalty: 11065.871094 Iteration 26Q: 3 clusters Score -1752900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1752900.000000 Penalty: 11065.871094 Iteration 27Q: 3 clusters Score -1752900 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1752896.625000 Penalty: 11065.871094 Iteration 28Q: 3 clusters Score -1752897 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1752901.625000 Penalty: 11065.871094 Iteration 29Q: 3 clusters Score -1752902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -1752905.750000 Penalty: 11065.871094 Iteration 30Q: 3 clusters Score -1752906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1752905.625000 Penalty: 11065.871094 Iteration 31Q: 3 clusters Score -1752906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -1752905.375000 Penalty: 11065.871094 Iteration 32Q: 3 clusters Score -1752905 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -1752909.125000 Penalty: 11065.871094 Iteration 33Q: 3 clusters Score -1752909 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -1752913.500000 Penalty: 11065.871094 Iteration 34Q: 3 clusters Score -1752914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1752914.000000 Penalty: 11065.871094 Iteration 35Q: 3 clusters Score -1752914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1752914.375000 Penalty: 11065.871094 Iteration 36Q: 3 clusters Score -1752914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -1752912.125000 Penalty: 11065.871094 Iteration 37Q: 3 clusters Score -1752912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1752918.250000 Penalty: 11065.871094 Iteration 38Q: 3 clusters Score -1752918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1752919.125000 Penalty: 11065.871094 Iteration 39Q: 3 clusters Score -1752919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -1752920.125000 Penalty: 11065.871094 Iteration 40F: 3 clusters Score -1752920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -1752925.750000 Penalty: 11065.871094 Iteration 41Q: 3 clusters Score -1752926 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -1752927.375000 Penalty: 11065.871094 Iteration 42Q: 3 clusters Score -1752927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1752926.000000 Penalty: 11065.871094 Iteration 43Q: 3 clusters Score -1752926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1752927.125000 Penalty: 11065.871094 Iteration 44Q: 3 clusters Score -1752927 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1752929.875000 Penalty: 11065.871094 Iteration 45Q: 3 clusters Score -1752930 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -1752932.375000 Penalty: 11065.871094 Iteration 46Q: 3 clusters Score -1752932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1752938.250000 Penalty: 11065.871094 Iteration 47Q: 3 clusters Score -1752938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -1752938.250000 Penalty: 11065.871094 Iteration 48Q: 3 clusters Score -1752938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -1752940.250000 Penalty: 11065.871094 Iteration 49Q: 3 clusters Score -1752940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -1752939.250000 Penalty: 11065.871094 Iteration 50Q: 3 clusters Score -1752939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -1752941.125000 Penalty: 11065.871094 Iteration 51Q: 3 clusters Score -1752941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -1752943.000000 Penalty: 11065.871094 Iteration 52Q: 3 clusters Score -1752943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -1752946.000000 Penalty: 11065.871094 Iteration 53Q: 3 clusters Score -1752946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -1752948.250000 Penalty: 11065.871094 Iteration 54Q: 3 clusters Score -1752948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -1752949.250000 Penalty: 11065.871094 Iteration 55Q: 3 clusters Score -1752949 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -1752953.250000 Penalty: 11065.871094 Iteration 56Q: 3 clusters Score -1752953 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1752952.375000 Penalty: 11065.871094 Iteration 57Q: 3 clusters Score -1752952 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1752952.625000 Penalty: 11065.871094 Iteration 58Q: 3 clusters Score -1752953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1752952.625000 Penalty: 11065.871094 Iteration 59F: 3 clusters Score -1752953 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16000 members Entering Unmasked Estep Score: -3348057.750000 Penalty: 5929.210449 Iteration 0F: 2 clusters Score -3348058 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -3334127.250000 Penalty: 11858.420898 Iteration 0F: 3 clusters Score -3334127 nChanged 6288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -3337485.000000 Penalty: 11858.420898 Iteration 1F: 3 clusters Score -3337485 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -3338137.750000 Penalty: 11858.420898 Iteration 2F: 3 clusters Score -3338138 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -3338730.000000 Penalty: 11858.420898 Iteration 3F: 3 clusters Score -3338730 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -3339274.250000 Penalty: 11858.420898 Iteration 4Q: 3 clusters Score -3339274 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -3339782.000000 Penalty: 11858.420898 Iteration 5Q: 3 clusters Score -3339782 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -3340258.750000 Penalty: 11858.420898 Iteration 6Q: 3 clusters Score -3340259 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -3340728.000000 Penalty: 11858.420898 Iteration 7Q: 3 clusters Score -3340728 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -3341196.750000 Penalty: 11858.420898 Iteration 8Q: 3 clusters Score -3341197 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -3341634.750000 Penalty: 11858.420898 Iteration 9Q: 3 clusters Score -3341635 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -3342058.500000 Penalty: 11858.420898 Iteration 10Q: 3 clusters Score -3342058 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -3342411.500000 Penalty: 11858.420898 Iteration 11Q: 3 clusters Score -3342412 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -3342721.750000 Penalty: 11858.420898 Iteration 12Q: 3 clusters Score -3342722 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -3342970.000000 Penalty: 11858.420898 Iteration 13Q: 3 clusters Score -3342970 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 12469 members Entering Unmasked Estep Score: -3343179.750000 Penalty: 11858.420898 Iteration 14Q: 3 clusters Score -3343180 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -3343363.250000 Penalty: 11858.420898 Iteration 15Q: 3 clusters Score -3343363 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -3343503.500000 Penalty: 11858.420898 Iteration 16Q: 3 clusters Score -3343504 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 12959 members Entering Unmasked Estep Score: -3343590.750000 Penalty: 11858.420898 Iteration 17Q: 3 clusters Score -3343591 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -3343633.500000 Penalty: 11858.420898 Iteration 18Q: 3 clusters Score -3343634 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 13136 members Entering Unmasked Estep Score: -3343693.500000 Penalty: 11858.420898 Iteration 19Q: 3 clusters Score -3343694 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 13214 members Entering Unmasked Estep Score: -3343745.000000 Penalty: 11858.420898 Iteration 20F: 3 clusters Score -3343745 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -3343783.750000 Penalty: 11858.420898 Iteration 21Q: 3 clusters Score -3343784 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 13348 members Entering Unmasked Estep Score: -3343803.000000 Penalty: 11858.420898 Iteration 22Q: 3 clusters Score -3343803 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 13395 members Entering Unmasked Estep Score: -3343823.750000 Penalty: 11858.420898 Iteration 23Q: 3 clusters Score -3343824 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 13445 members Entering Unmasked Estep Score: -3343855.000000 Penalty: 11858.420898 Iteration 24Q: 3 clusters Score -3343855 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 13478 members Entering Unmasked Estep Score: -3343859.500000 Penalty: 11858.420898 Iteration 25Q: 3 clusters Score -3343860 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -3343881.250000 Penalty: 11858.420898 Iteration 26Q: 3 clusters Score -3343881 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 13534 members Entering Unmasked Estep Score: -3343891.000000 Penalty: 11858.420898 Iteration 27Q: 3 clusters Score -3343891 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -3343896.000000 Penalty: 11858.420898 Iteration 28Q: 3 clusters Score -3343896 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 13568 members Entering Unmasked Estep Score: -3343907.000000 Penalty: 11858.420898 Iteration 29Q: 3 clusters Score -3343907 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 13585 members Entering Unmasked Estep Score: -3343909.250000 Penalty: 11858.420898 Iteration 30Q: 3 clusters Score -3343909 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 13605 members Entering Unmasked Estep Score: -3343921.000000 Penalty: 11858.420898 Iteration 31Q: 3 clusters Score -3343921 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -3343926.250000 Penalty: 11858.420898 Iteration 32Q: 3 clusters Score -3343926 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 13631 members Entering Unmasked Estep Score: -3343935.250000 Penalty: 11858.420898 Iteration 33Q: 3 clusters Score -3343935 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 13641 members Entering Unmasked Estep Score: -3343947.750000 Penalty: 11858.420898 Iteration 34Q: 3 clusters Score -3343948 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -3343952.250000 Penalty: 11858.420898 Iteration 35Q: 3 clusters Score -3343952 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 13665 members Entering Unmasked Estep Score: -3343957.000000 Penalty: 11858.420898 Iteration 36Q: 3 clusters Score -3343957 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -3343956.750000 Penalty: 11858.420898 Iteration 37Q: 3 clusters Score -3343957 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 13684 members Entering Unmasked Estep Score: -3343969.500000 Penalty: 11858.420898 Iteration 38Q: 3 clusters Score -3343970 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -3343965.750000 Penalty: 11858.420898 Iteration 39Q: 3 clusters Score -3343966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 13698 members Entering Unmasked Estep Score: -3343967.000000 Penalty: 11858.420898 Iteration 40F: 3 clusters Score -3343967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 13699 members Entering Unmasked Estep Score: -3343976.500000 Penalty: 11858.420898 Iteration 41Q: 3 clusters Score -3343976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 13704 members Entering Unmasked Estep Score: -3343977.750000 Penalty: 11858.420898 Iteration 42Q: 3 clusters Score -3343978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -3343977.250000 Penalty: 11858.420898 Iteration 43Q: 3 clusters Score -3343977 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 13718 members Entering Unmasked Estep Score: -3343982.250000 Penalty: 11858.420898 Iteration 44Q: 3 clusters Score -3343982 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -3343981.250000 Penalty: 11858.420898 Iteration 45Q: 3 clusters Score -3343981 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 13731 members Entering Unmasked Estep Score: -3343987.500000 Penalty: 11858.420898 Iteration 46Q: 3 clusters Score -3343988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 13736 members Entering Unmasked Estep Score: -3343993.500000 Penalty: 11858.420898 Iteration 47Q: 3 clusters Score -3343994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -3343995.750000 Penalty: 11858.420898 Iteration 48Q: 3 clusters Score -3343996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -3343991.500000 Penalty: 11858.420898 Iteration 49Q: 3 clusters Score -3343992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 13740 members Entering Unmasked Estep Score: -3343988.750000 Penalty: 11858.420898 Iteration 50Q: 3 clusters Score -3343989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -3343992.000000 Penalty: 11858.420898 Iteration 51Q: 3 clusters Score -3343992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 13742 members Entering Unmasked Estep Score: -3343995.000000 Penalty: 11858.420898 Iteration 52Q: 3 clusters Score -3343995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 13743 members Entering Unmasked Estep Score: -3343997.000000 Penalty: 11858.420898 Iteration 53Q: 3 clusters Score -3343997 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 13743 members Entering Unmasked Estep Score: -3343997.000000 Penalty: 11858.420898 Iteration 54F: 3 clusters Score -3343997 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -2240570.750000 Penalty: 5686.995605 Iteration 0F: 2 clusters Score -2240571 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -2229833.000000 Penalty: 11373.991211 Iteration 0F: 3 clusters Score -2229833 nChanged 4075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -2232185.000000 Penalty: 11373.991211 Iteration 1F: 3 clusters Score -2232185 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -2232704.500000 Penalty: 11373.991211 Iteration 2F: 3 clusters Score -2232704 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -2233029.500000 Penalty: 11373.991211 Iteration 3F: 3 clusters Score -2233030 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -2233243.000000 Penalty: 11373.991211 Iteration 4Q: 3 clusters Score -2233243 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -2233402.000000 Penalty: 11373.991211 Iteration 5Q: 3 clusters Score -2233402 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -2233526.000000 Penalty: 11373.991211 Iteration 6Q: 3 clusters Score -2233526 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -2233644.000000 Penalty: 11373.991211 Iteration 7Q: 3 clusters Score -2233644 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -2233775.000000 Penalty: 11373.991211 Iteration 8Q: 3 clusters Score -2233775 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -2233939.250000 Penalty: 11373.991211 Iteration 9Q: 3 clusters Score -2233939 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -2234137.500000 Penalty: 11373.991211 Iteration 10Q: 3 clusters Score -2234138 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -2234316.250000 Penalty: 11373.991211 Iteration 11Q: 3 clusters Score -2234316 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -2234482.500000 Penalty: 11373.991211 Iteration 12Q: 3 clusters Score -2234482 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -2234683.000000 Penalty: 11373.991211 Iteration 13Q: 3 clusters Score -2234683 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -2234885.500000 Penalty: 11373.991211 Iteration 14Q: 3 clusters Score -2234886 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -2235070.000000 Penalty: 11373.991211 Iteration 15Q: 3 clusters Score -2235070 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -2235258.000000 Penalty: 11373.991211 Iteration 16Q: 3 clusters Score -2235258 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -2235407.000000 Penalty: 11373.991211 Iteration 17Q: 3 clusters Score -2235407 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -2235534.750000 Penalty: 11373.991211 Iteration 18Q: 3 clusters Score -2235535 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -2235621.500000 Penalty: 11373.991211 Iteration 19Q: 3 clusters Score -2235622 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -2235691.250000 Penalty: 11373.991211 Iteration 20F: 3 clusters Score -2235691 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -2235759.000000 Penalty: 11373.991211 Iteration 21Q: 3 clusters Score -2235759 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -2235815.000000 Penalty: 11373.991211 Iteration 22Q: 3 clusters Score -2235815 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -2235864.250000 Penalty: 11373.991211 Iteration 23Q: 3 clusters Score -2235864 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -2235896.250000 Penalty: 11373.991211 Iteration 24Q: 3 clusters Score -2235896 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -2235924.250000 Penalty: 11373.991211 Iteration 25Q: 3 clusters Score -2235924 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -2235941.000000 Penalty: 11373.991211 Iteration 26Q: 3 clusters Score -2235941 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -2235975.250000 Penalty: 11373.991211 Iteration 27Q: 3 clusters Score -2235975 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -2235993.750000 Penalty: 11373.991211 Iteration 28Q: 3 clusters Score -2235994 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -2236013.500000 Penalty: 11373.991211 Iteration 29Q: 3 clusters Score -2236014 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -2236038.750000 Penalty: 11373.991211 Iteration 30Q: 3 clusters Score -2236039 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -2236055.000000 Penalty: 11373.991211 Iteration 31Q: 3 clusters Score -2236055 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -2236071.250000 Penalty: 11373.991211 Iteration 32Q: 3 clusters Score -2236071 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -2236091.500000 Penalty: 11373.991211 Iteration 33Q: 3 clusters Score -2236092 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -2236106.250000 Penalty: 11373.991211 Iteration 34Q: 3 clusters Score -2236106 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -2236118.000000 Penalty: 11373.991211 Iteration 35Q: 3 clusters Score -2236118 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -2236125.500000 Penalty: 11373.991211 Iteration 36Q: 3 clusters Score -2236126 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -2236140.500000 Penalty: 11373.991211 Iteration 37Q: 3 clusters Score -2236140 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -2236147.500000 Penalty: 11373.991211 Iteration 38Q: 3 clusters Score -2236148 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -2236156.500000 Penalty: 11373.991211 Iteration 39Q: 3 clusters Score -2236156 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -2236158.250000 Penalty: 11373.991211 Iteration 40F: 3 clusters Score -2236158 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -2236160.750000 Penalty: 11373.991211 Iteration 41Q: 3 clusters Score -2236161 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -2236164.250000 Penalty: 11373.991211 Iteration 42Q: 3 clusters Score -2236164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -2236166.750000 Penalty: 11373.991211 Iteration 43Q: 3 clusters Score -2236167 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -2236169.250000 Penalty: 11373.991211 Iteration 44Q: 3 clusters Score -2236169 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -2236166.250000 Penalty: 11373.991211 Iteration 45Q: 3 clusters Score -2236166 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -2236171.250000 Penalty: 11373.991211 Iteration 46Q: 3 clusters Score -2236171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -2236169.500000 Penalty: 11373.991211 Iteration 47Q: 3 clusters Score -2236170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -2236169.500000 Penalty: 11373.991211 Iteration 48F: 3 clusters Score -2236170 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (22560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22560 members Entering Unmasked Estep Score: -4777199.000000 Penalty: 6139.659180 Iteration 0F: 2 clusters Score -4777199 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11259 members Mstep: Class 2 contains 11301 members Entering Unmasked Estep Score: -4759194.500000 Penalty: 12279.318359 Iteration 0F: 3 clusters Score -4759194 nChanged 9199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -4763970.000000 Penalty: 12279.318359 Iteration 1F: 3 clusters Score -4763970 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 11527 members Entering Unmasked Estep Score: -4764579.000000 Penalty: 12279.318359 Iteration 2F: 3 clusters Score -4764579 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -4765001.500000 Penalty: 12279.318359 Iteration 3Q: 3 clusters Score -4765002 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10797 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -4765321.000000 Penalty: 12279.318359 Iteration 4Q: 3 clusters Score -4765321 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 11933 members Entering Unmasked Estep Score: -4765547.500000 Penalty: 12279.318359 Iteration 5Q: 3 clusters Score -4765548 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -4765736.000000 Penalty: 12279.318359 Iteration 6Q: 3 clusters Score -4765736 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -4765865.000000 Penalty: 12279.318359 Iteration 7Q: 3 clusters Score -4765865 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -4766008.000000 Penalty: 12279.318359 Iteration 8Q: 3 clusters Score -4766008 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 12895 members Entering Unmasked Estep Score: -4766132.500000 Penalty: 12279.318359 Iteration 9Q: 3 clusters Score -4766132 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -4766249.000000 Penalty: 12279.318359 Iteration 10Q: 3 clusters Score -4766249 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 13564 members Entering Unmasked Estep Score: -4766392.500000 Penalty: 12279.318359 Iteration 11Q: 3 clusters Score -4766392 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 13933 members Entering Unmasked Estep Score: -4766524.000000 Penalty: 12279.318359 Iteration 12Q: 3 clusters Score -4766524 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 14339 members Entering Unmasked Estep Score: -4766724.500000 Penalty: 12279.318359 Iteration 13Q: 3 clusters Score -4766724 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 14812 members Entering Unmasked Estep Score: -4766917.500000 Penalty: 12279.318359 Iteration 14Q: 3 clusters Score -4766918 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 15382 members Entering Unmasked Estep Score: -4767204.000000 Penalty: 12279.318359 Iteration 15Q: 3 clusters Score -4767204 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 15994 members Entering Unmasked Estep Score: -4767518.000000 Penalty: 12279.318359 Iteration 16Q: 3 clusters Score -4767518 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 16667 members Entering Unmasked Estep Score: -4767907.000000 Penalty: 12279.318359 Iteration 17Q: 3 clusters Score -4767907 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 17348 members Entering Unmasked Estep Score: -4768312.500000 Penalty: 12279.318359 Iteration 18Q: 3 clusters Score -4768312 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 18053 members Entering Unmasked Estep Score: -4768787.500000 Penalty: 12279.318359 Iteration 19Q: 3 clusters Score -4768788 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 18747 members Entering Unmasked Estep Score: -4769256.000000 Penalty: 12279.318359 Iteration 20F: 3 clusters Score -4769256 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 19409 members Entering Unmasked Estep Score: -4769792.000000 Penalty: 12279.318359 Iteration 21Q: 3 clusters Score -4769792 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 19961 members Entering Unmasked Estep Score: -4770198.500000 Penalty: 12279.318359 Iteration 22Q: 3 clusters Score -4770198 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 20393 members Entering Unmasked Estep Score: -4770555.000000 Penalty: 12279.318359 Iteration 23Q: 3 clusters Score -4770555 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -4770832.500000 Penalty: 12279.318359 Iteration 24Q: 3 clusters Score -4770832 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -4771072.000000 Penalty: 12279.318359 Iteration 25Q: 3 clusters Score -4771072 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -4771241.000000 Penalty: 12279.318359 Iteration 26Q: 3 clusters Score -4771241 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 21317 members Entering Unmasked Estep Score: -4771375.000000 Penalty: 12279.318359 Iteration 27Q: 3 clusters Score -4771375 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 21434 members Entering Unmasked Estep Score: -4771495.500000 Penalty: 12279.318359 Iteration 28Q: 3 clusters Score -4771496 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 21499 members Entering Unmasked Estep Score: -4771555.500000 Penalty: 12279.318359 Iteration 29Q: 3 clusters Score -4771556 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 21538 members Entering Unmasked Estep Score: -4771611.500000 Penalty: 12279.318359 Iteration 30Q: 3 clusters Score -4771612 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 21578 members Entering Unmasked Estep Score: -4771661.000000 Penalty: 12279.318359 Iteration 31Q: 3 clusters Score -4771661 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 21609 members Entering Unmasked Estep Score: -4771698.000000 Penalty: 12279.318359 Iteration 32Q: 3 clusters Score -4771698 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 21637 members Entering Unmasked Estep Score: -4771711.500000 Penalty: 12279.318359 Iteration 33Q: 3 clusters Score -4771712 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 21656 members Entering Unmasked Estep Score: -4771732.000000 Penalty: 12279.318359 Iteration 34Q: 3 clusters Score -4771732 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 21668 members Entering Unmasked Estep Score: -4771751.000000 Penalty: 12279.318359 Iteration 35Q: 3 clusters Score -4771751 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 21680 members Entering Unmasked Estep Score: -4771755.500000 Penalty: 12279.318359 Iteration 36Q: 3 clusters Score -4771756 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 21686 members Entering Unmasked Estep Score: -4771758.000000 Penalty: 12279.318359 Iteration 37Q: 3 clusters Score -4771758 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 21695 members Entering Unmasked Estep Score: -4771773.000000 Penalty: 12279.318359 Iteration 38Q: 3 clusters Score -4771773 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 21708 members Entering Unmasked Estep Score: -4771781.500000 Penalty: 12279.318359 Iteration 39Q: 3 clusters Score -4771782 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 21715 members Entering Unmasked Estep Score: -4771785.000000 Penalty: 12279.318359 Iteration 40F: 3 clusters Score -4771785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 21717 members Entering Unmasked Estep Score: -4771787.500000 Penalty: 12279.318359 Iteration 41Q: 3 clusters Score -4771788 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 21721 members Entering Unmasked Estep Score: -4771806.000000 Penalty: 12279.318359 Iteration 42Q: 3 clusters Score -4771806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 21728 members Entering Unmasked Estep Score: -4771814.500000 Penalty: 12279.318359 Iteration 43Q: 3 clusters Score -4771814 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 21738 members Entering Unmasked Estep Score: -4771820.500000 Penalty: 12279.318359 Iteration 44Q: 3 clusters Score -4771820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 21743 members Entering Unmasked Estep Score: -4771829.000000 Penalty: 12279.318359 Iteration 45Q: 3 clusters Score -4771829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -4771831.000000 Penalty: 12279.318359 Iteration 46Q: 3 clusters Score -4771831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 21739 members Entering Unmasked Estep Score: -4771832.000000 Penalty: 12279.318359 Iteration 47Q: 3 clusters Score -4771832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 21738 members Entering Unmasked Estep Score: -4771834.000000 Penalty: 12279.318359 Iteration 48Q: 3 clusters Score -4771834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 21738 members Entering Unmasked Estep Score: -4771834.000000 Penalty: 12279.318359 Iteration 49F: 3 clusters Score -4771834 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (54296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54296 members Entering Unmasked Estep Score: -11530711.000000 Penalty: 6677.601074 Iteration 0F: 2 clusters Score -1.153071e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27123 members Mstep: Class 2 contains 27173 members Entering Unmasked Estep Score: -11492578.000000 Penalty: 13355.202148 Iteration 0F: 3 clusters Score -1.149258e+07 nChanged 23845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27340 members Mstep: Class 2 contains 26956 members Entering Unmasked Estep Score: -11505317.000000 Penalty: 13355.202148 Iteration 1F: 3 clusters Score -1.150532e+07 nChanged 2765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27437 members Mstep: Class 2 contains 26859 members Entering Unmasked Estep Score: -11506222.000000 Penalty: 13355.202148 Iteration 2F: 3 clusters Score -1.150622e+07 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27552 members Mstep: Class 2 contains 26744 members Entering Unmasked Estep Score: -11506950.000000 Penalty: 13355.202148 Iteration 3Q: 3 clusters Score -1.150695e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27687 members Mstep: Class 2 contains 26609 members Entering Unmasked Estep Score: -11507503.000000 Penalty: 13355.202148 Iteration 4Q: 3 clusters Score -1.15075e+07 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27920 members Mstep: Class 2 contains 26376 members Entering Unmasked Estep Score: -11507922.000000 Penalty: 13355.202148 Iteration 5Q: 3 clusters Score -1.150792e+07 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28268 members Mstep: Class 2 contains 26028 members Entering Unmasked Estep Score: -11508471.000000 Penalty: 13355.202148 Iteration 6Q: 3 clusters Score -1.150847e+07 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28725 members Mstep: Class 2 contains 25571 members Entering Unmasked Estep Score: -11508955.000000 Penalty: 13355.202148 Iteration 7Q: 3 clusters Score -1.150896e+07 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29313 members Mstep: Class 2 contains 24983 members Entering Unmasked Estep Score: -11509519.000000 Penalty: 13355.202148 Iteration 8Q: 3 clusters Score -1.150952e+07 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30070 members Mstep: Class 2 contains 24226 members Entering Unmasked Estep Score: -11510053.000000 Penalty: 13355.202148 Iteration 9Q: 3 clusters Score -1.151005e+07 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30988 members Mstep: Class 2 contains 23308 members Entering Unmasked Estep Score: -11510885.000000 Penalty: 13355.202148 Iteration 10Q: 3 clusters Score -1.151088e+07 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32124 members Mstep: Class 2 contains 22172 members Entering Unmasked Estep Score: -11511745.000000 Penalty: 13355.202148 Iteration 11Q: 3 clusters Score -1.151174e+07 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33475 members Mstep: Class 2 contains 20821 members Entering Unmasked Estep Score: -11512683.000000 Penalty: 13355.202148 Iteration 12Q: 3 clusters Score -1.151268e+07 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34930 members Mstep: Class 2 contains 19366 members Entering Unmasked Estep Score: -11513602.000000 Penalty: 13355.202148 Iteration 13Q: 3 clusters Score -1.15136e+07 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36475 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -11514584.000000 Penalty: 13355.202148 Iteration 14Q: 3 clusters Score -1.151458e+07 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38125 members Mstep: Class 2 contains 16171 members Entering Unmasked Estep Score: -11515607.000000 Penalty: 13355.202148 Iteration 15Q: 3 clusters Score -1.151561e+07 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39797 members Mstep: Class 2 contains 14499 members Entering Unmasked Estep Score: -11516500.000000 Penalty: 13355.202148 Iteration 16Q: 3 clusters Score -1.15165e+07 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41401 members Mstep: Class 2 contains 12895 members Entering Unmasked Estep Score: -11517345.000000 Penalty: 13355.202148 Iteration 17Q: 3 clusters Score -1.151734e+07 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42967 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -11518274.000000 Penalty: 13355.202148 Iteration 18Q: 3 clusters Score -1.151827e+07 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44467 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -11519100.000000 Penalty: 13355.202148 Iteration 19Q: 3 clusters Score -1.15191e+07 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45871 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -11519896.000000 Penalty: 13355.202148 Iteration 20F: 3 clusters Score -1.15199e+07 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47229 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -11520835.000000 Penalty: 13355.202148 Iteration 21Q: 3 clusters Score -1.152084e+07 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48429 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -11521702.000000 Penalty: 13355.202148 Iteration 22Q: 3 clusters Score -1.15217e+07 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49461 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -11522443.000000 Penalty: 13355.202148 Iteration 23Q: 3 clusters Score -1.152244e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50290 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -11523175.000000 Penalty: 13355.202148 Iteration 24Q: 3 clusters Score -1.152318e+07 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50909 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -11523730.000000 Penalty: 13355.202148 Iteration 25Q: 3 clusters Score -1.152373e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51348 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -11524153.000000 Penalty: 13355.202148 Iteration 26Q: 3 clusters Score -1.152415e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51681 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -11524514.000000 Penalty: 13355.202148 Iteration 27Q: 3 clusters Score -1.152451e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51902 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -11524642.000000 Penalty: 13355.202148 Iteration 28Q: 3 clusters Score -1.152464e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52039 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -11524763.000000 Penalty: 13355.202148 Iteration 29Q: 3 clusters Score -1.152476e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52150 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -11524830.000000 Penalty: 13355.202148 Iteration 30Q: 3 clusters Score -1.152483e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52230 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -11524918.000000 Penalty: 13355.202148 Iteration 31Q: 3 clusters Score -1.152492e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52292 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -11524960.000000 Penalty: 13355.202148 Iteration 32Q: 3 clusters Score -1.152496e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52339 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -11525003.000000 Penalty: 13355.202148 Iteration 33Q: 3 clusters Score -1.1525e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52380 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -11525017.000000 Penalty: 13355.202148 Iteration 34Q: 3 clusters Score -1.152502e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52400 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -11525035.000000 Penalty: 13355.202148 Iteration 35Q: 3 clusters Score -1.152504e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52423 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -11525051.000000 Penalty: 13355.202148 Iteration 36Q: 3 clusters Score -1.152505e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52451 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -11525059.000000 Penalty: 13355.202148 Iteration 37Q: 3 clusters Score -1.152506e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52467 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -11525077.000000 Penalty: 13355.202148 Iteration 38Q: 3 clusters Score -1.152508e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52481 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -11525095.000000 Penalty: 13355.202148 Iteration 39Q: 3 clusters Score -1.15251e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52494 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -11525095.000000 Penalty: 13355.202148 Iteration 40F: 3 clusters Score -1.15251e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52504 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -11525116.000000 Penalty: 13355.202148 Iteration 41Q: 3 clusters Score -1.152512e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52513 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -11525121.000000 Penalty: 13355.202148 Iteration 42Q: 3 clusters Score -1.152512e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52529 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -11525140.000000 Penalty: 13355.202148 Iteration 43Q: 3 clusters Score -1.152514e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52542 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -11525138.000000 Penalty: 13355.202148 Iteration 44Q: 3 clusters Score -1.152514e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52551 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -11525135.000000 Penalty: 13355.202148 Iteration 45Q: 3 clusters Score -1.152514e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52559 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -11525152.000000 Penalty: 13355.202148 Iteration 46Q: 3 clusters Score -1.152515e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52563 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -11525162.000000 Penalty: 13355.202148 Iteration 47Q: 3 clusters Score -1.152516e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52570 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -11525159.000000 Penalty: 13355.202148 Iteration 48Q: 3 clusters Score -1.152516e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52578 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -11525175.000000 Penalty: 13355.202148 Iteration 49Q: 3 clusters Score -1.152518e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52583 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -11525171.000000 Penalty: 13355.202148 Iteration 50Q: 3 clusters Score -1.152517e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52587 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -11525175.000000 Penalty: 13355.202148 Iteration 51Q: 3 clusters Score -1.152518e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52594 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -11525193.000000 Penalty: 13355.202148 Iteration 52Q: 3 clusters Score -1.152519e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52599 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -11525197.000000 Penalty: 13355.202148 Iteration 53Q: 3 clusters Score -1.15252e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52607 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -11525192.000000 Penalty: 13355.202148 Iteration 54Q: 3 clusters Score -1.152519e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52613 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -11525193.000000 Penalty: 13355.202148 Iteration 55Q: 3 clusters Score -1.152519e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52618 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -11525192.000000 Penalty: 13355.202148 Iteration 56Q: 3 clusters Score -1.152519e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52620 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -11525192.000000 Penalty: 13355.202148 Iteration 57Q: 3 clusters Score -1.152519e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52625 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -11525182.000000 Penalty: 13355.202148 Iteration 58Q: 3 clusters Score -1.152518e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52629 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -11525192.000000 Penalty: 13355.202148 Iteration 59Q: 3 clusters Score -1.152519e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52635 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -11525199.000000 Penalty: 13355.202148 Iteration 60F: 3 clusters Score -1.15252e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52637 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -11525209.000000 Penalty: 13355.202148 Iteration 61Q: 3 clusters Score -1.152521e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52636 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -11525217.000000 Penalty: 13355.202148 Iteration 62Q: 3 clusters Score -1.152522e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52636 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -11525214.000000 Penalty: 13355.202148 Iteration 63Q: 3 clusters Score -1.152521e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52637 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -11525214.000000 Penalty: 13355.202148 Iteration 64Q: 3 clusters Score -1.152521e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52641 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -11525209.000000 Penalty: 13355.202148 Iteration 65Q: 3 clusters Score -1.152521e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52645 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -11525206.000000 Penalty: 13355.202148 Iteration 66Q: 3 clusters Score -1.152521e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52648 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -11525220.000000 Penalty: 13355.202148 Iteration 67Q: 3 clusters Score -1.152522e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52651 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -11525222.000000 Penalty: 13355.202148 Iteration 68Q: 3 clusters Score -1.152522e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52652 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -11525218.000000 Penalty: 13355.202148 Iteration 69Q: 3 clusters Score -1.152522e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52652 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -11525218.000000 Penalty: 13355.202148 Iteration 70F: 3 clusters Score -1.152522e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (170523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170523 members Entering Unmasked Estep Score: -36024652.000000 Penalty: 7378.558105 Iteration 0F: 2 clusters Score -3.602465e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85232 members Mstep: Class 2 contains 85291 members Entering Unmasked Estep Score: -35909944.000000 Penalty: 14757.116211 Iteration 0F: 3 clusters Score -3.590994e+07 nChanged 79827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85263 members Mstep: Class 2 contains 85260 members Entering Unmasked Estep Score: -35954776.000000 Penalty: 14757.116211 Iteration 1F: 3 clusters Score -3.595478e+07 nChanged 5753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85356 members Mstep: Class 2 contains 85167 members Entering Unmasked Estep Score: -35956188.000000 Penalty: 14757.116211 Iteration 2Q: 3 clusters Score -3.595619e+07 nChanged 5406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85556 members Mstep: Class 2 contains 84967 members Entering Unmasked Estep Score: -35957332.000000 Penalty: 14757.116211 Iteration 3Q: 3 clusters Score -3.595733e+07 nChanged 4979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85771 members Mstep: Class 2 contains 84752 members Entering Unmasked Estep Score: -35958204.000000 Penalty: 14757.116211 Iteration 4Q: 3 clusters Score -3.59582e+07 nChanged 4700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85945 members Mstep: Class 2 contains 84578 members Entering Unmasked Estep Score: -35959212.000000 Penalty: 14757.116211 Iteration 5Q: 3 clusters Score -3.595921e+07 nChanged 4714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86237 members Mstep: Class 2 contains 84286 members Entering Unmasked Estep Score: -35960096.000000 Penalty: 14757.116211 Iteration 6Q: 3 clusters Score -3.59601e+07 nChanged 4668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86661 members Mstep: Class 2 contains 83862 members Entering Unmasked Estep Score: -35961028.000000 Penalty: 14757.116211 Iteration 7Q: 3 clusters Score -3.596103e+07 nChanged 4592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87227 members Mstep: Class 2 contains 83296 members Entering Unmasked Estep Score: -35961936.000000 Penalty: 14757.116211 Iteration 8Q: 3 clusters Score -3.596194e+07 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88026 members Mstep: Class 2 contains 82497 members Entering Unmasked Estep Score: -35963256.000000 Penalty: 14757.116211 Iteration 9Q: 3 clusters Score -3.596326e+07 nChanged 4995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89121 members Mstep: Class 2 contains 81402 members Entering Unmasked Estep Score: -35964788.000000 Penalty: 14757.116211 Iteration 10Q: 3 clusters Score -3.596479e+07 nChanged 5441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90676 members Mstep: Class 2 contains 79847 members Entering Unmasked Estep Score: -35966460.000000 Penalty: 14757.116211 Iteration 11Q: 3 clusters Score -3.596646e+07 nChanged 5908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92838 members Mstep: Class 2 contains 77685 members Entering Unmasked Estep Score: -35968444.000000 Penalty: 14757.116211 Iteration 12Q: 3 clusters Score -3.596844e+07 nChanged 6576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95552 members Mstep: Class 2 contains 74971 members Entering Unmasked Estep Score: -35971060.000000 Penalty: 14757.116211 Iteration 13Q: 3 clusters Score -3.597106e+07 nChanged 6972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98798 members Mstep: Class 2 contains 71725 members Entering Unmasked Estep Score: -35974320.000000 Penalty: 14757.116211 Iteration 14Q: 3 clusters Score -3.597432e+07 nChanged 7161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102551 members Mstep: Class 2 contains 67972 members Entering Unmasked Estep Score: -35977968.000000 Penalty: 14757.116211 Iteration 15Q: 3 clusters Score -3.597797e+07 nChanged 7341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106596 members Mstep: Class 2 contains 63927 members Entering Unmasked Estep Score: -35981880.000000 Penalty: 14757.116211 Iteration 16Q: 3 clusters Score -3.598188e+07 nChanged 7058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110650 members Mstep: Class 2 contains 59873 members Entering Unmasked Estep Score: -35985820.000000 Penalty: 14757.116211 Iteration 17Q: 3 clusters Score -3.598582e+07 nChanged 6586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114536 members Mstep: Class 2 contains 55987 members Entering Unmasked Estep Score: -35989472.000000 Penalty: 14757.116211 Iteration 18Q: 3 clusters Score -3.598947e+07 nChanged 5743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118117 members Mstep: Class 2 contains 52406 members Entering Unmasked Estep Score: -35992176.000000 Penalty: 14757.116211 Iteration 19Q: 3 clusters Score -3.599218e+07 nChanged 4664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121507 members Mstep: Class 2 contains 49016 members Entering Unmasked Estep Score: -35994020.000000 Penalty: 14757.116211 Iteration 20F: 3 clusters Score -3.599402e+07 nChanged 3789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124772 members Mstep: Class 2 contains 45751 members Entering Unmasked Estep Score: -35995576.000000 Penalty: 14757.116211 Iteration 21Q: 3 clusters Score -3.599558e+07 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127885 members Mstep: Class 2 contains 42638 members Entering Unmasked Estep Score: -35996548.000000 Penalty: 14757.116211 Iteration 22Q: 3 clusters Score -3.599655e+07 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131003 members Mstep: Class 2 contains 39520 members Entering Unmasked Estep Score: -35997720.000000 Penalty: 14757.116211 Iteration 23Q: 3 clusters Score -3.599772e+07 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134246 members Mstep: Class 2 contains 36277 members Entering Unmasked Estep Score: -35998816.000000 Penalty: 14757.116211 Iteration 24Q: 3 clusters Score -3.599882e+07 nChanged 3398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137640 members Mstep: Class 2 contains 32883 members Entering Unmasked Estep Score: -36000260.000000 Penalty: 14757.116211 Iteration 25Q: 3 clusters Score -3.600026e+07 nChanged 3536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141174 members Mstep: Class 2 contains 29349 members Entering Unmasked Estep Score: -36001852.000000 Penalty: 14757.116211 Iteration 26Q: 3 clusters Score -3.600185e+07 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144742 members Mstep: Class 2 contains 25781 members Entering Unmasked Estep Score: -36003476.000000 Penalty: 14757.116211 Iteration 27Q: 3 clusters Score -3.600348e+07 nChanged 3539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148279 members Mstep: Class 2 contains 22244 members Entering Unmasked Estep Score: -36005244.000000 Penalty: 14757.116211 Iteration 28Q: 3 clusters Score -3.600524e+07 nChanged 3407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151684 members Mstep: Class 2 contains 18839 members Entering Unmasked Estep Score: -36007152.000000 Penalty: 14757.116211 Iteration 29Q: 3 clusters Score -3.600715e+07 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154879 members Mstep: Class 2 contains 15644 members Entering Unmasked Estep Score: -36008928.000000 Penalty: 14757.116211 Iteration 30Q: 3 clusters Score -3.600893e+07 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157788 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -36010860.000000 Penalty: 14757.116211 Iteration 31Q: 3 clusters Score -3.601086e+07 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160453 members Mstep: Class 2 contains 10070 members Entering Unmasked Estep Score: -36012572.000000 Penalty: 14757.116211 Iteration 32Q: 3 clusters Score -3.601257e+07 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162741 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -36014152.000000 Penalty: 14757.116211 Iteration 33Q: 3 clusters Score -3.601415e+07 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164575 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -36015468.000000 Penalty: 14757.116211 Iteration 34Q: 3 clusters Score -3.601547e+07 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165990 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -36016416.000000 Penalty: 14757.116211 Iteration 35Q: 3 clusters Score -3.601642e+07 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167065 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -36017124.000000 Penalty: 14757.116211 Iteration 36Q: 3 clusters Score -3.601712e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167774 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -36017420.000000 Penalty: 14757.116211 Iteration 37Q: 3 clusters Score -3.601742e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168234 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -36017812.000000 Penalty: 14757.116211 Iteration 38Q: 3 clusters Score -3.601781e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168544 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -36017992.000000 Penalty: 14757.116211 Iteration 39Q: 3 clusters Score -3.601799e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168747 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -36018144.000000 Penalty: 14757.116211 Iteration 40F: 3 clusters Score -3.601814e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168894 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -36018220.000000 Penalty: 14757.116211 Iteration 41Q: 3 clusters Score -3.601822e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169002 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -36018344.000000 Penalty: 14757.116211 Iteration 42Q: 3 clusters Score -3.601834e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169075 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -36018392.000000 Penalty: 14757.116211 Iteration 43Q: 3 clusters Score -3.601839e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169139 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -36018440.000000 Penalty: 14757.116211 Iteration 44Q: 3 clusters Score -3.601844e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169184 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -36018460.000000 Penalty: 14757.116211 Iteration 45Q: 3 clusters Score -3.601846e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169222 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -36018556.000000 Penalty: 14757.116211 Iteration 46Q: 3 clusters Score -3.601856e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169262 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -36018580.000000 Penalty: 14757.116211 Iteration 47Q: 3 clusters Score -3.601858e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169293 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -36018628.000000 Penalty: 14757.116211 Iteration 48Q: 3 clusters Score -3.601863e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169321 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -36018712.000000 Penalty: 14757.116211 Iteration 49Q: 3 clusters Score -3.601871e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169341 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -36018728.000000 Penalty: 14757.116211 Iteration 50Q: 3 clusters Score -3.601873e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169358 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -36018748.000000 Penalty: 14757.116211 Iteration 51Q: 3 clusters Score -3.601875e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169373 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -36018740.000000 Penalty: 14757.116211 Iteration 52Q: 3 clusters Score -3.601874e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169382 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -36018784.000000 Penalty: 14757.116211 Iteration 53Q: 3 clusters Score -3.601878e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169391 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -36018760.000000 Penalty: 14757.116211 Iteration 54Q: 3 clusters Score -3.601876e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169395 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -36018772.000000 Penalty: 14757.116211 Iteration 55Q: 3 clusters Score -3.601877e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169401 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -36018776.000000 Penalty: 14757.116211 Iteration 56Q: 3 clusters Score -3.601878e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169407 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -36018780.000000 Penalty: 14757.116211 Iteration 57Q: 3 clusters Score -3.601878e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169411 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -36018792.000000 Penalty: 14757.116211 Iteration 58Q: 3 clusters Score -3.601879e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169412 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -36018796.000000 Penalty: 14757.116211 Iteration 59Q: 3 clusters Score -3.60188e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169412 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -36018796.000000 Penalty: 14757.116211 Iteration 60F: 3 clusters Score -3.60188e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Entering Unmasked Estep Score: -143357.765625 Penalty: 4096.617188 Iteration 0F: 2 clusters Score -143357.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -139575.781250 Penalty: 8193.234375 Iteration 0F: 3 clusters Score -139575.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -140120.765625 Penalty: 8193.234375 Iteration 1F: 3 clusters Score -140120.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -140395.937500 Penalty: 8193.234375 Iteration 2F: 3 clusters Score -140395.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -140651.906250 Penalty: 8193.234375 Iteration 3Q: 3 clusters Score -140651.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -140764.625000 Penalty: 8193.234375 Iteration 4Q: 3 clusters Score -140764.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -140860.140625 Penalty: 8193.234375 Iteration 5Q: 3 clusters Score -140860.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -140977.078125 Penalty: 8193.234375 Iteration 6Q: 3 clusters Score -140977.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -141069.468750 Penalty: 8193.234375 Iteration 7Q: 3 clusters Score -141069.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -141117.015625 Penalty: 8193.234375 Iteration 8Q: 3 clusters Score -141117 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -141144.046875 Penalty: 8193.234375 Iteration 9Q: 3 clusters Score -141144 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -141200.000000 Penalty: 8193.234375 Iteration 10Q: 3 clusters Score -141200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -141233.140625 Penalty: 8193.234375 Iteration 11Q: 3 clusters Score -141233.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -141263.343750 Penalty: 8193.234375 Iteration 12Q: 3 clusters Score -141263.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -141287.546875 Penalty: 8193.234375 Iteration 13Q: 3 clusters Score -141287.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -141294.234375 Penalty: 8193.234375 Iteration 14Q: 3 clusters Score -141294.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -141299.921875 Penalty: 8193.234375 Iteration 15Q: 3 clusters Score -141299.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -141309.406250 Penalty: 8193.234375 Iteration 16Q: 3 clusters Score -141309.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -141317.703125 Penalty: 8193.234375 Iteration 17Q: 3 clusters Score -141317.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -141328.906250 Penalty: 8193.234375 Iteration 18Q: 3 clusters Score -141328.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -141337.734375 Penalty: 8193.234375 Iteration 19Q: 3 clusters Score -141337.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -141337.734375 Penalty: 8193.234375 Iteration 20F: 3 clusters Score -141337.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Entering Unmasked Estep Score: -20151.873047 Penalty: 3069.014160 Iteration 0F: 2 clusters Score -20151.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -18110.341797 Penalty: 6138.028320 Iteration 0F: 3 clusters Score -18110.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -18119.677734 Penalty: 6138.028320 Iteration 1Q: 3 clusters Score -18119.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -18119.677734 Penalty: 6138.028320 Iteration 2F: 3 clusters Score -18119.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (41399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41399 members Entering Unmasked Estep Score: -8820895.000000 Penalty: 6511.494629 Iteration 0F: 2 clusters Score -8820895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Mstep: Class 2 contains 20655 members Entering Unmasked Estep Score: -8790724.000000 Penalty: 13022.989258 Iteration 0F: 3 clusters Score -8790724 nChanged 17985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21117 members Mstep: Class 2 contains 20282 members Entering Unmasked Estep Score: -8800237.000000 Penalty: 13022.989258 Iteration 1F: 3 clusters Score -8800237 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21350 members Mstep: Class 2 contains 20049 members Entering Unmasked Estep Score: -8801067.000000 Penalty: 13022.989258 Iteration 2F: 3 clusters Score -8801067 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21685 members Mstep: Class 2 contains 19714 members Entering Unmasked Estep Score: -8801728.000000 Penalty: 13022.989258 Iteration 3Q: 3 clusters Score -8801728 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 19276 members Entering Unmasked Estep Score: -8802296.000000 Penalty: 13022.989258 Iteration 4Q: 3 clusters Score -8802296 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 18683 members Entering Unmasked Estep Score: -8802854.000000 Penalty: 13022.989258 Iteration 5Q: 3 clusters Score -8802854 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23507 members Mstep: Class 2 contains 17892 members Entering Unmasked Estep Score: -8803431.000000 Penalty: 13022.989258 Iteration 6Q: 3 clusters Score -8803431 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24497 members Mstep: Class 2 contains 16902 members Entering Unmasked Estep Score: -8804205.000000 Penalty: 13022.989258 Iteration 7Q: 3 clusters Score -8804205 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25766 members Mstep: Class 2 contains 15633 members Entering Unmasked Estep Score: -8805030.000000 Penalty: 13022.989258 Iteration 8Q: 3 clusters Score -8805030 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27292 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -8806155.000000 Penalty: 13022.989258 Iteration 9Q: 3 clusters Score -8806155 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28992 members Mstep: Class 2 contains 12407 members Entering Unmasked Estep Score: -8807417.000000 Penalty: 13022.989258 Iteration 10Q: 3 clusters Score -8807417 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30751 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -8808707.000000 Penalty: 13022.989258 Iteration 11Q: 3 clusters Score -8808707 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32455 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -8810053.000000 Penalty: 13022.989258 Iteration 12Q: 3 clusters Score -8810053 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34100 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -8811329.000000 Penalty: 13022.989258 Iteration 13Q: 3 clusters Score -8811329 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35471 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -8812417.000000 Penalty: 13022.989258 Iteration 14Q: 3 clusters Score -8812417 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36644 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -8813263.000000 Penalty: 13022.989258 Iteration 15Q: 3 clusters Score -8813263 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37562 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -8813928.000000 Penalty: 13022.989258 Iteration 16Q: 3 clusters Score -8813928 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38245 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -8814435.000000 Penalty: 13022.989258 Iteration 17Q: 3 clusters Score -8814435 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38749 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -8814813.000000 Penalty: 13022.989258 Iteration 18Q: 3 clusters Score -8814813 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39077 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -8815001.000000 Penalty: 13022.989258 Iteration 19Q: 3 clusters Score -8815001 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39317 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -8815133.000000 Penalty: 13022.989258 Iteration 20F: 3 clusters Score -8815133 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39493 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -8815251.000000 Penalty: 13022.989258 Iteration 21Q: 3 clusters Score -8815251 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39604 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -8815331.000000 Penalty: 13022.989258 Iteration 22Q: 3 clusters Score -8815331 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39702 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -8815394.000000 Penalty: 13022.989258 Iteration 23Q: 3 clusters Score -8815394 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39764 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -8815441.000000 Penalty: 13022.989258 Iteration 24Q: 3 clusters Score -8815441 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39805 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -8815471.000000 Penalty: 13022.989258 Iteration 25Q: 3 clusters Score -8815471 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39850 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -8815493.000000 Penalty: 13022.989258 Iteration 26Q: 3 clusters Score -8815493 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39891 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -8815525.000000 Penalty: 13022.989258 Iteration 27Q: 3 clusters Score -8815525 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39924 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -8815557.000000 Penalty: 13022.989258 Iteration 28Q: 3 clusters Score -8815557 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39954 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -8815562.000000 Penalty: 13022.989258 Iteration 29Q: 3 clusters Score -8815562 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39973 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -8815579.000000 Penalty: 13022.989258 Iteration 30Q: 3 clusters Score -8815579 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39989 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -8815590.000000 Penalty: 13022.989258 Iteration 31Q: 3 clusters Score -8815590 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40003 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -8815607.000000 Penalty: 13022.989258 Iteration 32Q: 3 clusters Score -8815607 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40014 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -8815595.000000 Penalty: 13022.989258 Iteration 33Q: 3 clusters Score -8815595 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40017 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -8815599.000000 Penalty: 13022.989258 Iteration 34Q: 3 clusters Score -8815599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40019 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -8815602.000000 Penalty: 13022.989258 Iteration 35Q: 3 clusters Score -8815602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40021 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -8815590.000000 Penalty: 13022.989258 Iteration 36Q: 3 clusters Score -8815590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40024 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -8815595.000000 Penalty: 13022.989258 Iteration 37Q: 3 clusters Score -8815595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40023 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -8815600.000000 Penalty: 13022.989258 Iteration 38Q: 3 clusters Score -8815600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40024 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -8815597.000000 Penalty: 13022.989258 Iteration 39Q: 3 clusters Score -8815597 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40029 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -8815602.000000 Penalty: 13022.989258 Iteration 40F: 3 clusters Score -8815602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40034 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -8815610.000000 Penalty: 13022.989258 Iteration 41Q: 3 clusters Score -8815610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40036 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -8815615.000000 Penalty: 13022.989258 Iteration 42Q: 3 clusters Score -8815615 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40040 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -8815608.000000 Penalty: 13022.989258 Iteration 43Q: 3 clusters Score -8815608 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40044 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -8815612.000000 Penalty: 13022.989258 Iteration 44Q: 3 clusters Score -8815612 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40050 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -8815617.000000 Penalty: 13022.989258 Iteration 45Q: 3 clusters Score -8815617 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40060 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -8815636.000000 Penalty: 13022.989258 Iteration 46Q: 3 clusters Score -8815636 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40067 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -8815631.000000 Penalty: 13022.989258 Iteration 47Q: 3 clusters Score -8815631 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40073 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -8815640.000000 Penalty: 13022.989258 Iteration 48Q: 3 clusters Score -8815640 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40078 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -8815639.000000 Penalty: 13022.989258 Iteration 49Q: 3 clusters Score -8815639 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40083 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -8815640.000000 Penalty: 13022.989258 Iteration 50Q: 3 clusters Score -8815640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40084 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -8815643.000000 Penalty: 13022.989258 Iteration 51Q: 3 clusters Score -8815643 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40085 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -8815646.000000 Penalty: 13022.989258 Iteration 52Q: 3 clusters Score -8815646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40086 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -8815641.000000 Penalty: 13022.989258 Iteration 53Q: 3 clusters Score -8815641 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40085 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -8815644.000000 Penalty: 13022.989258 Iteration 54Q: 3 clusters Score -8815644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40086 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -8815634.000000 Penalty: 13022.989258 Iteration 55Q: 3 clusters Score -8815634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -8815635.000000 Penalty: 13022.989258 Iteration 56Q: 3 clusters Score -8815635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -8815635.000000 Penalty: 13022.989258 Iteration 57F: 3 clusters Score -8815635 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (58085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58085 members Entering Unmasked Estep Score: -12366665.000000 Penalty: 6718.918457 Iteration 0F: 2 clusters Score -1.236666e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29149 members Mstep: Class 2 contains 28936 members Entering Unmasked Estep Score: -12325666.000000 Penalty: 13437.836914 Iteration 0F: 3 clusters Score -1.232567e+07 nChanged 25958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29441 members Mstep: Class 2 contains 28644 members Entering Unmasked Estep Score: -12339677.000000 Penalty: 13437.836914 Iteration 1F: 3 clusters Score -1.233968e+07 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29418 members Mstep: Class 2 contains 28667 members Entering Unmasked Estep Score: -12340932.000000 Penalty: 13437.836914 Iteration 2F: 3 clusters Score -1.234093e+07 nChanged 2986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29278 members Mstep: Class 2 contains 28807 members Entering Unmasked Estep Score: -12342490.000000 Penalty: 13437.836914 Iteration 3F: 3 clusters Score -1.234249e+07 nChanged 3090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29036 members Mstep: Class 2 contains 29049 members Entering Unmasked Estep Score: -12344273.000000 Penalty: 13437.836914 Iteration 4F: 3 clusters Score -1.234427e+07 nChanged 3324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28730 members Mstep: Class 2 contains 29355 members Entering Unmasked Estep Score: -12346478.000000 Penalty: 13437.836914 Iteration 5F: 3 clusters Score -1.234648e+07 nChanged 3444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28142 members Mstep: Class 2 contains 29943 members Entering Unmasked Estep Score: -12348667.000000 Penalty: 13437.836914 Iteration 6F: 3 clusters Score -1.234867e+07 nChanged 3446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27476 members Mstep: Class 2 contains 30609 members Entering Unmasked Estep Score: -12350613.000000 Penalty: 13437.836914 Iteration 7F: 3 clusters Score -1.235061e+07 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26777 members Mstep: Class 2 contains 31308 members Entering Unmasked Estep Score: -12352333.000000 Penalty: 13437.836914 Iteration 8F: 3 clusters Score -1.235233e+07 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26098 members Mstep: Class 2 contains 31987 members Entering Unmasked Estep Score: -12353813.000000 Penalty: 13437.836914 Iteration 9Q: 3 clusters Score -1.235381e+07 nChanged 2474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25462 members Mstep: Class 2 contains 32623 members Entering Unmasked Estep Score: -12355220.000000 Penalty: 13437.836914 Iteration 10Q: 3 clusters Score -1.235522e+07 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24863 members Mstep: Class 2 contains 33222 members Entering Unmasked Estep Score: -12356621.000000 Penalty: 13437.836914 Iteration 11Q: 3 clusters Score -1.235662e+07 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24287 members Mstep: Class 2 contains 33798 members Entering Unmasked Estep Score: -12357966.000000 Penalty: 13437.836914 Iteration 12Q: 3 clusters Score -1.235797e+07 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23737 members Mstep: Class 2 contains 34348 members Entering Unmasked Estep Score: -12359332.000000 Penalty: 13437.836914 Iteration 13Q: 3 clusters Score -1.235933e+07 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23194 members Mstep: Class 2 contains 34891 members Entering Unmasked Estep Score: -12360547.000000 Penalty: 13437.836914 Iteration 14Q: 3 clusters Score -1.236055e+07 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22722 members Mstep: Class 2 contains 35363 members Entering Unmasked Estep Score: -12361242.000000 Penalty: 13437.836914 Iteration 15Q: 3 clusters Score -1.236124e+07 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22313 members Mstep: Class 2 contains 35772 members Entering Unmasked Estep Score: -12361724.000000 Penalty: 13437.836914 Iteration 16Q: 3 clusters Score -1.236172e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21971 members Mstep: Class 2 contains 36114 members Entering Unmasked Estep Score: -12361974.000000 Penalty: 13437.836914 Iteration 17Q: 3 clusters Score -1.236197e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21718 members Mstep: Class 2 contains 36367 members Entering Unmasked Estep Score: -12362072.000000 Penalty: 13437.836914 Iteration 18Q: 3 clusters Score -1.236207e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21504 members Mstep: Class 2 contains 36581 members Entering Unmasked Estep Score: -12362140.000000 Penalty: 13437.836914 Iteration 19Q: 3 clusters Score -1.236214e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21311 members Mstep: Class 2 contains 36774 members Entering Unmasked Estep Score: -12362222.000000 Penalty: 13437.836914 Iteration 20F: 3 clusters Score -1.236222e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21160 members Mstep: Class 2 contains 36925 members Entering Unmasked Estep Score: -12362193.000000 Penalty: 13437.836914 Iteration 21Q: 3 clusters Score -1.236219e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21038 members Mstep: Class 2 contains 37047 members Entering Unmasked Estep Score: -12362293.000000 Penalty: 13437.836914 Iteration 22Q: 3 clusters Score -1.236229e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20938 members Mstep: Class 2 contains 37147 members Entering Unmasked Estep Score: -12362312.000000 Penalty: 13437.836914 Iteration 23Q: 3 clusters Score -1.236231e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 37262 members Entering Unmasked Estep Score: -12362328.000000 Penalty: 13437.836914 Iteration 24Q: 3 clusters Score -1.236233e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20729 members Mstep: Class 2 contains 37356 members Entering Unmasked Estep Score: -12362325.000000 Penalty: 13437.836914 Iteration 25Q: 3 clusters Score -1.236232e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20649 members Mstep: Class 2 contains 37436 members Entering Unmasked Estep Score: -12362338.000000 Penalty: 13437.836914 Iteration 26Q: 3 clusters Score -1.236234e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20576 members Mstep: Class 2 contains 37509 members Entering Unmasked Estep Score: -12362360.000000 Penalty: 13437.836914 Iteration 27Q: 3 clusters Score -1.236236e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20500 members Mstep: Class 2 contains 37585 members Entering Unmasked Estep Score: -12362374.000000 Penalty: 13437.836914 Iteration 28Q: 3 clusters Score -1.236237e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20421 members Mstep: Class 2 contains 37664 members Entering Unmasked Estep Score: -12362371.000000 Penalty: 13437.836914 Iteration 29Q: 3 clusters Score -1.236237e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20348 members Mstep: Class 2 contains 37737 members Entering Unmasked Estep Score: -12362390.000000 Penalty: 13437.836914 Iteration 30Q: 3 clusters Score -1.236239e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20280 members Mstep: Class 2 contains 37805 members Entering Unmasked Estep Score: -12362410.000000 Penalty: 13437.836914 Iteration 31Q: 3 clusters Score -1.236241e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20228 members Mstep: Class 2 contains 37857 members Entering Unmasked Estep Score: -12362420.000000 Penalty: 13437.836914 Iteration 32Q: 3 clusters Score -1.236242e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20175 members Mstep: Class 2 contains 37910 members Entering Unmasked Estep Score: -12362420.000000 Penalty: 13437.836914 Iteration 33Q: 3 clusters Score -1.236242e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20134 members Mstep: Class 2 contains 37951 members Entering Unmasked Estep Score: -12362459.000000 Penalty: 13437.836914 Iteration 34Q: 3 clusters Score -1.236246e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20090 members Mstep: Class 2 contains 37995 members Entering Unmasked Estep Score: -12362474.000000 Penalty: 13437.836914 Iteration 35Q: 3 clusters Score -1.236247e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20054 members Mstep: Class 2 contains 38031 members Entering Unmasked Estep Score: -12362463.000000 Penalty: 13437.836914 Iteration 36Q: 3 clusters Score -1.236246e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 38058 members Entering Unmasked Estep Score: -12362464.000000 Penalty: 13437.836914 Iteration 37Q: 3 clusters Score -1.236246e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 38097 members Entering Unmasked Estep Score: -12362454.000000 Penalty: 13437.836914 Iteration 38Q: 3 clusters Score -1.236245e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19951 members Mstep: Class 2 contains 38134 members Entering Unmasked Estep Score: -12362462.000000 Penalty: 13437.836914 Iteration 39Q: 3 clusters Score -1.236246e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19917 members Mstep: Class 2 contains 38168 members Entering Unmasked Estep Score: -12362461.000000 Penalty: 13437.836914 Iteration 40F: 3 clusters Score -1.236246e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19879 members Mstep: Class 2 contains 38206 members Entering Unmasked Estep Score: -12362476.000000 Penalty: 13437.836914 Iteration 41Q: 3 clusters Score -1.236248e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19846 members Mstep: Class 2 contains 38239 members Entering Unmasked Estep Score: -12362470.000000 Penalty: 13437.836914 Iteration 42Q: 3 clusters Score -1.236247e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19816 members Mstep: Class 2 contains 38269 members Entering Unmasked Estep Score: -12362486.000000 Penalty: 13437.836914 Iteration 43Q: 3 clusters Score -1.236249e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19788 members Mstep: Class 2 contains 38297 members Entering Unmasked Estep Score: -12362496.000000 Penalty: 13437.836914 Iteration 44Q: 3 clusters Score -1.23625e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19758 members Mstep: Class 2 contains 38327 members Entering Unmasked Estep Score: -12362508.000000 Penalty: 13437.836914 Iteration 45Q: 3 clusters Score -1.236251e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19728 members Mstep: Class 2 contains 38357 members Entering Unmasked Estep Score: -12362478.000000 Penalty: 13437.836914 Iteration 46Q: 3 clusters Score -1.236248e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Mstep: Class 2 contains 38383 members Entering Unmasked Estep Score: -12362468.000000 Penalty: 13437.836914 Iteration 47Q: 3 clusters Score -1.236247e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19683 members Mstep: Class 2 contains 38402 members Entering Unmasked Estep Score: -12362490.000000 Penalty: 13437.836914 Iteration 48Q: 3 clusters Score -1.236249e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19661 members Mstep: Class 2 contains 38424 members Entering Unmasked Estep Score: -12362493.000000 Penalty: 13437.836914 Iteration 49Q: 3 clusters Score -1.236249e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19641 members Mstep: Class 2 contains 38444 members Entering Unmasked Estep Score: -12362474.000000 Penalty: 13437.836914 Iteration 50Q: 3 clusters Score -1.236247e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19621 members Mstep: Class 2 contains 38464 members Entering Unmasked Estep Score: -12362483.000000 Penalty: 13437.836914 Iteration 51Q: 3 clusters Score -1.236248e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19602 members Mstep: Class 2 contains 38483 members Entering Unmasked Estep Score: -12362470.000000 Penalty: 13437.836914 Iteration 52Q: 3 clusters Score -1.236247e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19580 members Mstep: Class 2 contains 38505 members Entering Unmasked Estep Score: -12362461.000000 Penalty: 13437.836914 Iteration 53Q: 3 clusters Score -1.236246e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19566 members Mstep: Class 2 contains 38519 members Entering Unmasked Estep Score: -12362457.000000 Penalty: 13437.836914 Iteration 54Q: 3 clusters Score -1.236246e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19558 members Mstep: Class 2 contains 38527 members Entering Unmasked Estep Score: -12362466.000000 Penalty: 13437.836914 Iteration 55Q: 3 clusters Score -1.236247e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19553 members Mstep: Class 2 contains 38532 members Entering Unmasked Estep Score: -12362471.000000 Penalty: 13437.836914 Iteration 56Q: 3 clusters Score -1.236247e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19549 members Mstep: Class 2 contains 38536 members Entering Unmasked Estep Score: -12362469.000000 Penalty: 13437.836914 Iteration 57Q: 3 clusters Score -1.236247e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19545 members Mstep: Class 2 contains 38540 members Entering Unmasked Estep Score: -12362470.000000 Penalty: 13437.836914 Iteration 58Q: 3 clusters Score -1.236247e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19540 members Mstep: Class 2 contains 38545 members Entering Unmasked Estep Score: -12362466.000000 Penalty: 13437.836914 Iteration 59Q: 3 clusters Score -1.236247e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19533 members Mstep: Class 2 contains 38552 members Entering Unmasked Estep Score: -12362470.000000 Penalty: 13437.836914 Iteration 60F: 3 clusters Score -1.236247e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19530 members Mstep: Class 2 contains 38555 members Entering Unmasked Estep Score: -12362467.000000 Penalty: 13437.836914 Iteration 61Q: 3 clusters Score -1.236247e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19528 members Mstep: Class 2 contains 38557 members Entering Unmasked Estep Score: -12362464.000000 Penalty: 13437.836914 Iteration 62Q: 3 clusters Score -1.236246e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19527 members Mstep: Class 2 contains 38558 members Entering Unmasked Estep Score: -12362467.000000 Penalty: 13437.836914 Iteration 63Q: 3 clusters Score -1.236247e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19526 members Mstep: Class 2 contains 38559 members Entering Unmasked Estep Score: -12362465.000000 Penalty: 13437.836914 Iteration 64Q: 3 clusters Score -1.236246e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19526 members Mstep: Class 2 contains 38559 members Entering Unmasked Estep Score: -12362465.000000 Penalty: 13437.836914 Iteration 65F: 3 clusters Score -1.236246e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (96899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96899 members Entering Unmasked Estep Score: -20548732.000000 Penalty: 7032.372559 Iteration 0F: 2 clusters Score -2.054873e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48535 members Mstep: Class 2 contains 48364 members Entering Unmasked Estep Score: -20482544.000000 Penalty: 14064.745117 Iteration 0F: 3 clusters Score -2.048254e+07 nChanged 44071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49938 members Mstep: Class 2 contains 46961 members Entering Unmasked Estep Score: -20506880.000000 Penalty: 14064.745117 Iteration 1F: 3 clusters Score -2.050688e+07 nChanged 4075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50729 members Mstep: Class 2 contains 46170 members Entering Unmasked Estep Score: -20508112.000000 Penalty: 14064.745117 Iteration 2Q: 3 clusters Score -2.050811e+07 nChanged 3832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51871 members Mstep: Class 2 contains 45028 members Entering Unmasked Estep Score: -20509256.000000 Penalty: 14064.745117 Iteration 3Q: 3 clusters Score -2.050926e+07 nChanged 3778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53491 members Mstep: Class 2 contains 43408 members Entering Unmasked Estep Score: -20510458.000000 Penalty: 14064.745117 Iteration 4Q: 3 clusters Score -2.051046e+07 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55674 members Mstep: Class 2 contains 41225 members Entering Unmasked Estep Score: -20511848.000000 Penalty: 14064.745117 Iteration 5Q: 3 clusters Score -2.051185e+07 nChanged 4259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58771 members Mstep: Class 2 contains 38128 members Entering Unmasked Estep Score: -20513632.000000 Penalty: 14064.745117 Iteration 6Q: 3 clusters Score -2.051363e+07 nChanged 4935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62900 members Mstep: Class 2 contains 33999 members Entering Unmasked Estep Score: -20516188.000000 Penalty: 14064.745117 Iteration 7F: 3 clusters Score -2.051619e+07 nChanged 5586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67924 members Mstep: Class 2 contains 28975 members Entering Unmasked Estep Score: -20519472.000000 Penalty: 14064.745117 Iteration 8F: 3 clusters Score -2.051947e+07 nChanged 5931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73501 members Mstep: Class 2 contains 23398 members Entering Unmasked Estep Score: -20523230.000000 Penalty: 14064.745117 Iteration 9F: 3 clusters Score -2.052323e+07 nChanged 6067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79434 members Mstep: Class 2 contains 17465 members Entering Unmasked Estep Score: -20527738.000000 Penalty: 14064.745117 Iteration 10F: 3 clusters Score -2.052774e+07 nChanged 5608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84990 members Mstep: Class 2 contains 11909 members Entering Unmasked Estep Score: -20532266.000000 Penalty: 14064.745117 Iteration 11F: 3 clusters Score -2.053227e+07 nChanged 4557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89539 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -20536150.000000 Penalty: 14064.745117 Iteration 12Q: 3 clusters Score -2.053615e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92741 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -20539090.000000 Penalty: 14064.745117 Iteration 13Q: 3 clusters Score -2.053909e+07 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94489 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -20540716.000000 Penalty: 14064.745117 Iteration 14Q: 3 clusters Score -2.054072e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95287 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -20541554.000000 Penalty: 14064.745117 Iteration 15Q: 3 clusters Score -2.054155e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95661 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -20541994.000000 Penalty: 14064.745117 Iteration 16Q: 3 clusters Score -2.054199e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95838 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -20542198.000000 Penalty: 14064.745117 Iteration 17Q: 3 clusters Score -2.05422e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95940 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -20542332.000000 Penalty: 14064.745117 Iteration 18Q: 3 clusters Score -2.054233e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96006 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -20542414.000000 Penalty: 14064.745117 Iteration 19Q: 3 clusters Score -2.054241e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96046 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -20542444.000000 Penalty: 14064.745117 Iteration 20F: 3 clusters Score -2.054244e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96065 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -20542466.000000 Penalty: 14064.745117 Iteration 21Q: 3 clusters Score -2.054247e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96083 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -20542500.000000 Penalty: 14064.745117 Iteration 22Q: 3 clusters Score -2.05425e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96093 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -20542508.000000 Penalty: 14064.745117 Iteration 23Q: 3 clusters Score -2.054251e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96105 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -20542526.000000 Penalty: 14064.745117 Iteration 24Q: 3 clusters Score -2.054253e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96118 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -20542538.000000 Penalty: 14064.745117 Iteration 25Q: 3 clusters Score -2.054254e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96124 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -20542578.000000 Penalty: 14064.745117 Iteration 26Q: 3 clusters Score -2.054258e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96124 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -20542576.000000 Penalty: 14064.745117 Iteration 27Q: 3 clusters Score -2.054258e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96125 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -20542568.000000 Penalty: 14064.745117 Iteration 28Q: 3 clusters Score -2.054257e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96125 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -20542568.000000 Penalty: 14064.745117 Iteration 29F: 3 clusters Score -2.054257e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Entering Unmasked Estep Score: -341929.968750 Penalty: 4592.718262 Iteration 0F: 2 clusters Score -341930 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -337047.000000 Penalty: 9185.436523 Iteration 0F: 3 clusters Score -337047 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -337628.593750 Penalty: 9185.436523 Iteration 1F: 3 clusters Score -337628.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -337957.187500 Penalty: 9185.436523 Iteration 2F: 3 clusters Score -337957.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -338288.968750 Penalty: 9185.436523 Iteration 3F: 3 clusters Score -338289 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -338788.187500 Penalty: 9185.436523 Iteration 4F: 3 clusters Score -338788.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -339102.531250 Penalty: 9185.436523 Iteration 5F: 3 clusters Score -339102.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -339285.718750 Penalty: 9185.436523 Iteration 6Q: 3 clusters Score -339285.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -339380.281250 Penalty: 9185.436523 Iteration 7Q: 3 clusters Score -339380.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -339449.343750 Penalty: 9185.436523 Iteration 8Q: 3 clusters Score -339449.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -339540.531250 Penalty: 9185.436523 Iteration 9Q: 3 clusters Score -339540.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -339606.750000 Penalty: 9185.436523 Iteration 10Q: 3 clusters Score -339606.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -339657.656250 Penalty: 9185.436523 Iteration 11Q: 3 clusters Score -339657.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -339688.218750 Penalty: 9185.436523 Iteration 12Q: 3 clusters Score -339688.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -339705.500000 Penalty: 9185.436523 Iteration 13Q: 3 clusters Score -339705.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -339724.906250 Penalty: 9185.436523 Iteration 14Q: 3 clusters Score -339724.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -339744.562500 Penalty: 9185.436523 Iteration 15Q: 3 clusters Score -339744.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -339760.968750 Penalty: 9185.436523 Iteration 16Q: 3 clusters Score -339761 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -339768.156250 Penalty: 9185.436523 Iteration 17Q: 3 clusters Score -339768.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -339774.093750 Penalty: 9185.436523 Iteration 18Q: 3 clusters Score -339774.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -339780.625000 Penalty: 9185.436523 Iteration 19Q: 3 clusters Score -339780.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -339786.093750 Penalty: 9185.436523 Iteration 20F: 3 clusters Score -339786.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -339792.906250 Penalty: 9185.436523 Iteration 21Q: 3 clusters Score -339792.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -339796.531250 Penalty: 9185.436523 Iteration 22Q: 3 clusters Score -339796.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -339800.562500 Penalty: 9185.436523 Iteration 23Q: 3 clusters Score -339800.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -339801.937500 Penalty: 9185.436523 Iteration 24Q: 3 clusters Score -339801.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -339804.156250 Penalty: 9185.436523 Iteration 25Q: 3 clusters Score -339804.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -339804.156250 Penalty: 9185.436523 Iteration 26F: 3 clusters Score -339804.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Entering Unmasked Estep Score: -85030.312500 Penalty: 3750.026855 Iteration 0F: 2 clusters Score -85030.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -81701.609375 Penalty: 7500.053711 Iteration 0F: 3 clusters Score -81701.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -81828.500000 Penalty: 7500.053711 Iteration 1F: 3 clusters Score -81828.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -81895.609375 Penalty: 7500.053711 Iteration 2Q: 3 clusters Score -81895.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -81941.234375 Penalty: 7500.053711 Iteration 3Q: 3 clusters Score -81941.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -81988.101562 Penalty: 7500.053711 Iteration 4Q: 3 clusters Score -81988.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -82016.382812 Penalty: 7500.053711 Iteration 5Q: 3 clusters Score -82016.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -82036.812500 Penalty: 7500.053711 Iteration 6Q: 3 clusters Score -82036.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -82067.640625 Penalty: 7500.053711 Iteration 7Q: 3 clusters Score -82067.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -82081.320312 Penalty: 7500.053711 Iteration 8Q: 3 clusters Score -82081.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -82086.507812 Penalty: 7500.053711 Iteration 9Q: 3 clusters Score -82086.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -82086.507812 Penalty: 7500.053711 Iteration 10F: 3 clusters Score -82086.51 nChanged 0 --- Evaluating fit on full set of 1715121 points --- Entering Unmasked Estep Score: -358723456.000000 Penalty: 202225.968750 21->24 Clusters: Score -358723456.000000, best is -358721088.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 571707 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27236 members Mstep: Class 2 contains 27479 members Mstep: Class 3 contains 27350 members Mstep: Class 4 contains 27284 members Mstep: Class 5 contains 26918 members Mstep: Class 6 contains 27083 members Mstep: Class 7 contains 27126 members Mstep: Class 8 contains 27131 members Mstep: Class 9 contains 27152 members Mstep: Class 10 contains 26931 members Mstep: Class 11 contains 27378 members Mstep: Class 12 contains 27204 members Mstep: Class 13 contains 27114 members Mstep: Class 14 contains 27295 members Mstep: Class 15 contains 27229 members Mstep: Class 16 contains 27217 members Mstep: Class 17 contains 27581 members Mstep: Class 18 contains 27165 members Mstep: Class 19 contains 27220 members Mstep: Class 20 contains 27280 members Mstep: Class 21 contains 27334 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 931.557190 but Gain 8119.546875 Score: -113604264.000000 Penalty: 162390.671875 Iteration 0F: 21 clusters Score -1.136043e+08 nChanged 541211 Entering Unmasked Mstep Mstep: Class 0 contains 2437 members Mstep: Class 1 contains 193440 members Mstep: Class 2 contains 6927 members Mstep: Class 3 contains 11187 members Mstep: Class 4 contains 15746 members Mstep: Class 5 contains 70574 members Mstep: Class 6 contains 12829 members Mstep: Class 7 contains 12415 members Mstep: Class 8 contains 30468 members Mstep: Class 9 contains 28102 members Mstep: Class 10 contains 13595 members Mstep: Class 11 contains 23619 members Mstep: Class 12 contains 12950 members Mstep: Class 14 contains 11569 members Mstep: Class 15 contains 27351 members Mstep: Class 16 contains 7945 members Mstep: Class 17 contains 26599 members Mstep: Class 18 contains 8088 members Mstep: Class 19 contains 8943 members Mstep: Class 20 contains 16778 members Mstep: Class 21 contains 30145 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1704.993286 but Gain 8119.531250 Score: -117567392.000000 Penalty: 154271.140625 Iteration 1F: 20 clusters Score -1.175674e+08 nChanged 221512 Entering Unmasked Mstep Mstep: Class 0 contains 2279 members Mstep: Class 1 contains 273749 members Mstep: Class 3 contains 2941 members Mstep: Class 4 contains 9462 members Mstep: Class 5 contains 74701 members Mstep: Class 6 contains 11480 members Mstep: Class 7 contains 27830 members Mstep: Class 8 contains 11767 members Mstep: Class 9 contains 22942 members Mstep: Class 10 contains 6407 members Mstep: Class 11 contains 21151 members Mstep: Class 12 contains 3467 members Mstep: Class 14 contains 6607 members Mstep: Class 15 contains 18182 members Mstep: Class 16 contains 3983 members Mstep: Class 17 contains 31529 members Mstep: Class 18 contains 5806 members Mstep: Class 19 contains 2524 members Mstep: Class 20 contains 12684 members Mstep: Class 21 contains 22216 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 3763.953125 but Gain 8119.531250 Score: -118143432.000000 Penalty: 146151.609375 Iteration 2F: 19 clusters Score -1.181434e+08 nChanged 149699 Entering Unmasked Mstep Mstep: Class 0 contains 2083 members Mstep: Class 1 contains 288073 members Mstep: Class 3 contains 1618 members Mstep: Class 4 contains 3469 members Mstep: Class 5 contains 64985 members Mstep: Class 6 contains 10935 members Mstep: Class 7 contains 53115 members Mstep: Class 8 contains 4571 members Mstep: Class 9 contains 20385 members Mstep: Class 10 contains 5048 members Mstep: Class 11 contains 24919 members Mstep: Class 12 contains 1837 members Mstep: Class 15 contains 11350 members Mstep: Class 16 contains 2756 members Mstep: Class 17 contains 38871 members Mstep: Class 18 contains 6315 members Mstep: Class 19 contains 1439 members Mstep: Class 20 contains 9307 members Mstep: Class 21 contains 20631 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 6123.028320 but Gain 8119.531250 Score: -118444600.000000 Penalty: 138032.078125 Iteration 3F: 18 clusters Score -1.184446e+08 nChanged 102598 Entering Unmasked Mstep Mstep: Class 0 contains 1812 members Mstep: Class 1 contains 275241 members Mstep: Class 3 contains 821 members Mstep: Class 4 contains 1465 members Mstep: Class 5 contains 64591 members Mstep: Class 6 contains 10505 members Mstep: Class 7 contains 74702 members Mstep: Class 8 contains 2965 members Mstep: Class 9 contains 19956 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 26186 members Mstep: Class 12 contains 1515 members Mstep: Class 15 contains 8790 members Mstep: Class 16 contains 2084 members Mstep: Class 17 contains 48917 members Mstep: Class 19 contains 1285 members Mstep: Class 20 contains 6017 members Mstep: Class 21 contains 20138 members Entering Unmasked Estep ConsiderDeletion Score: -118670848.000000 Penalty: 138032.078125 Iteration 4F: 18 clusters Score -1.186708e+08 nChanged 68832 Entering Unmasked Mstep Mstep: Class 0 contains 1164 members Mstep: Class 1 contains 255698 members Mstep: Class 3 contains 858 members Mstep: Class 4 contains 1011 members Mstep: Class 5 contains 69348 members Mstep: Class 6 contains 9236 members Mstep: Class 7 contains 92868 members Mstep: Class 8 contains 2583 members Mstep: Class 9 contains 18897 members Mstep: Class 10 contains 4185 members Mstep: Class 11 contains 24703 members Mstep: Class 12 contains 1426 members Mstep: Class 15 contains 8315 members Mstep: Class 16 contains 1849 members Mstep: Class 17 contains 55248 members Mstep: Class 19 contains 1256 members Mstep: Class 20 contains 4972 members Mstep: Class 21 contains 18090 members Entering Unmasked Estep ConsiderDeletion Score: -118900704.000000 Penalty: 138032.078125 Iteration 5F: 18 clusters Score -1.189007e+08 nChanged 49177 Entering Unmasked Mstep Mstep: Class 0 contains 279 members Mstep: Class 1 contains 239323 members Mstep: Class 3 contains 1144 members Mstep: Class 4 contains 1313 members Mstep: Class 5 contains 73488 members Mstep: Class 6 contains 8804 members Mstep: Class 7 contains 108400 members Mstep: Class 8 contains 2513 members Mstep: Class 9 contains 18297 members Mstep: Class 10 contains 3524 members Mstep: Class 11 contains 22061 members Mstep: Class 12 contains 1382 members Mstep: Class 15 contains 8285 members Mstep: Class 16 contains 1749 members Mstep: Class 17 contains 59186 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 5128 members Mstep: Class 21 contains 15576 members Entering Unmasked Estep ConsiderDeletion Score: -119003624.000000 Penalty: 138032.078125 Iteration 6F: 18 clusters Score -1.190036e+08 nChanged 35948 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 227223 members Mstep: Class 3 contains 1264 members Mstep: Class 4 contains 1350 members Mstep: Class 5 contains 75350 members Mstep: Class 6 contains 9075 members Mstep: Class 7 contains 121837 members Mstep: Class 8 contains 2488 members Mstep: Class 9 contains 18098 members Mstep: Class 10 contains 2929 members Mstep: Class 11 contains 19614 members Mstep: Class 12 contains 1363 members Mstep: Class 15 contains 8329 members Mstep: Class 16 contains 1713 members Mstep: Class 17 contains 61176 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 5823 members Mstep: Class 21 contains 12737 members Entering Unmasked Estep ConsiderDeletion Score: -119041480.000000 Penalty: 138032.078125 Iteration 7F: 18 clusters Score -1.190415e+08 nChanged 28070 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 217768 members Mstep: Class 3 contains 1287 members Mstep: Class 4 contains 1349 members Mstep: Class 5 contains 75881 members Mstep: Class 6 contains 9824 members Mstep: Class 7 contains 133201 members Mstep: Class 8 contains 2463 members Mstep: Class 9 contains 18038 members Mstep: Class 10 contains 2500 members Mstep: Class 11 contains 17751 members Mstep: Class 12 contains 1350 members Mstep: Class 15 contains 8452 members Mstep: Class 16 contains 1659 members Mstep: Class 17 contains 62077 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 6702 members Mstep: Class 21 contains 10076 members Entering Unmasked Estep ConsiderDeletion Score: -119060792.000000 Penalty: 138032.078125 Iteration 8Q: 18 clusters Score -1.190608e+08 nChanged 22683 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 210672 members Mstep: Class 3 contains 1315 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 75724 members Mstep: Class 6 contains 10784 members Mstep: Class 7 contains 142185 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 17999 members Mstep: Class 10 contains 2189 members Mstep: Class 11 contains 16510 members Mstep: Class 12 contains 1340 members Mstep: Class 15 contains 8530 members Mstep: Class 16 contains 1608 members Mstep: Class 17 contains 62258 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 7679 members Mstep: Class 21 contains 7804 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 6791.899414 but Gain 8119.531250 Score: -119077424.000000 Penalty: 129912.546875 Iteration 9Q: 17 clusters Score -1.190774e+08 nChanged 24789 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 205489 members Mstep: Class 3 contains 1327 members Mstep: Class 4 contains 1347 members Mstep: Class 5 contains 76120 members Mstep: Class 6 contains 11965 members Mstep: Class 7 contains 153238 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 17874 members Mstep: Class 10 contains 2007 members Mstep: Class 11 contains 16397 members Mstep: Class 12 contains 1333 members Mstep: Class 15 contains 8572 members Mstep: Class 16 contains 1580 members Mstep: Class 17 contains 62035 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 8661 members Entering Unmasked Estep ConsiderDeletion Score: -119098056.000000 Penalty: 129912.546875 Iteration 10Q: 17 clusters Score -1.190981e+08 nChanged 16315 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 200815 members Mstep: Class 3 contains 1349 members Mstep: Class 4 contains 1347 members Mstep: Class 5 contains 75209 members Mstep: Class 6 contains 13328 members Mstep: Class 7 contains 157893 members Mstep: Class 8 contains 2415 members Mstep: Class 9 contains 17707 members Mstep: Class 10 contains 1882 members Mstep: Class 11 contains 15763 members Mstep: Class 12 contains 1329 members Mstep: Class 15 contains 8576 members Mstep: Class 16 contains 1562 members Mstep: Class 17 contains 61381 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 9822 members Entering Unmasked Estep ConsiderDeletion Score: -119108872.000000 Penalty: 129912.546875 Iteration 11Q: 17 clusters Score -1.191089e+08 nChanged 15111 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 197039 members Mstep: Class 3 contains 1353 members Mstep: Class 4 contains 1347 members Mstep: Class 5 contains 74122 members Mstep: Class 6 contains 14986 members Mstep: Class 7 contains 161493 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 17516 members Mstep: Class 10 contains 1810 members Mstep: Class 11 contains 15430 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8564 members Mstep: Class 16 contains 1549 members Mstep: Class 17 contains 60479 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 10928 members Entering Unmasked Estep ConsiderDeletion Score: -119116296.000000 Penalty: 129912.546875 Iteration 12Q: 17 clusters Score -1.191163e+08 nChanged 14484 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 193805 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1347 members Mstep: Class 5 contains 72881 members Mstep: Class 6 contains 16986 members Mstep: Class 7 contains 164158 members Mstep: Class 8 contains 2440 members Mstep: Class 9 contains 17307 members Mstep: Class 10 contains 1771 members Mstep: Class 11 contains 15352 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8578 members Mstep: Class 16 contains 1533 members Mstep: Class 17 contains 59442 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 12096 members Entering Unmasked Estep ConsiderDeletion Score: -119123280.000000 Penalty: 129912.546875 Iteration 13Q: 17 clusters Score -1.191233e+08 nChanged 14572 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 190724 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1347 members Mstep: Class 5 contains 71520 members Mstep: Class 6 contains 19426 members Mstep: Class 7 contains 166324 members Mstep: Class 8 contains 2440 members Mstep: Class 9 contains 17048 members Mstep: Class 10 contains 1807 members Mstep: Class 11 contains 15352 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8579 members Mstep: Class 16 contains 1525 members Mstep: Class 17 contains 58394 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 13210 members Entering Unmasked Estep ConsiderDeletion Score: -119131600.000000 Penalty: 129912.546875 Iteration 14Q: 17 clusters Score -1.191316e+08 nChanged 15051 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 187584 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 69922 members Mstep: Class 6 contains 22435 members Mstep: Class 7 contains 168067 members Mstep: Class 8 contains 2443 members Mstep: Class 9 contains 16754 members Mstep: Class 10 contains 2006 members Mstep: Class 11 contains 15383 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8591 members Mstep: Class 16 contains 1517 members Mstep: Class 17 contains 57410 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 14236 members Entering Unmasked Estep ConsiderDeletion Score: -119139800.000000 Penalty: 129912.546875 Iteration 15Q: 17 clusters Score -1.191398e+08 nChanged 15843 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 184147 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 68360 members Mstep: Class 6 contains 25964 members Mstep: Class 7 contains 169428 members Mstep: Class 8 contains 2444 members Mstep: Class 9 contains 16500 members Mstep: Class 10 contains 2233 members Mstep: Class 11 contains 15485 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8592 members Mstep: Class 16 contains 1513 members Mstep: Class 17 contains 56483 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 15199 members Entering Unmasked Estep ConsiderDeletion Score: -119150648.000000 Penalty: 129912.546875 Iteration 16Q: 17 clusters Score -1.191506e+08 nChanged 16283 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 180458 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 67437 members Mstep: Class 6 contains 29520 members Mstep: Class 7 contains 170367 members Mstep: Class 8 contains 2445 members Mstep: Class 9 contains 16240 members Mstep: Class 10 contains 2489 members Mstep: Class 11 contains 15605 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8606 members Mstep: Class 16 contains 1511 members Mstep: Class 17 contains 55620 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 16050 members Entering Unmasked Estep ConsiderDeletion Score: -119163096.000000 Penalty: 129912.546875 Iteration 17Q: 17 clusters Score -1.191631e+08 nChanged 15895 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 177131 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 67173 members Mstep: Class 6 contains 32735 members Mstep: Class 7 contains 170785 members Mstep: Class 8 contains 2446 members Mstep: Class 9 contains 15943 members Mstep: Class 10 contains 2720 members Mstep: Class 11 contains 15756 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8609 members Mstep: Class 16 contains 1509 members Mstep: Class 17 contains 54742 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 16799 members Entering Unmasked Estep ConsiderDeletion Score: -119173648.000000 Penalty: 129912.546875 Iteration 18Q: 17 clusters Score -1.191736e+08 nChanged 14645 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 174394 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 67361 members Mstep: Class 6 contains 35293 members Mstep: Class 7 contains 170996 members Mstep: Class 8 contains 2447 members Mstep: Class 9 contains 15659 members Mstep: Class 10 contains 2873 members Mstep: Class 11 contains 15883 members Mstep: Class 12 contains 1328 members Mstep: Class 15 contains 8619 members Mstep: Class 16 contains 1509 members Mstep: Class 17 contains 53870 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 17444 members Entering Unmasked Estep ConsiderDeletion Score: -119182952.000000 Penalty: 129912.546875 Iteration 19Q: 17 clusters Score -1.19183e+08 nChanged 12967 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 172525 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 67246 members Mstep: Class 6 contains 37562 members Mstep: Class 7 contains 170986 members Mstep: Class 8 contains 2441 members Mstep: Class 9 contains 15384 members Mstep: Class 10 contains 3011 members Mstep: Class 11 contains 15996 members Mstep: Class 12 contains 1327 members Mstep: Class 15 contains 8622 members Mstep: Class 16 contains 1506 members Mstep: Class 17 contains 53072 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 17998 members Entering Unmasked Estep ConsiderDeletion Score: -119190280.000000 Penalty: 129912.546875 Iteration 20F: 17 clusters Score -1.191903e+08 nChanged 11422 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 171249 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1353 members Mstep: Class 5 contains 66919 members Mstep: Class 6 contains 39446 members Mstep: Class 7 contains 170880 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 15191 members Mstep: Class 10 contains 3192 members Mstep: Class 11 contains 16367 members Mstep: Class 12 contains 1326 members Mstep: Class 15 contains 8614 members Mstep: Class 16 contains 1500 members Mstep: Class 17 contains 52061 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 18493 members Entering Unmasked Estep ConsiderDeletion Score: -119195912.000000 Penalty: 129912.546875 Iteration 21Q: 17 clusters Score -1.191959e+08 nChanged 10282 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 170657 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1353 members Mstep: Class 5 contains 66639 members Mstep: Class 6 contains 40818 members Mstep: Class 7 contains 170708 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 15031 members Mstep: Class 10 contains 3387 members Mstep: Class 11 contains 16700 members Mstep: Class 12 contains 1322 members Mstep: Class 15 contains 8609 members Mstep: Class 16 contains 1500 members Mstep: Class 17 contains 50945 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 18927 members Entering Unmasked Estep ConsiderDeletion Score: -119200848.000000 Penalty: 129912.546875 Iteration 22Q: 17 clusters Score -1.192008e+08 nChanged 8937 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 170431 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1353 members Mstep: Class 5 contains 66484 members Mstep: Class 6 contains 41723 members Mstep: Class 7 contains 170586 members Mstep: Class 8 contains 2428 members Mstep: Class 9 contains 14907 members Mstep: Class 10 contains 3576 members Mstep: Class 11 contains 17104 members Mstep: Class 12 contains 1321 members Mstep: Class 15 contains 8613 members Mstep: Class 16 contains 1497 members Mstep: Class 17 contains 49713 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 19292 members Entering Unmasked Estep ConsiderDeletion Score: -119204320.000000 Penalty: 129912.546875 Iteration 23Q: 17 clusters Score -1.192043e+08 nChanged 7683 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 170452 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1354 members Mstep: Class 5 contains 66421 members Mstep: Class 6 contains 42241 members Mstep: Class 7 contains 170556 members Mstep: Class 8 contains 2429 members Mstep: Class 9 contains 14778 members Mstep: Class 10 contains 3755 members Mstep: Class 11 contains 17577 members Mstep: Class 12 contains 1321 members Mstep: Class 15 contains 8612 members Mstep: Class 16 contains 1495 members Mstep: Class 17 contains 48449 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 19588 members Entering Unmasked Estep ConsiderDeletion Score: -119207368.000000 Penalty: 129912.546875 Iteration 24Q: 17 clusters Score -1.192074e+08 nChanged 6555 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 170673 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1354 members Mstep: Class 5 contains 66358 members Mstep: Class 6 contains 42496 members Mstep: Class 7 contains 170529 members Mstep: Class 8 contains 2430 members Mstep: Class 9 contains 14656 members Mstep: Class 10 contains 3958 members Mstep: Class 11 contains 18155 members Mstep: Class 12 contains 1318 members Mstep: Class 15 contains 8602 members Mstep: Class 16 contains 1494 members Mstep: Class 17 contains 47186 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 19819 members Entering Unmasked Estep ConsiderDeletion Score: -119209232.000000 Penalty: 129912.546875 Iteration 25Q: 17 clusters Score -1.192092e+08 nChanged 5457 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 171049 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1354 members Mstep: Class 5 contains 66264 members Mstep: Class 6 contains 42576 members Mstep: Class 7 contains 170476 members Mstep: Class 8 contains 2431 members Mstep: Class 9 contains 14506 members Mstep: Class 10 contains 4172 members Mstep: Class 11 contains 18705 members Mstep: Class 12 contains 1316 members Mstep: Class 15 contains 8589 members Mstep: Class 16 contains 1494 members Mstep: Class 17 contains 46075 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20021 members Entering Unmasked Estep ConsiderDeletion Score: -119210800.000000 Penalty: 129912.546875 Iteration 26Q: 17 clusters Score -1.192108e+08 nChanged 4496 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 171438 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1355 members Mstep: Class 5 contains 66254 members Mstep: Class 6 contains 42584 members Mstep: Class 7 contains 170395 members Mstep: Class 8 contains 2431 members Mstep: Class 9 contains 14371 members Mstep: Class 10 contains 4402 members Mstep: Class 11 contains 19226 members Mstep: Class 12 contains 1313 members Mstep: Class 15 contains 8588 members Mstep: Class 16 contains 1491 members Mstep: Class 17 contains 44999 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20181 members Entering Unmasked Estep ConsiderDeletion Score: -119212480.000000 Penalty: 129912.546875 Iteration 27Q: 17 clusters Score -1.192125e+08 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 171916 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1357 members Mstep: Class 5 contains 66191 members Mstep: Class 6 contains 42558 members Mstep: Class 7 contains 170344 members Mstep: Class 8 contains 2431 members Mstep: Class 9 contains 14196 members Mstep: Class 10 contains 4665 members Mstep: Class 11 contains 19660 members Mstep: Class 12 contains 1312 members Mstep: Class 15 contains 8582 members Mstep: Class 16 contains 1491 members Mstep: Class 17 contains 44024 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20301 members Entering Unmasked Estep ConsiderDeletion Score: -119213840.000000 Penalty: 129912.546875 Iteration 28Q: 17 clusters Score -1.192138e+08 nChanged 3446 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 172507 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1358 members Mstep: Class 5 contains 65996 members Mstep: Class 6 contains 42532 members Mstep: Class 7 contains 170297 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 14012 members Mstep: Class 10 contains 5014 members Mstep: Class 11 contains 20019 members Mstep: Class 12 contains 1311 members Mstep: Class 15 contains 8577 members Mstep: Class 16 contains 1491 members Mstep: Class 17 contains 43062 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20420 members Entering Unmasked Estep ConsiderDeletion Score: -119215048.000000 Penalty: 129912.546875 Iteration 29Q: 17 clusters Score -1.19215e+08 nChanged 3170 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 173133 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1359 members Mstep: Class 5 contains 65677 members Mstep: Class 6 contains 42480 members Mstep: Class 7 contains 170351 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 13842 members Mstep: Class 10 contains 5413 members Mstep: Class 11 contains 20327 members Mstep: Class 12 contains 1309 members Mstep: Class 15 contains 8572 members Mstep: Class 16 contains 1491 members Mstep: Class 17 contains 42137 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20505 members Entering Unmasked Estep ConsiderDeletion Score: -119215856.000000 Penalty: 129912.546875 Iteration 30Q: 17 clusters Score -1.192159e+08 nChanged 3025 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 173859 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 65353 members Mstep: Class 6 contains 42429 members Mstep: Class 7 contains 170326 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 13656 members Mstep: Class 10 contains 5866 members Mstep: Class 11 contains 20591 members Mstep: Class 12 contains 1308 members Mstep: Class 15 contains 8577 members Mstep: Class 16 contains 1490 members Mstep: Class 17 contains 41204 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20577 members Entering Unmasked Estep ConsiderDeletion Score: -119217016.000000 Penalty: 129912.546875 Iteration 31Q: 17 clusters Score -1.19217e+08 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 174718 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 65018 members Mstep: Class 6 contains 42393 members Mstep: Class 7 contains 170304 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 13474 members Mstep: Class 10 contains 6358 members Mstep: Class 11 contains 20827 members Mstep: Class 12 contains 1306 members Mstep: Class 15 contains 8578 members Mstep: Class 16 contains 1490 members Mstep: Class 17 contains 40129 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20641 members Entering Unmasked Estep ConsiderDeletion Score: -119218192.000000 Penalty: 129912.546875 Iteration 32Q: 17 clusters Score -1.192182e+08 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 175749 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 64567 members Mstep: Class 6 contains 42365 members Mstep: Class 7 contains 170324 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 13280 members Mstep: Class 10 contains 6910 members Mstep: Class 11 contains 21045 members Mstep: Class 12 contains 1306 members Mstep: Class 15 contains 8575 members Mstep: Class 16 contains 1490 members Mstep: Class 17 contains 38929 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20696 members Entering Unmasked Estep ConsiderDeletion Score: -119219664.000000 Penalty: 129912.546875 Iteration 33Q: 17 clusters Score -1.192197e+08 nChanged 3562 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 176927 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 63986 members Mstep: Class 6 contains 42341 members Mstep: Class 7 contains 170330 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 13121 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 21231 members Mstep: Class 12 contains 1306 members Mstep: Class 15 contains 8586 members Mstep: Class 16 contains 1489 members Mstep: Class 17 contains 37604 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20734 members Entering Unmasked Estep ConsiderDeletion Score: -119222800.000000 Penalty: 129912.546875 Iteration 34Q: 17 clusters Score -1.192228e+08 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 178128 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 63340 members Mstep: Class 6 contains 42293 members Mstep: Class 7 contains 170297 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 12973 members Mstep: Class 10 contains 8343 members Mstep: Class 11 contains 21390 members Mstep: Class 12 contains 1306 members Mstep: Class 15 contains 8587 members Mstep: Class 16 contains 1489 members Mstep: Class 17 contains 36325 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20764 members Entering Unmasked Estep ConsiderDeletion Score: -119226368.000000 Penalty: 129912.546875 Iteration 35Q: 17 clusters Score -1.192264e+08 nChanged 4064 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 179080 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 62596 members Mstep: Class 6 contains 42229 members Mstep: Class 7 contains 170271 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 12813 members Mstep: Class 10 contains 9157 members Mstep: Class 11 contains 21503 members Mstep: Class 12 contains 1306 members Mstep: Class 15 contains 8567 members Mstep: Class 16 contains 1489 members Mstep: Class 17 contains 35429 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20795 members Entering Unmasked Estep ConsiderDeletion Score: -119228672.000000 Penalty: 129912.546875 Iteration 36Q: 17 clusters Score -1.192287e+08 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 179604 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 61829 members Mstep: Class 6 contains 42194 members Mstep: Class 7 contains 170262 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 12670 members Mstep: Class 10 contains 10013 members Mstep: Class 11 contains 21561 members Mstep: Class 12 contains 1305 members Mstep: Class 15 contains 8547 members Mstep: Class 16 contains 1487 members Mstep: Class 17 contains 34936 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20826 members Entering Unmasked Estep ConsiderDeletion Score: -119230104.000000 Penalty: 129912.546875 Iteration 37Q: 17 clusters Score -1.192301e+08 nChanged 2931 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 179837 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 61032 members Mstep: Class 6 contains 42188 members Mstep: Class 7 contains 170289 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 12529 members Mstep: Class 10 contains 10878 members Mstep: Class 11 contains 21614 members Mstep: Class 12 contains 1303 members Mstep: Class 15 contains 8547 members Mstep: Class 16 contains 1479 members Mstep: Class 17 contains 34687 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20851 members Entering Unmasked Estep ConsiderDeletion Score: -119231016.000000 Penalty: 129912.546875 Iteration 38Q: 17 clusters Score -1.19231e+08 nChanged 2336 Entering ConstructFrom: Score: -119231016.000000 Penalty: 129912.546875 Entering ConstructFrom: Trying to split cluster 1 (179929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179929 members Entering Unmasked Estep Score: -37914668.000000 Penalty: 7411.444824 Iteration 0F: 2 clusters Score -3.791467e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89613 members Mstep: Class 2 contains 90316 members Entering Unmasked Estep Score: -37795820.000000 Penalty: 14822.889648 Iteration 0F: 3 clusters Score -3.779582e+07 nChanged 84231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85784 members Mstep: Class 2 contains 94145 members Entering Unmasked Estep Score: -37844152.000000 Penalty: 14822.889648 Iteration 1F: 3 clusters Score -3.784415e+07 nChanged 7083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83467 members Mstep: Class 2 contains 96462 members Entering Unmasked Estep Score: -37846564.000000 Penalty: 14822.889648 Iteration 2Q: 3 clusters Score -3.784656e+07 nChanged 8217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79766 members Mstep: Class 2 contains 100163 members Entering Unmasked Estep Score: -37850328.000000 Penalty: 14822.889648 Iteration 3Q: 3 clusters Score -3.785033e+07 nChanged 10556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74010 members Mstep: Class 2 contains 105919 members Entering Unmasked Estep Score: -37856292.000000 Penalty: 14822.889648 Iteration 4F: 3 clusters Score -3.785629e+07 nChanged 13396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65854 members Mstep: Class 2 contains 114075 members Entering Unmasked Estep Score: -37866096.000000 Penalty: 14822.889648 Iteration 5F: 3 clusters Score -3.78661e+07 nChanged 14933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56001 members Mstep: Class 2 contains 123928 members Entering Unmasked Estep Score: -37878260.000000 Penalty: 14822.889648 Iteration 6F: 3 clusters Score -3.787826e+07 nChanged 13472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46841 members Mstep: Class 2 contains 133088 members Entering Unmasked Estep Score: -37889248.000000 Penalty: 14822.889648 Iteration 7F: 3 clusters Score -3.788925e+07 nChanged 9968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40071 members Mstep: Class 2 contains 139858 members Entering Unmasked Estep Score: -37897448.000000 Penalty: 14822.889648 Iteration 8F: 3 clusters Score -3.789745e+07 nChanged 6764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35623 members Mstep: Class 2 contains 144306 members Entering Unmasked Estep Score: -37903360.000000 Penalty: 14822.889648 Iteration 9Q: 3 clusters Score -3.790336e+07 nChanged 4673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32628 members Mstep: Class 2 contains 147301 members Entering Unmasked Estep Score: -37906996.000000 Penalty: 14822.889648 Iteration 10Q: 3 clusters Score -3.7907e+07 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30364 members Mstep: Class 2 contains 149565 members Entering Unmasked Estep Score: -37909520.000000 Penalty: 14822.889648 Iteration 11Q: 3 clusters Score -3.790952e+07 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28529 members Mstep: Class 2 contains 151400 members Entering Unmasked Estep Score: -37911256.000000 Penalty: 14822.889648 Iteration 12Q: 3 clusters Score -3.791126e+07 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27024 members Mstep: Class 2 contains 152905 members Entering Unmasked Estep Score: -37912456.000000 Penalty: 14822.889648 Iteration 13Q: 3 clusters Score -3.791246e+07 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25802 members Mstep: Class 2 contains 154127 members Entering Unmasked Estep Score: -37913388.000000 Penalty: 14822.889648 Iteration 14Q: 3 clusters Score -3.791339e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24799 members Mstep: Class 2 contains 155130 members Entering Unmasked Estep Score: -37914380.000000 Penalty: 14822.889648 Iteration 15Q: 3 clusters Score -3.791438e+07 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23924 members Mstep: Class 2 contains 156005 members Entering Unmasked Estep Score: -37914912.000000 Penalty: 14822.889648 Iteration 16Q: 3 clusters Score -3.791491e+07 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23148 members Mstep: Class 2 contains 156781 members Entering Unmasked Estep Score: -37915356.000000 Penalty: 14822.889648 Iteration 17Q: 3 clusters Score -3.791536e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22465 members Mstep: Class 2 contains 157464 members Entering Unmasked Estep Score: -37915664.000000 Penalty: 14822.889648 Iteration 18Q: 3 clusters Score -3.791566e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21888 members Mstep: Class 2 contains 158041 members Entering Unmasked Estep Score: -37915860.000000 Penalty: 14822.889648 Iteration 19Q: 3 clusters Score -3.791586e+07 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21396 members Mstep: Class 2 contains 158533 members Entering Unmasked Estep Score: -37915968.000000 Penalty: 14822.889648 Iteration 20F: 3 clusters Score -3.791597e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20980 members Mstep: Class 2 contains 158949 members Entering Unmasked Estep Score: -37916088.000000 Penalty: 14822.889648 Iteration 21Q: 3 clusters Score -3.791609e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20618 members Mstep: Class 2 contains 159311 members Entering Unmasked Estep Score: -37916120.000000 Penalty: 14822.889648 Iteration 22Q: 3 clusters Score -3.791612e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20335 members Mstep: Class 2 contains 159594 members Entering Unmasked Estep Score: -37916164.000000 Penalty: 14822.889648 Iteration 23Q: 3 clusters Score -3.791616e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20115 members Mstep: Class 2 contains 159814 members Entering Unmasked Estep Score: -37916228.000000 Penalty: 14822.889648 Iteration 24Q: 3 clusters Score -3.791623e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 160010 members Entering Unmasked Estep Score: -37916204.000000 Penalty: 14822.889648 Iteration 25Q: 3 clusters Score -3.79162e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19765 members Mstep: Class 2 contains 160164 members Entering Unmasked Estep Score: -37916108.000000 Penalty: 14822.889648 Iteration 26Q: 3 clusters Score -3.791611e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 160290 members Entering Unmasked Estep Score: -37916072.000000 Penalty: 14822.889648 Iteration 27Q: 3 clusters Score -3.791607e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19545 members Mstep: Class 2 contains 160384 members Entering Unmasked Estep Score: -37916060.000000 Penalty: 14822.889648 Iteration 28Q: 3 clusters Score -3.791606e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19480 members Mstep: Class 2 contains 160449 members Entering Unmasked Estep Score: -37916048.000000 Penalty: 14822.889648 Iteration 29Q: 3 clusters Score -3.791605e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19434 members Mstep: Class 2 contains 160495 members Entering Unmasked Estep Score: -37916100.000000 Penalty: 14822.889648 Iteration 30Q: 3 clusters Score -3.79161e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 160538 members Entering Unmasked Estep Score: -37916092.000000 Penalty: 14822.889648 Iteration 31Q: 3 clusters Score -3.791609e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19363 members Mstep: Class 2 contains 160566 members Entering Unmasked Estep Score: -37916052.000000 Penalty: 14822.889648 Iteration 32Q: 3 clusters Score -3.791605e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19338 members Mstep: Class 2 contains 160591 members Entering Unmasked Estep Score: -37916056.000000 Penalty: 14822.889648 Iteration 33Q: 3 clusters Score -3.791606e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19319 members Mstep: Class 2 contains 160610 members Entering Unmasked Estep Score: -37916004.000000 Penalty: 14822.889648 Iteration 34Q: 3 clusters Score -3.7916e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19305 members Mstep: Class 2 contains 160624 members Entering Unmasked Estep Score: -37916000.000000 Penalty: 14822.889648 Iteration 35Q: 3 clusters Score -3.7916e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19286 members Mstep: Class 2 contains 160643 members Entering Unmasked Estep Score: -37916012.000000 Penalty: 14822.889648 Iteration 36Q: 3 clusters Score -3.791601e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19269 members Mstep: Class 2 contains 160660 members Entering Unmasked Estep Score: -37916040.000000 Penalty: 14822.889648 Iteration 37Q: 3 clusters Score -3.791604e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19245 members Mstep: Class 2 contains 160684 members Entering Unmasked Estep Score: -37916076.000000 Penalty: 14822.889648 Iteration 38Q: 3 clusters Score -3.791608e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19212 members Mstep: Class 2 contains 160717 members Entering Unmasked Estep Score: -37916060.000000 Penalty: 14822.889648 Iteration 39Q: 3 clusters Score -3.791606e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19178 members Mstep: Class 2 contains 160751 members Entering Unmasked Estep Score: -37916048.000000 Penalty: 14822.889648 Iteration 40F: 3 clusters Score -3.791605e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19156 members Mstep: Class 2 contains 160773 members Entering Unmasked Estep Score: -37916080.000000 Penalty: 14822.889648 Iteration 41Q: 3 clusters Score -3.791608e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19138 members Mstep: Class 2 contains 160791 members Entering Unmasked Estep Score: -37916076.000000 Penalty: 14822.889648 Iteration 42Q: 3 clusters Score -3.791608e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19121 members Mstep: Class 2 contains 160808 members Entering Unmasked Estep Score: -37916052.000000 Penalty: 14822.889648 Iteration 43Q: 3 clusters Score -3.791605e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19103 members Mstep: Class 2 contains 160826 members Entering Unmasked Estep Score: -37916044.000000 Penalty: 14822.889648 Iteration 44Q: 3 clusters Score -3.791604e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19090 members Mstep: Class 2 contains 160839 members Entering Unmasked Estep Score: -37916028.000000 Penalty: 14822.889648 Iteration 45Q: 3 clusters Score -3.791603e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19080 members Mstep: Class 2 contains 160849 members Entering Unmasked Estep Score: -37916064.000000 Penalty: 14822.889648 Iteration 46Q: 3 clusters Score -3.791606e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19073 members Mstep: Class 2 contains 160856 members Entering Unmasked Estep Score: -37916076.000000 Penalty: 14822.889648 Iteration 47Q: 3 clusters Score -3.791608e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19065 members Mstep: Class 2 contains 160864 members Entering Unmasked Estep Score: -37916108.000000 Penalty: 14822.889648 Iteration 48Q: 3 clusters Score -3.791611e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19054 members Mstep: Class 2 contains 160875 members Entering Unmasked Estep Score: -37916116.000000 Penalty: 14822.889648 Iteration 49Q: 3 clusters Score -3.791612e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19040 members Mstep: Class 2 contains 160889 members Entering Unmasked Estep Score: -37916128.000000 Penalty: 14822.889648 Iteration 50Q: 3 clusters Score -3.791613e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19028 members Mstep: Class 2 contains 160901 members Entering Unmasked Estep Score: -37916140.000000 Penalty: 14822.889648 Iteration 51Q: 3 clusters Score -3.791614e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19016 members Mstep: Class 2 contains 160913 members Entering Unmasked Estep Score: -37916124.000000 Penalty: 14822.889648 Iteration 52Q: 3 clusters Score -3.791612e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19004 members Mstep: Class 2 contains 160925 members Entering Unmasked Estep Score: -37916116.000000 Penalty: 14822.889648 Iteration 53Q: 3 clusters Score -3.791612e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18994 members Mstep: Class 2 contains 160935 members Entering Unmasked Estep Score: -37916128.000000 Penalty: 14822.889648 Iteration 54Q: 3 clusters Score -3.791613e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18986 members Mstep: Class 2 contains 160943 members Entering Unmasked Estep Score: -37916152.000000 Penalty: 14822.889648 Iteration 55Q: 3 clusters Score -3.791615e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18979 members Mstep: Class 2 contains 160950 members Entering Unmasked Estep Score: -37916156.000000 Penalty: 14822.889648 Iteration 56Q: 3 clusters Score -3.791616e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18973 members Mstep: Class 2 contains 160956 members Entering Unmasked Estep Score: -37916148.000000 Penalty: 14822.889648 Iteration 57Q: 3 clusters Score -3.791615e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18967 members Mstep: Class 2 contains 160962 members Entering Unmasked Estep Score: -37916112.000000 Penalty: 14822.889648 Iteration 58Q: 3 clusters Score -3.791611e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18964 members Mstep: Class 2 contains 160965 members Entering Unmasked Estep Score: -37916120.000000 Penalty: 14822.889648 Iteration 59Q: 3 clusters Score -3.791612e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 160972 members Entering Unmasked Estep Score: -37916136.000000 Penalty: 14822.889648 Iteration 60F: 3 clusters Score -3.791614e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18950 members Mstep: Class 2 contains 160979 members Entering Unmasked Estep Score: -37916124.000000 Penalty: 14822.889648 Iteration 61Q: 3 clusters Score -3.791612e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18947 members Mstep: Class 2 contains 160982 members Entering Unmasked Estep Score: -37916128.000000 Penalty: 14822.889648 Iteration 62Q: 3 clusters Score -3.791613e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18944 members Mstep: Class 2 contains 160985 members Entering Unmasked Estep Score: -37916112.000000 Penalty: 14822.889648 Iteration 63Q: 3 clusters Score -3.791611e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18942 members Mstep: Class 2 contains 160987 members Entering Unmasked Estep Score: -37916112.000000 Penalty: 14822.889648 Iteration 64Q: 3 clusters Score -3.791611e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18940 members Mstep: Class 2 contains 160989 members Entering Unmasked Estep Score: -37916104.000000 Penalty: 14822.889648 Iteration 65Q: 3 clusters Score -3.79161e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18937 members Mstep: Class 2 contains 160992 members Entering Unmasked Estep Score: -37916096.000000 Penalty: 14822.889648 Iteration 66Q: 3 clusters Score -3.79161e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18935 members Mstep: Class 2 contains 160994 members Entering Unmasked Estep Score: -37916112.000000 Penalty: 14822.889648 Iteration 67Q: 3 clusters Score -3.791611e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18932 members Mstep: Class 2 contains 160997 members Entering Unmasked Estep Score: -37916124.000000 Penalty: 14822.889648 Iteration 68Q: 3 clusters Score -3.791612e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18927 members Mstep: Class 2 contains 161002 members Entering Unmasked Estep Score: -37916124.000000 Penalty: 14822.889648 Iteration 69Q: 3 clusters Score -3.791612e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18921 members Mstep: Class 2 contains 161008 members Entering Unmasked Estep Score: -37916116.000000 Penalty: 14822.889648 Iteration 70Q: 3 clusters Score -3.791612e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18914 members Mstep: Class 2 contains 161015 members Entering Unmasked Estep Score: -37916124.000000 Penalty: 14822.889648 Iteration 71Q: 3 clusters Score -3.791612e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18908 members Mstep: Class 2 contains 161021 members Entering Unmasked Estep Score: -37916132.000000 Penalty: 14822.889648 Iteration 72Q: 3 clusters Score -3.791613e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 161023 members Entering Unmasked Estep Score: -37916104.000000 Penalty: 14822.889648 Iteration 73Q: 3 clusters Score -3.79161e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 161023 members Entering Unmasked Estep Score: -37916104.000000 Penalty: 14822.889648 Iteration 74F: 3 clusters Score -3.79161e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 161023 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 60261 members Mstep: Class 6 contains 42204 members Mstep: Class 7 contains 170279 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 12389 members Mstep: Class 10 contains 11705 members Mstep: Class 11 contains 21658 members Mstep: Class 12 contains 1302 members Mstep: Class 15 contains 8549 members Mstep: Class 16 contains 1471 members Mstep: Class 17 contains 34598 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20888 members Entering Unmasked Estep Score: -119231520.000000 Penalty: 138032.078125 Splitting cluster 1 changes total score from -119231016.000000 to -119231520.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 3 (1354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Entering Unmasked Estep Score: -237578.468750 Penalty: 4416.625977 Iteration 0F: 2 clusters Score -237578.5 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 662 members Entering Unmasked Estep Score: -233571.250000 Penalty: 8833.251953 Iteration 0F: 3 clusters Score -233571.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -234992.390625 Penalty: 8833.251953 Iteration 1F: 3 clusters Score -234992.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -235990.453125 Penalty: 8833.251953 Iteration 2F: 3 clusters Score -235990.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -236882.609375 Penalty: 8833.251953 Iteration 3F: 3 clusters Score -236882.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -238019.875000 Penalty: 8833.251953 Iteration 4F: 3 clusters Score -238019.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -238593.609375 Penalty: 8833.251953 Iteration 5Q: 3 clusters Score -238593.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -238747.390625 Penalty: 8833.251953 Iteration 6Q: 3 clusters Score -238747.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -238906.859375 Penalty: 8833.251953 Iteration 7Q: 3 clusters Score -238906.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -238977.468750 Penalty: 8833.251953 Iteration 8Q: 3 clusters Score -238977.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -239017.578125 Penalty: 8833.251953 Iteration 9Q: 3 clusters Score -239017.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -239042.937500 Penalty: 8833.251953 Iteration 10Q: 3 clusters Score -239042.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -239054.343750 Penalty: 8833.251953 Iteration 11Q: 3 clusters Score -239054.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -239084.250000 Penalty: 8833.251953 Iteration 12Q: 3 clusters Score -239084.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -239127.187500 Penalty: 8833.251953 Iteration 13Q: 3 clusters Score -239127.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -239180.140625 Penalty: 8833.251953 Iteration 14Q: 3 clusters Score -239180.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -239226.281250 Penalty: 8833.251953 Iteration 15Q: 3 clusters Score -239226.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -239303.640625 Penalty: 8833.251953 Iteration 16Q: 3 clusters Score -239303.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -239316.937500 Penalty: 8833.251953 Iteration 17Q: 3 clusters Score -239316.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -239320.421875 Penalty: 8833.251953 Iteration 18Q: 3 clusters Score -239320.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -239339.343750 Penalty: 8833.251953 Iteration 19F: 3 clusters Score -239339.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -239363.937500 Penalty: 8833.251953 Iteration 20F: 3 clusters Score -239363.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -239366.562500 Penalty: 8833.251953 Iteration 21Q: 3 clusters Score -239366.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -239366.562500 Penalty: 8833.251953 Iteration 22F: 3 clusters Score -239366.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 161023 members Mstep: Class 3 contains 661 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 60261 members Mstep: Class 6 contains 42204 members Mstep: Class 7 contains 170279 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 12389 members Mstep: Class 10 contains 11705 members Mstep: Class 11 contains 21658 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 693 members Mstep: Class 15 contains 8549 members Mstep: Class 16 contains 1471 members Mstep: Class 17 contains 34598 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20888 members Entering Unmasked Estep Score: -119229680.000000 Penalty: 146151.609375 Splitting cluster 3 changes total score from -119231016.000000 to -119229680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Entering Unmasked Estep Score: -223646.640625 Penalty: 4419.334473 Iteration 0F: 2 clusters Score -223646.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -219850.562500 Penalty: 8838.668945 Iteration 0F: 3 clusters Score -219850.6 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -221744.421875 Penalty: 8838.668945 Iteration 1F: 3 clusters Score -221744.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -223161.640625 Penalty: 8838.668945 Iteration 2F: 3 clusters Score -223161.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -224292.062500 Penalty: 8838.668945 Iteration 3F: 3 clusters Score -224292.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -225130.375000 Penalty: 8838.668945 Iteration 4Q: 3 clusters Score -225130.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -225480.593750 Penalty: 8838.668945 Iteration 5Q: 3 clusters Score -225480.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -225737.609375 Penalty: 8838.668945 Iteration 6Q: 3 clusters Score -225737.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -226003.875000 Penalty: 8838.668945 Iteration 7Q: 3 clusters Score -226003.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -226280.812500 Penalty: 8838.668945 Iteration 8Q: 3 clusters Score -226280.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -226464.859375 Penalty: 8838.668945 Iteration 9Q: 3 clusters Score -226464.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -226619.843750 Penalty: 8838.668945 Iteration 10Q: 3 clusters Score -226619.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -226702.015625 Penalty: 8838.668945 Iteration 11Q: 3 clusters Score -226702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -226743.937500 Penalty: 8838.668945 Iteration 12Q: 3 clusters Score -226743.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -226754.671875 Penalty: 8838.668945 Iteration 13Q: 3 clusters Score -226754.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -226756.281250 Penalty: 8838.668945 Iteration 14Q: 3 clusters Score -226756.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -227033.000000 Penalty: 8838.668945 Iteration 15F: 3 clusters Score -227033 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -227868.843750 Penalty: 8838.668945 Iteration 16Q: 3 clusters Score -227868.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -228460.437500 Penalty: 8838.668945 Iteration 17Q: 3 clusters Score -228460.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -229017.765625 Penalty: 8838.668945 Iteration 18Q: 3 clusters Score -229017.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -229561.359375 Penalty: 8838.668945 Iteration 19Q: 3 clusters Score -229561.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -229585.578125 Penalty: 8838.668945 Iteration 20F: 3 clusters Score -229585.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -229587.890625 Penalty: 8838.668945 Iteration 21Q: 3 clusters Score -229587.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -229587.890625 Penalty: 8838.668945 Iteration 22F: 3 clusters Score -229587.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 161023 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 60261 members Mstep: Class 6 contains 42204 members Mstep: Class 7 contains 170279 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 12389 members Mstep: Class 10 contains 11705 members Mstep: Class 11 contains 21658 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1026 members Mstep: Class 15 contains 8549 members Mstep: Class 16 contains 1471 members Mstep: Class 17 contains 34598 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 20888 members Entering Unmasked Estep Score: -119233960.000000 Penalty: 146151.609375 Splitting cluster 4 changes total score from -119231016.000000 to -119233960.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 5 (60261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60261 members Entering Unmasked Estep Score: -12828239.000000 Penalty: 6741.444824 Iteration 0F: 2 clusters Score -1.282824e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29942 members Mstep: Class 2 contains 30319 members Entering Unmasked Estep Score: -12785969.000000 Penalty: 13482.889648 Iteration 0F: 3 clusters Score -1.278597e+07 nChanged 26850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28744 members Mstep: Class 2 contains 31517 members Entering Unmasked Estep Score: -12801041.000000 Penalty: 13482.889648 Iteration 1F: 3 clusters Score -1.280104e+07 nChanged 3509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27803 members Mstep: Class 2 contains 32458 members Entering Unmasked Estep Score: -12802578.000000 Penalty: 13482.889648 Iteration 2F: 3 clusters Score -1.280258e+07 nChanged 3405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26570 members Mstep: Class 2 contains 33691 members Entering Unmasked Estep Score: -12804277.000000 Penalty: 13482.889648 Iteration 3F: 3 clusters Score -1.280428e+07 nChanged 3527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24829 members Mstep: Class 2 contains 35432 members Entering Unmasked Estep Score: -12806334.000000 Penalty: 13482.889648 Iteration 4F: 3 clusters Score -1.280633e+07 nChanged 3653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22596 members Mstep: Class 2 contains 37665 members Entering Unmasked Estep Score: -12808676.000000 Penalty: 13482.889648 Iteration 5F: 3 clusters Score -1.280868e+07 nChanged 3807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19981 members Mstep: Class 2 contains 40280 members Entering Unmasked Estep Score: -12811499.000000 Penalty: 13482.889648 Iteration 6F: 3 clusters Score -1.28115e+07 nChanged 3754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17207 members Mstep: Class 2 contains 43054 members Entering Unmasked Estep Score: -12814396.000000 Penalty: 13482.889648 Iteration 7F: 3 clusters Score -1.28144e+07 nChanged 3437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14642 members Mstep: Class 2 contains 45619 members Entering Unmasked Estep Score: -12817247.000000 Penalty: 13482.889648 Iteration 8F: 3 clusters Score -1.281725e+07 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 47748 members Entering Unmasked Estep Score: -12819429.000000 Penalty: 13482.889648 Iteration 9Q: 3 clusters Score -1.281943e+07 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10836 members Mstep: Class 2 contains 49425 members Entering Unmasked Estep Score: -12820964.000000 Penalty: 13482.889648 Iteration 10Q: 3 clusters Score -1.282096e+07 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 50706 members Entering Unmasked Estep Score: -12822252.000000 Penalty: 13482.889648 Iteration 11Q: 3 clusters Score -1.282225e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 51600 members Entering Unmasked Estep Score: -12823189.000000 Penalty: 13482.889648 Iteration 12Q: 3 clusters Score -1.282319e+07 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8071 members Mstep: Class 2 contains 52190 members Entering Unmasked Estep Score: -12823605.000000 Penalty: 13482.889648 Iteration 13Q: 3 clusters Score -1.28236e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 52606 members Entering Unmasked Estep Score: -12823836.000000 Penalty: 13482.889648 Iteration 14Q: 3 clusters Score -1.282384e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 52900 members Entering Unmasked Estep Score: -12823974.000000 Penalty: 13482.889648 Iteration 15Q: 3 clusters Score -1.282397e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 53143 members Entering Unmasked Estep Score: -12824110.000000 Penalty: 13482.889648 Iteration 16Q: 3 clusters Score -1.282411e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 53346 members Entering Unmasked Estep Score: -12824182.000000 Penalty: 13482.889648 Iteration 17Q: 3 clusters Score -1.282418e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 53494 members Entering Unmasked Estep Score: -12824230.000000 Penalty: 13482.889648 Iteration 18Q: 3 clusters Score -1.282423e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 53627 members Entering Unmasked Estep Score: -12824230.000000 Penalty: 13482.889648 Iteration 19Q: 3 clusters Score -1.282423e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 53738 members Entering Unmasked Estep Score: -12824288.000000 Penalty: 13482.889648 Iteration 20F: 3 clusters Score -1.282429e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 53827 members Entering Unmasked Estep Score: -12824299.000000 Penalty: 13482.889648 Iteration 21Q: 3 clusters Score -1.28243e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 53907 members Entering Unmasked Estep Score: -12824345.000000 Penalty: 13482.889648 Iteration 22Q: 3 clusters Score -1.282434e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 53973 members Entering Unmasked Estep Score: -12824353.000000 Penalty: 13482.889648 Iteration 23Q: 3 clusters Score -1.282435e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 54038 members Entering Unmasked Estep Score: -12824368.000000 Penalty: 13482.889648 Iteration 24Q: 3 clusters Score -1.282437e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 54102 members Entering Unmasked Estep Score: -12824383.000000 Penalty: 13482.889648 Iteration 25Q: 3 clusters Score -1.282438e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 54152 members Entering Unmasked Estep Score: -12824419.000000 Penalty: 13482.889648 Iteration 26Q: 3 clusters Score -1.282442e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 54195 members Entering Unmasked Estep Score: -12824421.000000 Penalty: 13482.889648 Iteration 27Q: 3 clusters Score -1.282442e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 54231 members Entering Unmasked Estep Score: -12824433.000000 Penalty: 13482.889648 Iteration 28Q: 3 clusters Score -1.282443e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 54262 members Entering Unmasked Estep Score: -12824443.000000 Penalty: 13482.889648 Iteration 29Q: 3 clusters Score -1.282444e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 54288 members Entering Unmasked Estep Score: -12824454.000000 Penalty: 13482.889648 Iteration 30Q: 3 clusters Score -1.282445e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 54312 members Entering Unmasked Estep Score: -12824446.000000 Penalty: 13482.889648 Iteration 31Q: 3 clusters Score -1.282445e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 54331 members Entering Unmasked Estep Score: -12824459.000000 Penalty: 13482.889648 Iteration 32Q: 3 clusters Score -1.282446e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 54351 members Entering Unmasked Estep Score: -12824460.000000 Penalty: 13482.889648 Iteration 33Q: 3 clusters Score -1.282446e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 54372 members Entering Unmasked Estep Score: -12824477.000000 Penalty: 13482.889648 Iteration 34Q: 3 clusters Score -1.282448e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 54384 members Entering Unmasked Estep Score: -12824481.000000 Penalty: 13482.889648 Iteration 35Q: 3 clusters Score -1.282448e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 54396 members Entering Unmasked Estep Score: -12824480.000000 Penalty: 13482.889648 Iteration 36Q: 3 clusters Score -1.282448e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 54409 members Entering Unmasked Estep Score: -12824477.000000 Penalty: 13482.889648 Iteration 37Q: 3 clusters Score -1.282448e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 54415 members Entering Unmasked Estep Score: -12824484.000000 Penalty: 13482.889648 Iteration 38Q: 3 clusters Score -1.282448e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 54421 members Entering Unmasked Estep Score: -12824488.000000 Penalty: 13482.889648 Iteration 39Q: 3 clusters Score -1.282449e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 54430 members Entering Unmasked Estep Score: -12824497.000000 Penalty: 13482.889648 Iteration 40F: 3 clusters Score -1.28245e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 54439 members Entering Unmasked Estep Score: -12824508.000000 Penalty: 13482.889648 Iteration 41Q: 3 clusters Score -1.282451e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 54447 members Entering Unmasked Estep Score: -12824497.000000 Penalty: 13482.889648 Iteration 42Q: 3 clusters Score -1.28245e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 54451 members Entering Unmasked Estep Score: -12824509.000000 Penalty: 13482.889648 Iteration 43Q: 3 clusters Score -1.282451e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 54454 members Entering Unmasked Estep Score: -12824505.000000 Penalty: 13482.889648 Iteration 44Q: 3 clusters Score -1.28245e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 54455 members Entering Unmasked Estep Score: -12824494.000000 Penalty: 13482.889648 Iteration 45Q: 3 clusters Score -1.282449e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 54457 members Entering Unmasked Estep Score: -12824495.000000 Penalty: 13482.889648 Iteration 46Q: 3 clusters Score -1.28245e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 54460 members Entering Unmasked Estep Score: -12824496.000000 Penalty: 13482.889648 Iteration 47Q: 3 clusters Score -1.28245e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 54460 members Entering Unmasked Estep Score: -12824496.000000 Penalty: 13482.889648 Iteration 48F: 3 clusters Score -1.28245e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (42204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42204 members Entering Unmasked Estep Score: -8987466.000000 Penalty: 6523.290527 Iteration 0F: 2 clusters Score -8987466 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21002 members Mstep: Class 2 contains 21202 members Entering Unmasked Estep Score: -8956961.000000 Penalty: 13046.581055 Iteration 0F: 3 clusters Score -8956961 nChanged 18122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20750 members Mstep: Class 2 contains 21454 members Entering Unmasked Estep Score: -8966538.000000 Penalty: 13046.581055 Iteration 1F: 3 clusters Score -8966538 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20665 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -8967493.000000 Penalty: 13046.581055 Iteration 2F: 3 clusters Score -8967493 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20590 members Mstep: Class 2 contains 21614 members Entering Unmasked Estep Score: -8968185.000000 Penalty: 13046.581055 Iteration 3Q: 3 clusters Score -8968185 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20560 members Mstep: Class 2 contains 21644 members Entering Unmasked Estep Score: -8968672.000000 Penalty: 13046.581055 Iteration 4Q: 3 clusters Score -8968672 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 21706 members Entering Unmasked Estep Score: -8969132.000000 Penalty: 13046.581055 Iteration 5Q: 3 clusters Score -8969132 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20390 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -8969556.000000 Penalty: 13046.581055 Iteration 6Q: 3 clusters Score -8969556 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20261 members Mstep: Class 2 contains 21943 members Entering Unmasked Estep Score: -8969882.000000 Penalty: 13046.581055 Iteration 7Q: 3 clusters Score -8969882 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20054 members Mstep: Class 2 contains 22150 members Entering Unmasked Estep Score: -8970213.000000 Penalty: 13046.581055 Iteration 8Q: 3 clusters Score -8970213 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 22402 members Entering Unmasked Estep Score: -8970593.000000 Penalty: 13046.581055 Iteration 9Q: 3 clusters Score -8970593 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19530 members Mstep: Class 2 contains 22674 members Entering Unmasked Estep Score: -8970857.000000 Penalty: 13046.581055 Iteration 10Q: 3 clusters Score -8970857 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19252 members Mstep: Class 2 contains 22952 members Entering Unmasked Estep Score: -8971094.000000 Penalty: 13046.581055 Iteration 11Q: 3 clusters Score -8971094 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 23247 members Entering Unmasked Estep Score: -8971409.000000 Penalty: 13046.581055 Iteration 12Q: 3 clusters Score -8971409 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18568 members Mstep: Class 2 contains 23636 members Entering Unmasked Estep Score: -8971635.000000 Penalty: 13046.581055 Iteration 13Q: 3 clusters Score -8971635 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18146 members Mstep: Class 2 contains 24058 members Entering Unmasked Estep Score: -8971931.000000 Penalty: 13046.581055 Iteration 14Q: 3 clusters Score -8971931 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17660 members Mstep: Class 2 contains 24544 members Entering Unmasked Estep Score: -8972279.000000 Penalty: 13046.581055 Iteration 15Q: 3 clusters Score -8972279 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17152 members Mstep: Class 2 contains 25052 members Entering Unmasked Estep Score: -8972571.000000 Penalty: 13046.581055 Iteration 16Q: 3 clusters Score -8972571 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16511 members Mstep: Class 2 contains 25693 members Entering Unmasked Estep Score: -8972878.000000 Penalty: 13046.581055 Iteration 17Q: 3 clusters Score -8972878 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 26458 members Entering Unmasked Estep Score: -8973245.000000 Penalty: 13046.581055 Iteration 18Q: 3 clusters Score -8973245 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14946 members Mstep: Class 2 contains 27258 members Entering Unmasked Estep Score: -8973598.000000 Penalty: 13046.581055 Iteration 19Q: 3 clusters Score -8973598 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 28146 members Entering Unmasked Estep Score: -8973973.000000 Penalty: 13046.581055 Iteration 20F: 3 clusters Score -8973973 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13055 members Mstep: Class 2 contains 29149 members Entering Unmasked Estep Score: -8974452.000000 Penalty: 13046.581055 Iteration 21Q: 3 clusters Score -8974452 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 30293 members Entering Unmasked Estep Score: -8975029.000000 Penalty: 13046.581055 Iteration 22Q: 3 clusters Score -8975029 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 31530 members Entering Unmasked Estep Score: -8975763.000000 Penalty: 13046.581055 Iteration 23Q: 3 clusters Score -8975763 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 32863 members Entering Unmasked Estep Score: -8976565.000000 Penalty: 13046.581055 Iteration 24Q: 3 clusters Score -8976565 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 34227 members Entering Unmasked Estep Score: -8977440.000000 Penalty: 13046.581055 Iteration 25Q: 3 clusters Score -8977440 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 35485 members Entering Unmasked Estep Score: -8978293.000000 Penalty: 13046.581055 Iteration 26Q: 3 clusters Score -8978293 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 36665 members Entering Unmasked Estep Score: -8979058.000000 Penalty: 13046.581055 Iteration 27Q: 3 clusters Score -8979058 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 37625 members Entering Unmasked Estep Score: -8979802.000000 Penalty: 13046.581055 Iteration 28Q: 3 clusters Score -8979802 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 38440 members Entering Unmasked Estep Score: -8980321.000000 Penalty: 13046.581055 Iteration 29Q: 3 clusters Score -8980321 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 39017 members Entering Unmasked Estep Score: -8980747.000000 Penalty: 13046.581055 Iteration 30Q: 3 clusters Score -8980747 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 39410 members Entering Unmasked Estep Score: -8980978.000000 Penalty: 13046.581055 Iteration 31Q: 3 clusters Score -8980978 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 39721 members Entering Unmasked Estep Score: -8981246.000000 Penalty: 13046.581055 Iteration 32Q: 3 clusters Score -8981246 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 39940 members Entering Unmasked Estep Score: -8981408.000000 Penalty: 13046.581055 Iteration 33Q: 3 clusters Score -8981408 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 40091 members Entering Unmasked Estep Score: -8981509.000000 Penalty: 13046.581055 Iteration 34Q: 3 clusters Score -8981509 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 40214 members Entering Unmasked Estep Score: -8981620.000000 Penalty: 13046.581055 Iteration 35Q: 3 clusters Score -8981620 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 40297 members Entering Unmasked Estep Score: -8981665.000000 Penalty: 13046.581055 Iteration 36Q: 3 clusters Score -8981665 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 40356 members Entering Unmasked Estep Score: -8981696.000000 Penalty: 13046.581055 Iteration 37Q: 3 clusters Score -8981696 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 40410 members Entering Unmasked Estep Score: -8981739.000000 Penalty: 13046.581055 Iteration 38Q: 3 clusters Score -8981739 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 40452 members Entering Unmasked Estep Score: -8981764.000000 Penalty: 13046.581055 Iteration 39Q: 3 clusters Score -8981764 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 40482 members Entering Unmasked Estep Score: -8981782.000000 Penalty: 13046.581055 Iteration 40F: 3 clusters Score -8981782 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 40504 members Entering Unmasked Estep Score: -8981818.000000 Penalty: 13046.581055 Iteration 41Q: 3 clusters Score -8981818 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 40538 members Entering Unmasked Estep Score: -8981842.000000 Penalty: 13046.581055 Iteration 42Q: 3 clusters Score -8981842 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 40568 members Entering Unmasked Estep Score: -8981843.000000 Penalty: 13046.581055 Iteration 43Q: 3 clusters Score -8981843 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 40588 members Entering Unmasked Estep Score: -8981856.000000 Penalty: 13046.581055 Iteration 44Q: 3 clusters Score -8981856 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 40611 members Entering Unmasked Estep Score: -8981869.000000 Penalty: 13046.581055 Iteration 45Q: 3 clusters Score -8981869 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 40628 members Entering Unmasked Estep Score: -8981884.000000 Penalty: 13046.581055 Iteration 46Q: 3 clusters Score -8981884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 40638 members Entering Unmasked Estep Score: -8981889.000000 Penalty: 13046.581055 Iteration 47Q: 3 clusters Score -8981889 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 40653 members Entering Unmasked Estep Score: -8981903.000000 Penalty: 13046.581055 Iteration 48Q: 3 clusters Score -8981903 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 40667 members Entering Unmasked Estep Score: -8981903.000000 Penalty: 13046.581055 Iteration 49Q: 3 clusters Score -8981903 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 40673 members Entering Unmasked Estep Score: -8981918.000000 Penalty: 13046.581055 Iteration 50Q: 3 clusters Score -8981918 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 40687 members Entering Unmasked Estep Score: -8981930.000000 Penalty: 13046.581055 Iteration 51Q: 3 clusters Score -8981930 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 40699 members Entering Unmasked Estep Score: -8981955.000000 Penalty: 13046.581055 Iteration 52Q: 3 clusters Score -8981955 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 40712 members Entering Unmasked Estep Score: -8981960.000000 Penalty: 13046.581055 Iteration 53Q: 3 clusters Score -8981960 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 40722 members Entering Unmasked Estep Score: -8981966.000000 Penalty: 13046.581055 Iteration 54Q: 3 clusters Score -8981966 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 40726 members Entering Unmasked Estep Score: -8981969.000000 Penalty: 13046.581055 Iteration 55Q: 3 clusters Score -8981969 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 40730 members Entering Unmasked Estep Score: -8981974.000000 Penalty: 13046.581055 Iteration 56Q: 3 clusters Score -8981974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 40734 members Entering Unmasked Estep Score: -8981967.000000 Penalty: 13046.581055 Iteration 57Q: 3 clusters Score -8981967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 40735 members Entering Unmasked Estep Score: -8981955.000000 Penalty: 13046.581055 Iteration 58Q: 3 clusters Score -8981955 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 40737 members Entering Unmasked Estep Score: -8981969.000000 Penalty: 13046.581055 Iteration 59Q: 3 clusters Score -8981969 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 40740 members Entering Unmasked Estep Score: -8981976.000000 Penalty: 13046.581055 Iteration 60F: 3 clusters Score -8981976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 40744 members Entering Unmasked Estep Score: -8981975.000000 Penalty: 13046.581055 Iteration 61Q: 3 clusters Score -8981975 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 40747 members Entering Unmasked Estep Score: -8981979.000000 Penalty: 13046.581055 Iteration 62Q: 3 clusters Score -8981979 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 40756 members Entering Unmasked Estep Score: -8981983.000000 Penalty: 13046.581055 Iteration 63Q: 3 clusters Score -8981983 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 40762 members Entering Unmasked Estep Score: -8981988.000000 Penalty: 13046.581055 Iteration 64Q: 3 clusters Score -8981988 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 40766 members Entering Unmasked Estep Score: -8981997.000000 Penalty: 13046.581055 Iteration 65Q: 3 clusters Score -8981997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 40770 members Entering Unmasked Estep Score: -8981997.000000 Penalty: 13046.581055 Iteration 66Q: 3 clusters Score -8981997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 40774 members Entering Unmasked Estep Score: -8981997.000000 Penalty: 13046.581055 Iteration 67Q: 3 clusters Score -8981997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 40778 members Entering Unmasked Estep Score: -8981998.000000 Penalty: 13046.581055 Iteration 68Q: 3 clusters Score -8981998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 40781 members Entering Unmasked Estep Score: -8982004.000000 Penalty: 13046.581055 Iteration 69Q: 3 clusters Score -8982004 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 40782 members Entering Unmasked Estep Score: -8982001.000000 Penalty: 13046.581055 Iteration 70Q: 3 clusters Score -8982001 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 40784 members Entering Unmasked Estep Score: -8981997.000000 Penalty: 13046.581055 Iteration 71Q: 3 clusters Score -8981997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 40788 members Entering Unmasked Estep Score: -8982004.000000 Penalty: 13046.581055 Iteration 72Q: 3 clusters Score -8982004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 40794 members Entering Unmasked Estep Score: -8982017.000000 Penalty: 13046.581055 Iteration 73Q: 3 clusters Score -8982017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 40798 members Entering Unmasked Estep Score: -8982018.000000 Penalty: 13046.581055 Iteration 74Q: 3 clusters Score -8982018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 40802 members Entering Unmasked Estep Score: -8982033.000000 Penalty: 13046.581055 Iteration 75Q: 3 clusters Score -8982033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 40805 members Entering Unmasked Estep Score: -8982033.000000 Penalty: 13046.581055 Iteration 76Q: 3 clusters Score -8982033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 40806 members Entering Unmasked Estep Score: -8982027.000000 Penalty: 13046.581055 Iteration 77Q: 3 clusters Score -8982027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 40806 members Entering Unmasked Estep Score: -8982030.000000 Penalty: 13046.581055 Iteration 78Q: 3 clusters Score -8982030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 40807 members Entering Unmasked Estep Score: -8982030.000000 Penalty: 13046.581055 Iteration 79Q: 3 clusters Score -8982030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 40808 members Entering Unmasked Estep Score: -8982027.000000 Penalty: 13046.581055 Iteration 80F: 3 clusters Score -8982027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 40810 members Entering Unmasked Estep Score: -8982033.000000 Penalty: 13046.581055 Iteration 81Q: 3 clusters Score -8982033 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 40810 members Entering Unmasked Estep Score: -8982033.000000 Penalty: 13046.581055 Iteration 82F: 3 clusters Score -8982033 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (170279 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170279 members Entering Unmasked Estep Score: -35963968.000000 Penalty: 7377.681152 Iteration 0F: 2 clusters Score -3.596397e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85379 members Mstep: Class 2 contains 84900 members Entering Unmasked Estep Score: -35849648.000000 Penalty: 14755.362305 Iteration 0F: 3 clusters Score -3.584965e+07 nChanged 79300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86743 members Mstep: Class 2 contains 83536 members Entering Unmasked Estep Score: -35895128.000000 Penalty: 14755.362305 Iteration 1F: 3 clusters Score -3.589513e+07 nChanged 5984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87725 members Mstep: Class 2 contains 82554 members Entering Unmasked Estep Score: -35896636.000000 Penalty: 14755.362305 Iteration 2Q: 3 clusters Score -3.589664e+07 nChanged 5879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89214 members Mstep: Class 2 contains 81065 members Entering Unmasked Estep Score: -35898000.000000 Penalty: 14755.362305 Iteration 3Q: 3 clusters Score -3.5898e+07 nChanged 6069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91419 members Mstep: Class 2 contains 78860 members Entering Unmasked Estep Score: -35899912.000000 Penalty: 14755.362305 Iteration 4Q: 3 clusters Score -3.589991e+07 nChanged 6335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94544 members Mstep: Class 2 contains 75735 members Entering Unmasked Estep Score: -35902248.000000 Penalty: 14755.362305 Iteration 5Q: 3 clusters Score -3.590225e+07 nChanged 6972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98904 members Mstep: Class 2 contains 71375 members Entering Unmasked Estep Score: -35905000.000000 Penalty: 14755.362305 Iteration 6Q: 3 clusters Score -3.5905e+07 nChanged 7850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104750 members Mstep: Class 2 contains 65529 members Entering Unmasked Estep Score: -35908880.000000 Penalty: 14755.362305 Iteration 7Q: 3 clusters Score -3.590888e+07 nChanged 8943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112179 members Mstep: Class 2 contains 58100 members Entering Unmasked Estep Score: -35914600.000000 Penalty: 14755.362305 Iteration 8F: 3 clusters Score -3.59146e+07 nChanged 10068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121271 members Mstep: Class 2 contains 49008 members Entering Unmasked Estep Score: -35921804.000000 Penalty: 14755.362305 Iteration 9F: 3 clusters Score -3.59218e+07 nChanged 10393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131114 members Mstep: Class 2 contains 39165 members Entering Unmasked Estep Score: -35929552.000000 Penalty: 14755.362305 Iteration 10F: 3 clusters Score -3.592955e+07 nChanged 9826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140698 members Mstep: Class 2 contains 29581 members Entering Unmasked Estep Score: -35936700.000000 Penalty: 14755.362305 Iteration 11F: 3 clusters Score -3.59367e+07 nChanged 8473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149083 members Mstep: Class 2 contains 21196 members Entering Unmasked Estep Score: -35943220.000000 Penalty: 14755.362305 Iteration 12Q: 3 clusters Score -3.594322e+07 nChanged 6609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155656 members Mstep: Class 2 contains 14623 members Entering Unmasked Estep Score: -35948168.000000 Penalty: 14755.362305 Iteration 13Q: 3 clusters Score -3.594817e+07 nChanged 4707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160337 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -35951556.000000 Penalty: 14755.362305 Iteration 14Q: 3 clusters Score -3.595156e+07 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163376 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -35953928.000000 Penalty: 14755.362305 Iteration 15Q: 3 clusters Score -3.595393e+07 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165217 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -35955312.000000 Penalty: 14755.362305 Iteration 16Q: 3 clusters Score -3.595531e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166360 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -35956084.000000 Penalty: 14755.362305 Iteration 17Q: 3 clusters Score -3.595608e+07 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167033 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -35956524.000000 Penalty: 14755.362305 Iteration 18Q: 3 clusters Score -3.595652e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167490 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -35956800.000000 Penalty: 14755.362305 Iteration 19Q: 3 clusters Score -3.59568e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167807 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -35957028.000000 Penalty: 14755.362305 Iteration 20F: 3 clusters Score -3.595703e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168025 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -35957200.000000 Penalty: 14755.362305 Iteration 21Q: 3 clusters Score -3.59572e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168182 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -35957360.000000 Penalty: 14755.362305 Iteration 22Q: 3 clusters Score -3.595736e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168289 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -35957524.000000 Penalty: 14755.362305 Iteration 23Q: 3 clusters Score -3.595752e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168375 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -35957568.000000 Penalty: 14755.362305 Iteration 24Q: 3 clusters Score -3.595757e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168445 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -35957604.000000 Penalty: 14755.362305 Iteration 25Q: 3 clusters Score -3.59576e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168494 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -35957664.000000 Penalty: 14755.362305 Iteration 26Q: 3 clusters Score -3.595766e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168525 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -35957672.000000 Penalty: 14755.362305 Iteration 27Q: 3 clusters Score -3.595767e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168550 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -35957732.000000 Penalty: 14755.362305 Iteration 28Q: 3 clusters Score -3.595773e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168565 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -35957768.000000 Penalty: 14755.362305 Iteration 29Q: 3 clusters Score -3.595777e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168579 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -35957744.000000 Penalty: 14755.362305 Iteration 30Q: 3 clusters Score -3.595774e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168588 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -35957732.000000 Penalty: 14755.362305 Iteration 31Q: 3 clusters Score -3.595773e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168599 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -35957740.000000 Penalty: 14755.362305 Iteration 32Q: 3 clusters Score -3.595774e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168605 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -35957732.000000 Penalty: 14755.362305 Iteration 33Q: 3 clusters Score -3.595773e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168611 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -35957768.000000 Penalty: 14755.362305 Iteration 34Q: 3 clusters Score -3.595777e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168616 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -35957764.000000 Penalty: 14755.362305 Iteration 35Q: 3 clusters Score -3.595776e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168618 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -35957780.000000 Penalty: 14755.362305 Iteration 36Q: 3 clusters Score -3.595778e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168620 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -35957788.000000 Penalty: 14755.362305 Iteration 37Q: 3 clusters Score -3.595779e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168619 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -35957788.000000 Penalty: 14755.362305 Iteration 38Q: 3 clusters Score -3.595779e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168620 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -35957776.000000 Penalty: 14755.362305 Iteration 39Q: 3 clusters Score -3.595778e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168621 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -35957776.000000 Penalty: 14755.362305 Iteration 40F: 3 clusters Score -3.595778e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168622 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -35957768.000000 Penalty: 14755.362305 Iteration 41Q: 3 clusters Score -3.595777e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168622 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -35957768.000000 Penalty: 14755.362305 Iteration 42F: 3 clusters Score -3.595777e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Entering Unmasked Estep Score: -509909.593750 Penalty: 4776.595215 Iteration 0F: 2 clusters Score -509909.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -504585.156250 Penalty: 9553.190430 Iteration 0F: 3 clusters Score -504585.2 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -505266.500000 Penalty: 9553.190430 Iteration 1F: 3 clusters Score -505266.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -505520.968750 Penalty: 9553.190430 Iteration 2F: 3 clusters Score -505521 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -505962.312500 Penalty: 9553.190430 Iteration 3Q: 3 clusters Score -505962.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -506704.937500 Penalty: 9553.190430 Iteration 4Q: 3 clusters Score -506704.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -507222.156250 Penalty: 9553.190430 Iteration 5F: 3 clusters Score -507222.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -507626.406250 Penalty: 9553.190430 Iteration 6F: 3 clusters Score -507626.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -507938.531250 Penalty: 9553.190430 Iteration 7F: 3 clusters Score -507938.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -508184.500000 Penalty: 9553.190430 Iteration 8Q: 3 clusters Score -508184.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -508405.437500 Penalty: 9553.190430 Iteration 9Q: 3 clusters Score -508405.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -508547.437500 Penalty: 9553.190430 Iteration 10Q: 3 clusters Score -508547.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -508666.187500 Penalty: 9553.190430 Iteration 11Q: 3 clusters Score -508666.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -508727.812500 Penalty: 9553.190430 Iteration 12Q: 3 clusters Score -508727.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -508756.593750 Penalty: 9553.190430 Iteration 13Q: 3 clusters Score -508756.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -508777.906250 Penalty: 9553.190430 Iteration 14Q: 3 clusters Score -508777.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -508790.718750 Penalty: 9553.190430 Iteration 15Q: 3 clusters Score -508790.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -508790.718750 Penalty: 9553.190430 Iteration 16F: 3 clusters Score -508790.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Entering Unmasked Estep Score: -2591557.500000 Penalty: 5772.545898 Iteration 0F: 2 clusters Score -2591558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -2579901.500000 Penalty: 11545.091797 Iteration 0F: 3 clusters Score -2579902 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -2582677.750000 Penalty: 11545.091797 Iteration 1F: 3 clusters Score -2582678 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -2583366.500000 Penalty: 11545.091797 Iteration 2F: 3 clusters Score -2583366 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -2583802.500000 Penalty: 11545.091797 Iteration 3F: 3 clusters Score -2583802 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -2584130.000000 Penalty: 11545.091797 Iteration 4Q: 3 clusters Score -2584130 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -2584417.000000 Penalty: 11545.091797 Iteration 5Q: 3 clusters Score -2584417 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -2584659.500000 Penalty: 11545.091797 Iteration 6Q: 3 clusters Score -2584660 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -2584902.750000 Penalty: 11545.091797 Iteration 7Q: 3 clusters Score -2584903 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -2585116.750000 Penalty: 11545.091797 Iteration 8Q: 3 clusters Score -2585117 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -2585342.750000 Penalty: 11545.091797 Iteration 9Q: 3 clusters Score -2585343 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -2585560.500000 Penalty: 11545.091797 Iteration 10Q: 3 clusters Score -2585560 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -2585776.250000 Penalty: 11545.091797 Iteration 11Q: 3 clusters Score -2585776 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -2585997.000000 Penalty: 11545.091797 Iteration 12Q: 3 clusters Score -2585997 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -2586178.750000 Penalty: 11545.091797 Iteration 13Q: 3 clusters Score -2586179 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -2586347.000000 Penalty: 11545.091797 Iteration 14Q: 3 clusters Score -2586347 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -2586497.000000 Penalty: 11545.091797 Iteration 15Q: 3 clusters Score -2586497 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -2586624.000000 Penalty: 11545.091797 Iteration 16Q: 3 clusters Score -2586624 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -2586741.250000 Penalty: 11545.091797 Iteration 17Q: 3 clusters Score -2586741 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -2586824.000000 Penalty: 11545.091797 Iteration 18Q: 3 clusters Score -2586824 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -2586903.000000 Penalty: 11545.091797 Iteration 19Q: 3 clusters Score -2586903 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -2586964.500000 Penalty: 11545.091797 Iteration 20F: 3 clusters Score -2586964 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -2587015.500000 Penalty: 11545.091797 Iteration 21Q: 3 clusters Score -2587016 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -2587063.000000 Penalty: 11545.091797 Iteration 22Q: 3 clusters Score -2587063 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9321 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -2587105.000000 Penalty: 11545.091797 Iteration 23Q: 3 clusters Score -2587105 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -2587158.500000 Penalty: 11545.091797 Iteration 24Q: 3 clusters Score -2587158 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2587200.500000 Penalty: 11545.091797 Iteration 25Q: 3 clusters Score -2587200 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -2587216.000000 Penalty: 11545.091797 Iteration 26Q: 3 clusters Score -2587216 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -2587236.750000 Penalty: 11545.091797 Iteration 27Q: 3 clusters Score -2587237 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -2587252.500000 Penalty: 11545.091797 Iteration 28Q: 3 clusters Score -2587252 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -2587267.500000 Penalty: 11545.091797 Iteration 29Q: 3 clusters Score -2587268 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -2587279.750000 Penalty: 11545.091797 Iteration 30Q: 3 clusters Score -2587280 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -2587294.000000 Penalty: 11545.091797 Iteration 31Q: 3 clusters Score -2587294 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -2587304.250000 Penalty: 11545.091797 Iteration 32Q: 3 clusters Score -2587304 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -2587307.000000 Penalty: 11545.091797 Iteration 33Q: 3 clusters Score -2587307 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -2587322.500000 Penalty: 11545.091797 Iteration 34Q: 3 clusters Score -2587322 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -2587325.500000 Penalty: 11545.091797 Iteration 35Q: 3 clusters Score -2587326 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -2587340.500000 Penalty: 11545.091797 Iteration 36Q: 3 clusters Score -2587340 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -2587346.250000 Penalty: 11545.091797 Iteration 37Q: 3 clusters Score -2587346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -2587354.250000 Penalty: 11545.091797 Iteration 38Q: 3 clusters Score -2587354 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -2587358.750000 Penalty: 11545.091797 Iteration 39Q: 3 clusters Score -2587359 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -2587374.000000 Penalty: 11545.091797 Iteration 40F: 3 clusters Score -2587374 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -2587383.500000 Penalty: 11545.091797 Iteration 41Q: 3 clusters Score -2587384 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -2587398.250000 Penalty: 11545.091797 Iteration 42Q: 3 clusters Score -2587398 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -2587406.000000 Penalty: 11545.091797 Iteration 43Q: 3 clusters Score -2587406 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -2587413.500000 Penalty: 11545.091797 Iteration 44Q: 3 clusters Score -2587414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -2587412.750000 Penalty: 11545.091797 Iteration 45Q: 3 clusters Score -2587413 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -2587417.250000 Penalty: 11545.091797 Iteration 46Q: 3 clusters Score -2587417 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -2587435.000000 Penalty: 11545.091797 Iteration 47Q: 3 clusters Score -2587435 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -2587444.250000 Penalty: 11545.091797 Iteration 48Q: 3 clusters Score -2587444 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10006 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -2587459.750000 Penalty: 11545.091797 Iteration 49Q: 3 clusters Score -2587460 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -2587484.750000 Penalty: 11545.091797 Iteration 50Q: 3 clusters Score -2587485 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -2587497.500000 Penalty: 11545.091797 Iteration 51Q: 3 clusters Score -2587498 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -2587509.500000 Penalty: 11545.091797 Iteration 52Q: 3 clusters Score -2587510 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -2587515.500000 Penalty: 11545.091797 Iteration 53Q: 3 clusters Score -2587516 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -2587521.750000 Penalty: 11545.091797 Iteration 54Q: 3 clusters Score -2587522 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10118 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -2587524.000000 Penalty: 11545.091797 Iteration 55Q: 3 clusters Score -2587524 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -2587527.250000 Penalty: 11545.091797 Iteration 56Q: 3 clusters Score -2587527 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10131 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -2587528.250000 Penalty: 11545.091797 Iteration 57Q: 3 clusters Score -2587528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10138 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -2587535.500000 Penalty: 11545.091797 Iteration 58Q: 3 clusters Score -2587536 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -2587540.000000 Penalty: 11545.091797 Iteration 59Q: 3 clusters Score -2587540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -2587537.000000 Penalty: 11545.091797 Iteration 60F: 3 clusters Score -2587537 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -2587549.250000 Penalty: 11545.091797 Iteration 61Q: 3 clusters Score -2587549 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -2587544.000000 Penalty: 11545.091797 Iteration 62Q: 3 clusters Score -2587544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -2587548.000000 Penalty: 11545.091797 Iteration 63Q: 3 clusters Score -2587548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10170 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -2587548.250000 Penalty: 11545.091797 Iteration 64Q: 3 clusters Score -2587548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10174 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -2587551.750000 Penalty: 11545.091797 Iteration 65Q: 3 clusters Score -2587552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -2587553.500000 Penalty: 11545.091797 Iteration 66Q: 3 clusters Score -2587554 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -2587557.750000 Penalty: 11545.091797 Iteration 67Q: 3 clusters Score -2587558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -2587565.250000 Penalty: 11545.091797 Iteration 68Q: 3 clusters Score -2587565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -2587564.750000 Penalty: 11545.091797 Iteration 69Q: 3 clusters Score -2587565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -2587563.750000 Penalty: 11545.091797 Iteration 70Q: 3 clusters Score -2587564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -2587570.750000 Penalty: 11545.091797 Iteration 71Q: 3 clusters Score -2587571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -2587569.500000 Penalty: 11545.091797 Iteration 72Q: 3 clusters Score -2587570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -2587566.750000 Penalty: 11545.091797 Iteration 73Q: 3 clusters Score -2587567 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -2587566.750000 Penalty: 11545.091797 Iteration 74F: 3 clusters Score -2587567 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (11705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Entering Unmasked Estep Score: -2516480.000000 Penalty: 5737.759766 Iteration 0F: 2 clusters Score -2516480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -2505151.750000 Penalty: 11475.519531 Iteration 0F: 3 clusters Score -2505152 nChanged 4452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -2507648.500000 Penalty: 11475.519531 Iteration 1F: 3 clusters Score -2507648 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -2508190.500000 Penalty: 11475.519531 Iteration 2F: 3 clusters Score -2508190 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -2508584.000000 Penalty: 11475.519531 Iteration 3Q: 3 clusters Score -2508584 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -2508944.000000 Penalty: 11475.519531 Iteration 4Q: 3 clusters Score -2508944 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -2509347.750000 Penalty: 11475.519531 Iteration 5Q: 3 clusters Score -2509348 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -2509760.500000 Penalty: 11475.519531 Iteration 6Q: 3 clusters Score -2509760 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -2510182.000000 Penalty: 11475.519531 Iteration 7Q: 3 clusters Score -2510182 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -2510566.750000 Penalty: 11475.519531 Iteration 8Q: 3 clusters Score -2510567 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -2510956.000000 Penalty: 11475.519531 Iteration 9Q: 3 clusters Score -2510956 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -2511338.250000 Penalty: 11475.519531 Iteration 10Q: 3 clusters Score -2511338 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -2511674.000000 Penalty: 11475.519531 Iteration 11Q: 3 clusters Score -2511674 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -2511966.250000 Penalty: 11475.519531 Iteration 12Q: 3 clusters Score -2511966 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -2512225.750000 Penalty: 11475.519531 Iteration 13Q: 3 clusters Score -2512226 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -2512418.250000 Penalty: 11475.519531 Iteration 14Q: 3 clusters Score -2512418 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -2512553.000000 Penalty: 11475.519531 Iteration 15Q: 3 clusters Score -2512553 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 9252 members Entering Unmasked Estep Score: -2512652.000000 Penalty: 11475.519531 Iteration 16Q: 3 clusters Score -2512652 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -2512729.500000 Penalty: 11475.519531 Iteration 17Q: 3 clusters Score -2512730 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -2512789.000000 Penalty: 11475.519531 Iteration 18Q: 3 clusters Score -2512789 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -2512846.000000 Penalty: 11475.519531 Iteration 19Q: 3 clusters Score -2512846 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -2512873.500000 Penalty: 11475.519531 Iteration 20F: 3 clusters Score -2512874 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -2512904.500000 Penalty: 11475.519531 Iteration 21Q: 3 clusters Score -2512904 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -2512928.500000 Penalty: 11475.519531 Iteration 22Q: 3 clusters Score -2512928 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -2512958.250000 Penalty: 11475.519531 Iteration 23Q: 3 clusters Score -2512958 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -2512985.000000 Penalty: 11475.519531 Iteration 24Q: 3 clusters Score -2512985 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -2513007.000000 Penalty: 11475.519531 Iteration 25Q: 3 clusters Score -2513007 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -2513026.000000 Penalty: 11475.519531 Iteration 26Q: 3 clusters Score -2513026 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -2513039.250000 Penalty: 11475.519531 Iteration 27Q: 3 clusters Score -2513039 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -2513050.500000 Penalty: 11475.519531 Iteration 28Q: 3 clusters Score -2513050 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -2513061.500000 Penalty: 11475.519531 Iteration 29Q: 3 clusters Score -2513062 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -2513072.250000 Penalty: 11475.519531 Iteration 30Q: 3 clusters Score -2513072 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -2513080.000000 Penalty: 11475.519531 Iteration 31Q: 3 clusters Score -2513080 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 9939 members Entering Unmasked Estep Score: -2513085.750000 Penalty: 11475.519531 Iteration 32Q: 3 clusters Score -2513086 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -2513087.500000 Penalty: 11475.519531 Iteration 33Q: 3 clusters Score -2513088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -2513086.750000 Penalty: 11475.519531 Iteration 34Q: 3 clusters Score -2513087 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -2513091.250000 Penalty: 11475.519531 Iteration 35Q: 3 clusters Score -2513091 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 9955 members Entering Unmasked Estep Score: -2513090.000000 Penalty: 11475.519531 Iteration 36Q: 3 clusters Score -2513090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -2513087.500000 Penalty: 11475.519531 Iteration 37Q: 3 clusters Score -2513088 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -2513090.750000 Penalty: 11475.519531 Iteration 38Q: 3 clusters Score -2513091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -2513093.750000 Penalty: 11475.519531 Iteration 39Q: 3 clusters Score -2513094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -2513095.000000 Penalty: 11475.519531 Iteration 40F: 3 clusters Score -2513095 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -2513094.500000 Penalty: 11475.519531 Iteration 41Q: 3 clusters Score -2513094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -2513100.750000 Penalty: 11475.519531 Iteration 42Q: 3 clusters Score -2513101 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -2513097.500000 Penalty: 11475.519531 Iteration 43Q: 3 clusters Score -2513098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -2513097.500000 Penalty: 11475.519531 Iteration 44F: 3 clusters Score -2513098 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (21658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21658 members Entering Unmasked Estep Score: -4360878.500000 Penalty: 6114.667480 Iteration 0F: 2 clusters Score -4360878 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -4343278.000000 Penalty: 12229.334961 Iteration 0F: 3 clusters Score -4343278 nChanged 8877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 10807 members Entering Unmasked Estep Score: -4348001.500000 Penalty: 12229.334961 Iteration 1F: 3 clusters Score -4348002 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -4348731.500000 Penalty: 12229.334961 Iteration 2F: 3 clusters Score -4348732 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 10807 members Entering Unmasked Estep Score: -4349320.000000 Penalty: 12229.334961 Iteration 3F: 3 clusters Score -4349320 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 10807 members Entering Unmasked Estep Score: -4349919.500000 Penalty: 12229.334961 Iteration 4Q: 3 clusters Score -4349920 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -4350618.500000 Penalty: 12229.334961 Iteration 5Q: 3 clusters Score -4350618 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -4351479.000000 Penalty: 12229.334961 Iteration 6F: 3 clusters Score -4351479 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -4352435.500000 Penalty: 12229.334961 Iteration 7F: 3 clusters Score -4352436 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 10916 members Entering Unmasked Estep Score: -4353316.500000 Penalty: 12229.334961 Iteration 8F: 3 clusters Score -4353316 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -4354112.500000 Penalty: 12229.334961 Iteration 9F: 3 clusters Score -4354112 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -4354712.000000 Penalty: 12229.334961 Iteration 10Q: 3 clusters Score -4354712 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -4355130.000000 Penalty: 12229.334961 Iteration 11Q: 3 clusters Score -4355130 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10617 members Mstep: Class 2 contains 11041 members Entering Unmasked Estep Score: -4355423.000000 Penalty: 12229.334961 Iteration 12Q: 3 clusters Score -4355423 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -4355595.500000 Penalty: 12229.334961 Iteration 13Q: 3 clusters Score -4355596 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -4355709.500000 Penalty: 12229.334961 Iteration 14Q: 3 clusters Score -4355710 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -4355811.500000 Penalty: 12229.334961 Iteration 15Q: 3 clusters Score -4355812 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -4355892.000000 Penalty: 12229.334961 Iteration 16Q: 3 clusters Score -4355892 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -4355941.000000 Penalty: 12229.334961 Iteration 17Q: 3 clusters Score -4355941 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -4356011.500000 Penalty: 12229.334961 Iteration 18Q: 3 clusters Score -4356012 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 10278 members Entering Unmasked Estep Score: -4356078.500000 Penalty: 12229.334961 Iteration 19Q: 3 clusters Score -4356078 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11505 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -4356126.500000 Penalty: 12229.334961 Iteration 20F: 3 clusters Score -4356126 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 10036 members Entering Unmasked Estep Score: -4356179.000000 Penalty: 12229.334961 Iteration 21Q: 3 clusters Score -4356179 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -4356223.500000 Penalty: 12229.334961 Iteration 22Q: 3 clusters Score -4356224 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 9821 members Entering Unmasked Estep Score: -4356258.000000 Penalty: 12229.334961 Iteration 23Q: 3 clusters Score -4356258 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -4356289.000000 Penalty: 12229.334961 Iteration 24Q: 3 clusters Score -4356289 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12002 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -4356301.500000 Penalty: 12229.334961 Iteration 25Q: 3 clusters Score -4356302 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12071 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -4356314.500000 Penalty: 12229.334961 Iteration 26Q: 3 clusters Score -4356314 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -4356336.000000 Penalty: 12229.334961 Iteration 27Q: 3 clusters Score -4356336 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12216 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -4356362.000000 Penalty: 12229.334961 Iteration 28Q: 3 clusters Score -4356362 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12289 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -4356391.000000 Penalty: 12229.334961 Iteration 29Q: 3 clusters Score -4356391 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -4356400.000000 Penalty: 12229.334961 Iteration 30Q: 3 clusters Score -4356400 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -4356401.000000 Penalty: 12229.334961 Iteration 31Q: 3 clusters Score -4356401 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -4356411.500000 Penalty: 12229.334961 Iteration 32Q: 3 clusters Score -4356412 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 9120 members Entering Unmasked Estep Score: -4356448.500000 Penalty: 12229.334961 Iteration 33Q: 3 clusters Score -4356448 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -4356466.500000 Penalty: 12229.334961 Iteration 34Q: 3 clusters Score -4356466 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12647 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -4356467.500000 Penalty: 12229.334961 Iteration 35Q: 3 clusters Score -4356468 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -4356482.500000 Penalty: 12229.334961 Iteration 36Q: 3 clusters Score -4356482 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -4356497.000000 Penalty: 12229.334961 Iteration 37Q: 3 clusters Score -4356497 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12798 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -4356517.000000 Penalty: 12229.334961 Iteration 38Q: 3 clusters Score -4356517 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12840 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -4356517.000000 Penalty: 12229.334961 Iteration 39Q: 3 clusters Score -4356517 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -4356516.000000 Penalty: 12229.334961 Iteration 40F: 3 clusters Score -4356516 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -4356534.000000 Penalty: 12229.334961 Iteration 41Q: 3 clusters Score -4356534 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12974 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -4356543.000000 Penalty: 12229.334961 Iteration 42Q: 3 clusters Score -4356543 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13015 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -4356539.000000 Penalty: 12229.334961 Iteration 43Q: 3 clusters Score -4356539 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -4356559.500000 Penalty: 12229.334961 Iteration 44Q: 3 clusters Score -4356560 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -4356572.000000 Penalty: 12229.334961 Iteration 45Q: 3 clusters Score -4356572 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13158 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -4356580.000000 Penalty: 12229.334961 Iteration 46Q: 3 clusters Score -4356580 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13219 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -4356594.500000 Penalty: 12229.334961 Iteration 47Q: 3 clusters Score -4356594 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -4356590.500000 Penalty: 12229.334961 Iteration 48Q: 3 clusters Score -4356590 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -4356620.500000 Penalty: 12229.334961 Iteration 49Q: 3 clusters Score -4356620 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -4356642.000000 Penalty: 12229.334961 Iteration 50Q: 3 clusters Score -4356642 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13458 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -4356667.500000 Penalty: 12229.334961 Iteration 51Q: 3 clusters Score -4356668 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -4356684.500000 Penalty: 12229.334961 Iteration 52Q: 3 clusters Score -4356684 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -4356686.000000 Penalty: 12229.334961 Iteration 53Q: 3 clusters Score -4356686 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -4356690.500000 Penalty: 12229.334961 Iteration 54Q: 3 clusters Score -4356690 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -4356710.500000 Penalty: 12229.334961 Iteration 55Q: 3 clusters Score -4356710 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13689 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -4356717.000000 Penalty: 12229.334961 Iteration 56Q: 3 clusters Score -4356717 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13728 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -4356726.000000 Penalty: 12229.334961 Iteration 57Q: 3 clusters Score -4356726 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -4356740.000000 Penalty: 12229.334961 Iteration 58Q: 3 clusters Score -4356740 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -4356751.000000 Penalty: 12229.334961 Iteration 59Q: 3 clusters Score -4356751 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13853 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -4356763.000000 Penalty: 12229.334961 Iteration 60F: 3 clusters Score -4356763 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -4356757.500000 Penalty: 12229.334961 Iteration 61Q: 3 clusters Score -4356758 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -4356766.500000 Penalty: 12229.334961 Iteration 62Q: 3 clusters Score -4356766 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13941 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -4356778.500000 Penalty: 12229.334961 Iteration 63Q: 3 clusters Score -4356778 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -4356785.000000 Penalty: 12229.334961 Iteration 64Q: 3 clusters Score -4356785 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -4356779.500000 Penalty: 12229.334961 Iteration 65Q: 3 clusters Score -4356780 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13988 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -4356790.000000 Penalty: 12229.334961 Iteration 66Q: 3 clusters Score -4356790 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -4356795.000000 Penalty: 12229.334961 Iteration 67Q: 3 clusters Score -4356795 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -4356797.500000 Penalty: 12229.334961 Iteration 68Q: 3 clusters Score -4356798 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -4356794.000000 Penalty: 12229.334961 Iteration 69Q: 3 clusters Score -4356794 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -4356807.500000 Penalty: 12229.334961 Iteration 70Q: 3 clusters Score -4356808 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -4356814.500000 Penalty: 12229.334961 Iteration 71Q: 3 clusters Score -4356814 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -4356818.500000 Penalty: 12229.334961 Iteration 72Q: 3 clusters Score -4356818 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -4356832.500000 Penalty: 12229.334961 Iteration 73Q: 3 clusters Score -4356832 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14197 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -4356835.500000 Penalty: 12229.334961 Iteration 74Q: 3 clusters Score -4356836 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14220 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -4356841.000000 Penalty: 12229.334961 Iteration 75Q: 3 clusters Score -4356841 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14243 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -4356826.000000 Penalty: 12229.334961 Iteration 76Q: 3 clusters Score -4356826 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14256 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -4356827.500000 Penalty: 12229.334961 Iteration 77Q: 3 clusters Score -4356828 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -4356831.000000 Penalty: 12229.334961 Iteration 78Q: 3 clusters Score -4356831 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -4356841.500000 Penalty: 12229.334961 Iteration 79Q: 3 clusters Score -4356842 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -4356846.000000 Penalty: 12229.334961 Iteration 80F: 3 clusters Score -4356846 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -4356839.500000 Penalty: 12229.334961 Iteration 81Q: 3 clusters Score -4356840 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -4356848.000000 Penalty: 12229.334961 Iteration 82Q: 3 clusters Score -4356848 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -4356863.500000 Penalty: 12229.334961 Iteration 83Q: 3 clusters Score -4356864 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -4356869.500000 Penalty: 12229.334961 Iteration 84Q: 3 clusters Score -4356870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14348 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -4356869.500000 Penalty: 12229.334961 Iteration 85Q: 3 clusters Score -4356870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14352 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -4356872.500000 Penalty: 12229.334961 Iteration 86Q: 3 clusters Score -4356872 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -4356869.000000 Penalty: 12229.334961 Iteration 87Q: 3 clusters Score -4356869 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14367 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -4356868.500000 Penalty: 12229.334961 Iteration 88Q: 3 clusters Score -4356868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14370 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -4356877.000000 Penalty: 12229.334961 Iteration 89Q: 3 clusters Score -4356877 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14374 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -4356878.000000 Penalty: 12229.334961 Iteration 90Q: 3 clusters Score -4356878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -4356880.000000 Penalty: 12229.334961 Iteration 91Q: 3 clusters Score -4356880 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14376 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -4356876.500000 Penalty: 12229.334961 Iteration 92Q: 3 clusters Score -4356876 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -4356878.000000 Penalty: 12229.334961 Iteration 93Q: 3 clusters Score -4356878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -4356874.000000 Penalty: 12229.334961 Iteration 94Q: 3 clusters Score -4356874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -4356874.000000 Penalty: 12229.334961 Iteration 95F: 3 clusters Score -4356874 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -262088.203125 Penalty: 4392.639648 Iteration 0F: 2 clusters Score -262088.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -257703.781250 Penalty: 8785.279297 Iteration 0F: 3 clusters Score -257703.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -258181.625000 Penalty: 8785.279297 Iteration 1F: 3 clusters Score -258181.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -258333.312500 Penalty: 8785.279297 Iteration 2F: 3 clusters Score -258333.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -258422.921875 Penalty: 8785.279297 Iteration 3Q: 3 clusters Score -258422.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -258483.359375 Penalty: 8785.279297 Iteration 4Q: 3 clusters Score -258483.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -258538.281250 Penalty: 8785.279297 Iteration 5Q: 3 clusters Score -258538.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -258565.687500 Penalty: 8785.279297 Iteration 6Q: 3 clusters Score -258565.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -258594.250000 Penalty: 8785.279297 Iteration 7Q: 3 clusters Score -258594.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -258635.890625 Penalty: 8785.279297 Iteration 8Q: 3 clusters Score -258635.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -258658.765625 Penalty: 8785.279297 Iteration 9Q: 3 clusters Score -258658.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -258673.875000 Penalty: 8785.279297 Iteration 10Q: 3 clusters Score -258673.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -258713.859375 Penalty: 8785.279297 Iteration 11Q: 3 clusters Score -258713.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -258745.078125 Penalty: 8785.279297 Iteration 12Q: 3 clusters Score -258745.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -258796.421875 Penalty: 8785.279297 Iteration 13Q: 3 clusters Score -258796.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -258847.843750 Penalty: 8785.279297 Iteration 14Q: 3 clusters Score -258847.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -258874.093750 Penalty: 8785.279297 Iteration 15Q: 3 clusters Score -258874.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -258881.625000 Penalty: 8785.279297 Iteration 16Q: 3 clusters Score -258881.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -258891.640625 Penalty: 8785.279297 Iteration 17Q: 3 clusters Score -258891.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -258898.640625 Penalty: 8785.279297 Iteration 18Q: 3 clusters Score -258898.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -258898.640625 Penalty: 8785.279297 Iteration 19F: 3 clusters Score -258898.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Entering Unmasked Estep Score: -1752216.750000 Penalty: 5545.311523 Iteration 0F: 2 clusters Score -1752217 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1742896.000000 Penalty: 11090.623047 Iteration 0F: 3 clusters Score -1742896 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1745033.000000 Penalty: 11090.623047 Iteration 1F: 3 clusters Score -1745033 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1745705.875000 Penalty: 11090.623047 Iteration 2F: 3 clusters Score -1745706 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1746232.375000 Penalty: 11090.623047 Iteration 3F: 3 clusters Score -1746232 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1746752.625000 Penalty: 11090.623047 Iteration 4F: 3 clusters Score -1746753 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -1747246.875000 Penalty: 11090.623047 Iteration 5F: 3 clusters Score -1747247 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1747813.250000 Penalty: 11090.623047 Iteration 6F: 3 clusters Score -1747813 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1748361.750000 Penalty: 11090.623047 Iteration 7F: 3 clusters Score -1748362 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1748843.750000 Penalty: 11090.623047 Iteration 8Q: 3 clusters Score -1748844 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1749210.125000 Penalty: 11090.623047 Iteration 9Q: 3 clusters Score -1749210 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1749493.750000 Penalty: 11090.623047 Iteration 10Q: 3 clusters Score -1749494 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1749705.375000 Penalty: 11090.623047 Iteration 11Q: 3 clusters Score -1749705 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1749822.000000 Penalty: 11090.623047 Iteration 12Q: 3 clusters Score -1749822 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -1749899.125000 Penalty: 11090.623047 Iteration 13Q: 3 clusters Score -1749899 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1749954.375000 Penalty: 11090.623047 Iteration 14Q: 3 clusters Score -1749954 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1750001.875000 Penalty: 11090.623047 Iteration 15Q: 3 clusters Score -1750002 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1750033.125000 Penalty: 11090.623047 Iteration 16Q: 3 clusters Score -1750033 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1750058.875000 Penalty: 11090.623047 Iteration 17Q: 3 clusters Score -1750059 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1750074.125000 Penalty: 11090.623047 Iteration 18Q: 3 clusters Score -1750074 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -1750095.750000 Penalty: 11090.623047 Iteration 19Q: 3 clusters Score -1750096 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1750105.750000 Penalty: 11090.623047 Iteration 20F: 3 clusters Score -1750106 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -1750114.750000 Penalty: 11090.623047 Iteration 21Q: 3 clusters Score -1750115 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -1750123.625000 Penalty: 11090.623047 Iteration 22Q: 3 clusters Score -1750124 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1750131.750000 Penalty: 11090.623047 Iteration 23Q: 3 clusters Score -1750132 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1750130.375000 Penalty: 11090.623047 Iteration 24Q: 3 clusters Score -1750130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1750136.375000 Penalty: 11090.623047 Iteration 25Q: 3 clusters Score -1750136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1750139.125000 Penalty: 11090.623047 Iteration 26Q: 3 clusters Score -1750139 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1750139.250000 Penalty: 11090.623047 Iteration 27Q: 3 clusters Score -1750139 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1750139.125000 Penalty: 11090.623047 Iteration 28Q: 3 clusters Score -1750139 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1750139.125000 Penalty: 11090.623047 Iteration 29F: 3 clusters Score -1750139 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Entering Unmasked Estep Score: -273097.281250 Penalty: 4467.390137 Iteration 0F: 2 clusters Score -273097.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -268849.843750 Penalty: 8934.780273 Iteration 0F: 3 clusters Score -268849.8 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -269580.968750 Penalty: 8934.780273 Iteration 1F: 3 clusters Score -269581 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -269826.812500 Penalty: 8934.780273 Iteration 2F: 3 clusters Score -269826.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -270025.437500 Penalty: 8934.780273 Iteration 3Q: 3 clusters Score -270025.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -270181.937500 Penalty: 8934.780273 Iteration 4Q: 3 clusters Score -270181.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -270360.375000 Penalty: 8934.780273 Iteration 5Q: 3 clusters Score -270360.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -270543.406250 Penalty: 8934.780273 Iteration 6Q: 3 clusters Score -270543.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -270689.968750 Penalty: 8934.780273 Iteration 7Q: 3 clusters Score -270690 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -270772.593750 Penalty: 8934.780273 Iteration 8Q: 3 clusters Score -270772.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -270819.062500 Penalty: 8934.780273 Iteration 9Q: 3 clusters Score -270819.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -270862.906250 Penalty: 8934.780273 Iteration 10Q: 3 clusters Score -270862.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -270898.656250 Penalty: 8934.780273 Iteration 11Q: 3 clusters Score -270898.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -270923.562500 Penalty: 8934.780273 Iteration 12Q: 3 clusters Score -270923.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -270937.562500 Penalty: 8934.780273 Iteration 13Q: 3 clusters Score -270937.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -270942.125000 Penalty: 8934.780273 Iteration 14Q: 3 clusters Score -270942.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -270947.562500 Penalty: 8934.780273 Iteration 15Q: 3 clusters Score -270947.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -270952.031250 Penalty: 8934.780273 Iteration 16Q: 3 clusters Score -270952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -270955.468750 Penalty: 8934.780273 Iteration 17Q: 3 clusters Score -270955.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -270970.718750 Penalty: 8934.780273 Iteration 18Q: 3 clusters Score -270970.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -270976.250000 Penalty: 8934.780273 Iteration 19Q: 3 clusters Score -270976.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -270976.250000 Penalty: 8934.780273 Iteration 20F: 3 clusters Score -270976.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (34598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34598 members Entering Unmasked Estep Score: -7354139.000000 Penalty: 6401.575195 Iteration 0F: 2 clusters Score -7354139 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17224 members Mstep: Class 2 contains 17374 members Entering Unmasked Estep Score: -7328241.500000 Penalty: 12803.150391 Iteration 0F: 3 clusters Score -7328242 nChanged 14760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17076 members Mstep: Class 2 contains 17522 members Entering Unmasked Estep Score: -7336121.000000 Penalty: 12803.150391 Iteration 1F: 3 clusters Score -7336121 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16957 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -7336854.500000 Penalty: 12803.150391 Iteration 2F: 3 clusters Score -7336854 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16770 members Mstep: Class 2 contains 17828 members Entering Unmasked Estep Score: -7337397.000000 Penalty: 12803.150391 Iteration 3Q: 3 clusters Score -7337397 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -7337868.500000 Penalty: 12803.150391 Iteration 4Q: 3 clusters Score -7337868 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16348 members Mstep: Class 2 contains 18250 members Entering Unmasked Estep Score: -7338343.000000 Penalty: 12803.150391 Iteration 5Q: 3 clusters Score -7338343 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16070 members Mstep: Class 2 contains 18528 members Entering Unmasked Estep Score: -7338717.500000 Penalty: 12803.150391 Iteration 6Q: 3 clusters Score -7338718 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15781 members Mstep: Class 2 contains 18817 members Entering Unmasked Estep Score: -7339139.000000 Penalty: 12803.150391 Iteration 7Q: 3 clusters Score -7339139 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15421 members Mstep: Class 2 contains 19177 members Entering Unmasked Estep Score: -7339501.500000 Penalty: 12803.150391 Iteration 8Q: 3 clusters Score -7339502 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 19613 members Entering Unmasked Estep Score: -7339860.500000 Penalty: 12803.150391 Iteration 9Q: 3 clusters Score -7339860 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14471 members Mstep: Class 2 contains 20127 members Entering Unmasked Estep Score: -7340278.500000 Penalty: 12803.150391 Iteration 10Q: 3 clusters Score -7340278 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13868 members Mstep: Class 2 contains 20730 members Entering Unmasked Estep Score: -7340758.000000 Penalty: 12803.150391 Iteration 11Q: 3 clusters Score -7340758 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13159 members Mstep: Class 2 contains 21439 members Entering Unmasked Estep Score: -7341216.000000 Penalty: 12803.150391 Iteration 12Q: 3 clusters Score -7341216 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 22181 members Entering Unmasked Estep Score: -7341660.500000 Penalty: 12803.150391 Iteration 13Q: 3 clusters Score -7341660 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 22999 members Entering Unmasked Estep Score: -7342142.500000 Penalty: 12803.150391 Iteration 14Q: 3 clusters Score -7342142 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 23882 members Entering Unmasked Estep Score: -7342604.000000 Penalty: 12803.150391 Iteration 15Q: 3 clusters Score -7342604 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 24855 members Entering Unmasked Estep Score: -7343117.000000 Penalty: 12803.150391 Iteration 16Q: 3 clusters Score -7343117 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 25853 members Entering Unmasked Estep Score: -7343679.000000 Penalty: 12803.150391 Iteration 17Q: 3 clusters Score -7343679 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 26889 members Entering Unmasked Estep Score: -7344271.000000 Penalty: 12803.150391 Iteration 18Q: 3 clusters Score -7344271 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 27883 members Entering Unmasked Estep Score: -7344851.000000 Penalty: 12803.150391 Iteration 19Q: 3 clusters Score -7344851 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 28845 members Entering Unmasked Estep Score: -7345408.000000 Penalty: 12803.150391 Iteration 20F: 3 clusters Score -7345408 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 29737 members Entering Unmasked Estep Score: -7345958.000000 Penalty: 12803.150391 Iteration 21Q: 3 clusters Score -7345958 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 30482 members Entering Unmasked Estep Score: -7346407.500000 Penalty: 12803.150391 Iteration 22Q: 3 clusters Score -7346408 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 31139 members Entering Unmasked Estep Score: -7346822.000000 Penalty: 12803.150391 Iteration 23Q: 3 clusters Score -7346822 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 31674 members Entering Unmasked Estep Score: -7347192.000000 Penalty: 12803.150391 Iteration 24Q: 3 clusters Score -7347192 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 32088 members Entering Unmasked Estep Score: -7347465.500000 Penalty: 12803.150391 Iteration 25Q: 3 clusters Score -7347466 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 32373 members Entering Unmasked Estep Score: -7347672.500000 Penalty: 12803.150391 Iteration 26Q: 3 clusters Score -7347672 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 32612 members Entering Unmasked Estep Score: -7347841.000000 Penalty: 12803.150391 Iteration 27Q: 3 clusters Score -7347841 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 32805 members Entering Unmasked Estep Score: -7347974.000000 Penalty: 12803.150391 Iteration 28Q: 3 clusters Score -7347974 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 32954 members Entering Unmasked Estep Score: -7348086.500000 Penalty: 12803.150391 Iteration 29Q: 3 clusters Score -7348086 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 33071 members Entering Unmasked Estep Score: -7348192.000000 Penalty: 12803.150391 Iteration 30Q: 3 clusters Score -7348192 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 33164 members Entering Unmasked Estep Score: -7348250.500000 Penalty: 12803.150391 Iteration 31Q: 3 clusters Score -7348250 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 33233 members Entering Unmasked Estep Score: -7348311.000000 Penalty: 12803.150391 Iteration 32Q: 3 clusters Score -7348311 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 33287 members Entering Unmasked Estep Score: -7348347.500000 Penalty: 12803.150391 Iteration 33Q: 3 clusters Score -7348348 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 33322 members Entering Unmasked Estep Score: -7348383.000000 Penalty: 12803.150391 Iteration 34Q: 3 clusters Score -7348383 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 33360 members Entering Unmasked Estep Score: -7348406.000000 Penalty: 12803.150391 Iteration 35Q: 3 clusters Score -7348406 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 33384 members Entering Unmasked Estep Score: -7348435.500000 Penalty: 12803.150391 Iteration 36Q: 3 clusters Score -7348436 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 33397 members Entering Unmasked Estep Score: -7348443.500000 Penalty: 12803.150391 Iteration 37Q: 3 clusters Score -7348444 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 33411 members Entering Unmasked Estep Score: -7348454.500000 Penalty: 12803.150391 Iteration 38Q: 3 clusters Score -7348454 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 33423 members Entering Unmasked Estep Score: -7348462.500000 Penalty: 12803.150391 Iteration 39Q: 3 clusters Score -7348462 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 33438 members Entering Unmasked Estep Score: -7348464.500000 Penalty: 12803.150391 Iteration 40F: 3 clusters Score -7348464 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 33447 members Entering Unmasked Estep Score: -7348479.000000 Penalty: 12803.150391 Iteration 41Q: 3 clusters Score -7348479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 33451 members Entering Unmasked Estep Score: -7348470.000000 Penalty: 12803.150391 Iteration 42Q: 3 clusters Score -7348470 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 33457 members Entering Unmasked Estep Score: -7348482.000000 Penalty: 12803.150391 Iteration 43Q: 3 clusters Score -7348482 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 33462 members Entering Unmasked Estep Score: -7348483.000000 Penalty: 12803.150391 Iteration 44Q: 3 clusters Score -7348483 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 33468 members Entering Unmasked Estep Score: -7348489.500000 Penalty: 12803.150391 Iteration 45Q: 3 clusters Score -7348490 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 33476 members Entering Unmasked Estep Score: -7348491.000000 Penalty: 12803.150391 Iteration 46Q: 3 clusters Score -7348491 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 33484 members Entering Unmasked Estep Score: -7348495.000000 Penalty: 12803.150391 Iteration 47Q: 3 clusters Score -7348495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 33492 members Entering Unmasked Estep Score: -7348505.000000 Penalty: 12803.150391 Iteration 48Q: 3 clusters Score -7348505 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 33494 members Entering Unmasked Estep Score: -7348510.500000 Penalty: 12803.150391 Iteration 49Q: 3 clusters Score -7348510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 33494 members Entering Unmasked Estep Score: -7348516.000000 Penalty: 12803.150391 Iteration 50Q: 3 clusters Score -7348516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 33497 members Entering Unmasked Estep Score: -7348520.000000 Penalty: 12803.150391 Iteration 51Q: 3 clusters Score -7348520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 33499 members Entering Unmasked Estep Score: -7348517.500000 Penalty: 12803.150391 Iteration 52Q: 3 clusters Score -7348518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 33500 members Entering Unmasked Estep Score: -7348520.000000 Penalty: 12803.150391 Iteration 53Q: 3 clusters Score -7348520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 33502 members Entering Unmasked Estep Score: -7348522.000000 Penalty: 12803.150391 Iteration 54Q: 3 clusters Score -7348522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 33503 members Entering Unmasked Estep Score: -7348523.000000 Penalty: 12803.150391 Iteration 55Q: 3 clusters Score -7348523 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 33506 members Entering Unmasked Estep Score: -7348523.000000 Penalty: 12803.150391 Iteration 56Q: 3 clusters Score -7348523 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 33509 members Entering Unmasked Estep Score: -7348531.000000 Penalty: 12803.150391 Iteration 57Q: 3 clusters Score -7348531 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 33511 members Entering Unmasked Estep Score: -7348538.000000 Penalty: 12803.150391 Iteration 58Q: 3 clusters Score -7348538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 33512 members Entering Unmasked Estep Score: -7348539.500000 Penalty: 12803.150391 Iteration 59Q: 3 clusters Score -7348540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 33518 members Entering Unmasked Estep Score: -7348524.500000 Penalty: 12803.150391 Iteration 60F: 3 clusters Score -7348524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 33523 members Entering Unmasked Estep Score: -7348533.500000 Penalty: 12803.150391 Iteration 61Q: 3 clusters Score -7348534 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 33524 members Entering Unmasked Estep Score: -7348532.500000 Penalty: 12803.150391 Iteration 62Q: 3 clusters Score -7348532 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 33526 members Entering Unmasked Estep Score: -7348539.500000 Penalty: 12803.150391 Iteration 63Q: 3 clusters Score -7348540 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 33526 members Entering Unmasked Estep Score: -7348539.500000 Penalty: 12803.150391 Iteration 64F: 3 clusters Score -7348540 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Entering Unmasked Estep Score: -252810.296875 Penalty: 4370.120605 Iteration 0F: 2 clusters Score -252810.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -248617.500000 Penalty: 8740.241211 Iteration 0F: 3 clusters Score -248617.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -249315.890625 Penalty: 8740.241211 Iteration 1F: 3 clusters Score -249315.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -249802.406250 Penalty: 8740.241211 Iteration 2F: 3 clusters Score -249802.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -250075.562500 Penalty: 8740.241211 Iteration 3F: 3 clusters Score -250075.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -250250.718750 Penalty: 8740.241211 Iteration 4Q: 3 clusters Score -250250.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -250432.468750 Penalty: 8740.241211 Iteration 5Q: 3 clusters Score -250432.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -250587.859375 Penalty: 8740.241211 Iteration 6Q: 3 clusters Score -250587.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -250656.765625 Penalty: 8740.241211 Iteration 7Q: 3 clusters Score -250656.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -250687.437500 Penalty: 8740.241211 Iteration 8Q: 3 clusters Score -250687.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -250721.250000 Penalty: 8740.241211 Iteration 9Q: 3 clusters Score -250721.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -250734.687500 Penalty: 8740.241211 Iteration 10Q: 3 clusters Score -250734.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -250741.500000 Penalty: 8740.241211 Iteration 11Q: 3 clusters Score -250741.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -250751.125000 Penalty: 8740.241211 Iteration 12Q: 3 clusters Score -250751.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -250759.265625 Penalty: 8740.241211 Iteration 13Q: 3 clusters Score -250759.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -250763.078125 Penalty: 8740.241211 Iteration 14Q: 3 clusters Score -250763.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -250771.546875 Penalty: 8740.241211 Iteration 15Q: 3 clusters Score -250771.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -250771.546875 Penalty: 8740.241211 Iteration 16F: 3 clusters Score -250771.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (20888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20888 members Entering Unmasked Estep Score: -4321138.500000 Penalty: 6092.494629 Iteration 0F: 2 clusters Score -4321138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -4304173.500000 Penalty: 12184.989258 Iteration 0F: 3 clusters Score -4304174 nChanged 8625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -4312520.500000 Penalty: 12184.989258 Iteration 1F: 3 clusters Score -4312520 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -4315549.000000 Penalty: 12184.989258 Iteration 2F: 3 clusters Score -4315549 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -4319149.000000 Penalty: 12184.989258 Iteration 3F: 3 clusters Score -4319149 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 17482 members Entering Unmasked Estep Score: -4323570.000000 Penalty: 12184.989258 Iteration 4F: 3 clusters Score -4323570 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 19105 members Entering Unmasked Estep Score: -4326746.500000 Penalty: 12184.989258 Iteration 5F: 3 clusters Score -4326746 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 19776 members Entering Unmasked Estep Score: -4328010.000000 Penalty: 12184.989258 Iteration 6Q: 3 clusters Score -4328010 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 20010 members Entering Unmasked Estep Score: -4328438.000000 Penalty: 12184.989258 Iteration 7Q: 3 clusters Score -4328438 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 20091 members Entering Unmasked Estep Score: -4328595.500000 Penalty: 12184.989258 Iteration 8Q: 3 clusters Score -4328596 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 20136 members Entering Unmasked Estep Score: -4328669.500000 Penalty: 12184.989258 Iteration 9Q: 3 clusters Score -4328670 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 20156 members Entering Unmasked Estep Score: -4328693.000000 Penalty: 12184.989258 Iteration 10Q: 3 clusters Score -4328693 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 20168 members Entering Unmasked Estep Score: -4328705.500000 Penalty: 12184.989258 Iteration 11Q: 3 clusters Score -4328706 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 20176 members Entering Unmasked Estep Score: -4328713.000000 Penalty: 12184.989258 Iteration 12Q: 3 clusters Score -4328713 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 20181 members Entering Unmasked Estep Score: -4328708.000000 Penalty: 12184.989258 Iteration 13Q: 3 clusters Score -4328708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 20184 members Entering Unmasked Estep Score: -4328708.500000 Penalty: 12184.989258 Iteration 14Q: 3 clusters Score -4328708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 20184 members Entering Unmasked Estep Score: -4328708.500000 Penalty: 12184.989258 Iteration 15F: 3 clusters Score -4328708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 161023 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 60261 members Mstep: Class 6 contains 42204 members Mstep: Class 7 contains 170279 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 12389 members Mstep: Class 10 contains 11705 members Mstep: Class 11 contains 21658 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1026 members Mstep: Class 14 contains 20184 members Mstep: Class 15 contains 8549 members Mstep: Class 16 contains 1471 members Mstep: Class 17 contains 34598 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 704 members Entering Unmasked Estep Score: -119239560.000000 Penalty: 154271.140625 Splitting cluster 20 changes total score from -119231016.000000 to -119239560.000000 So it's getting split into cluster 14. Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 18906 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 334 members Mstep: Class 5 contains 60261 members Mstep: Class 6 contains 42204 members Mstep: Class 7 contains 170279 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 12389 members Mstep: Class 10 contains 11705 members Mstep: Class 11 contains 21658 members Mstep: Class 12 contains 1302 members Mstep: Class 15 contains 8549 members Mstep: Class 16 contains 1471 members Mstep: Class 17 contains 34598 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 704 members Entering Unmasked Estep ConsiderDeletion Score: -119242024.000000 Penalty: 154271.140625 Iteration 39Q: 20 clusters Score -1.19242e+08 nChanged 5887 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 19318 members Mstep: Class 2 contains 159602 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 332 members Mstep: Class 5 contains 59994 members Mstep: Class 6 contains 42226 members Mstep: Class 7 contains 170716 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 12438 members Mstep: Class 10 contains 12438 members Mstep: Class 11 contains 22080 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1026 members Mstep: Class 14 contains 19860 members Mstep: Class 15 contains 8531 members Mstep: Class 16 contains 1457 members Mstep: Class 17 contains 34548 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 726 members Entering Unmasked Estep ConsiderDeletion Score: -119244864.000000 Penalty: 154271.140625 Iteration 40F: 20 clusters Score -1.192449e+08 nChanged 5129 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 19414 members Mstep: Class 2 contains 159489 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 330 members Mstep: Class 5 contains 59523 members Mstep: Class 6 contains 42231 members Mstep: Class 7 contains 169181 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 12200 members Mstep: Class 10 contains 13105 members Mstep: Class 11 contains 22288 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 21317 members Mstep: Class 15 contains 8518 members Mstep: Class 16 contains 1445 members Mstep: Class 17 contains 34474 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -119246944.000000 Penalty: 154271.140625 Iteration 41Q: 20 clusters Score -1.192469e+08 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19468 members Mstep: Class 2 contains 159220 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 319 members Mstep: Class 5 contains 59022 members Mstep: Class 6 contains 42215 members Mstep: Class 7 contains 168315 members Mstep: Class 8 contains 2438 members Mstep: Class 9 contains 12035 members Mstep: Class 10 contains 13624 members Mstep: Class 11 contains 22480 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1039 members Mstep: Class 14 contains 22415 members Mstep: Class 15 contains 8515 members Mstep: Class 16 contains 1440 members Mstep: Class 17 contains 34412 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 788 members Entering Unmasked Estep ConsiderDeletion Score: -119247760.000000 Penalty: 154271.140625 Iteration 42Q: 20 clusters Score -1.192478e+08 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19527 members Mstep: Class 2 contains 158977 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 311 members Mstep: Class 5 contains 58558 members Mstep: Class 6 contains 42182 members Mstep: Class 7 contains 167738 members Mstep: Class 8 contains 2437 members Mstep: Class 9 contains 11880 members Mstep: Class 10 contains 14027 members Mstep: Class 11 contains 22646 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1047 members Mstep: Class 14 contains 23315 members Mstep: Class 15 contains 8508 members Mstep: Class 16 contains 1437 members Mstep: Class 17 contains 34349 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 806 members Entering Unmasked Estep ConsiderDeletion Score: -119247800.000000 Penalty: 154271.140625 Iteration 43Q: 20 clusters Score -1.192478e+08 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19578 members Mstep: Class 2 contains 158759 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 58157 members Mstep: Class 6 contains 42146 members Mstep: Class 7 contains 167389 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 11722 members Mstep: Class 10 contains 14304 members Mstep: Class 11 contains 22787 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1052 members Mstep: Class 14 contains 24042 members Mstep: Class 15 contains 8503 members Mstep: Class 16 contains 1437 members Mstep: Class 17 contains 34305 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 822 members Entering Unmasked Estep ConsiderDeletion Score: -119248376.000000 Penalty: 154271.140625 Iteration 44Q: 20 clusters Score -1.192484e+08 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19626 members Mstep: Class 2 contains 158539 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 300 members Mstep: Class 5 contains 57828 members Mstep: Class 6 contains 42126 members Mstep: Class 7 contains 167068 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 11604 members Mstep: Class 10 contains 14513 members Mstep: Class 11 contains 22907 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1058 members Mstep: Class 14 contains 24693 members Mstep: Class 15 contains 8502 members Mstep: Class 16 contains 1437 members Mstep: Class 17 contains 34271 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 837 members Entering Unmasked Estep ConsiderDeletion Score: -119248128.000000 Penalty: 154271.140625 Iteration 45Q: 20 clusters Score -1.192481e+08 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19668 members Mstep: Class 2 contains 158350 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 297 members Mstep: Class 5 contains 57509 members Mstep: Class 6 contains 42099 members Mstep: Class 7 contains 166907 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 11493 members Mstep: Class 10 contains 14672 members Mstep: Class 11 contains 23000 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1061 members Mstep: Class 14 contains 25238 members Mstep: Class 15 contains 8494 members Mstep: Class 16 contains 1438 members Mstep: Class 17 contains 34241 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -119249056.000000 Penalty: 154271.140625 Iteration 46Q: 20 clusters Score -1.192491e+08 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19709 members Mstep: Class 2 contains 158178 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 57220 members Mstep: Class 6 contains 42076 members Mstep: Class 7 contains 166779 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 11385 members Mstep: Class 10 contains 14799 members Mstep: Class 11 contains 23098 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 25728 members Mstep: Class 15 contains 8486 members Mstep: Class 16 contains 1437 members Mstep: Class 17 contains 34210 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 846 members Entering Unmasked Estep ConsiderDeletion Score: -119249016.000000 Penalty: 154271.140625 Iteration 47Q: 20 clusters Score -1.19249e+08 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19742 members Mstep: Class 2 contains 158039 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 56958 members Mstep: Class 6 contains 42047 members Mstep: Class 7 contains 166662 members Mstep: Class 8 contains 2436 members Mstep: Class 9 contains 11256 members Mstep: Class 10 contains 14895 members Mstep: Class 11 contains 23207 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 26180 members Mstep: Class 15 contains 8487 members Mstep: Class 16 contains 1435 members Mstep: Class 17 contains 34194 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 849 members Entering Unmasked Estep ConsiderDeletion Score: -119249272.000000 Penalty: 154271.140625 Iteration 48Q: 20 clusters Score -1.192493e+08 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19770 members Mstep: Class 2 contains 157921 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 56725 members Mstep: Class 6 contains 42029 members Mstep: Class 7 contains 166604 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 11133 members Mstep: Class 10 contains 14975 members Mstep: Class 11 contains 23310 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 26536 members Mstep: Class 15 contains 8490 members Mstep: Class 16 contains 1433 members Mstep: Class 17 contains 34170 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 857 members Entering Unmasked Estep ConsiderDeletion Score: -119249416.000000 Penalty: 154271.140625 Iteration 49Q: 20 clusters Score -1.192494e+08 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19799 members Mstep: Class 2 contains 157830 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 56529 members Mstep: Class 6 contains 42010 members Mstep: Class 7 contains 166574 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 11019 members Mstep: Class 10 contains 15014 members Mstep: Class 11 contains 23417 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 26828 members Mstep: Class 15 contains 8488 members Mstep: Class 16 contains 1432 members Mstep: Class 17 contains 34152 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 861 members Entering Unmasked Estep ConsiderDeletion Score: -119249496.000000 Penalty: 154271.140625 Iteration 50Q: 20 clusters Score -1.192495e+08 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19819 members Mstep: Class 2 contains 157755 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 56357 members Mstep: Class 6 contains 42000 members Mstep: Class 7 contains 166607 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 10889 members Mstep: Class 10 contains 15041 members Mstep: Class 11 contains 23504 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 27053 members Mstep: Class 15 contains 8486 members Mstep: Class 16 contains 1432 members Mstep: Class 17 contains 34147 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 863 members Entering Unmasked Estep ConsiderDeletion Score: -119249528.000000 Penalty: 154271.140625 Iteration 51Q: 20 clusters Score -1.192495e+08 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19825 members Mstep: Class 2 contains 157692 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 56212 members Mstep: Class 6 contains 41992 members Mstep: Class 7 contains 166625 members Mstep: Class 8 contains 2435 members Mstep: Class 9 contains 10772 members Mstep: Class 10 contains 15059 members Mstep: Class 11 contains 23609 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 27250 members Mstep: Class 15 contains 8486 members Mstep: Class 16 contains 1432 members Mstep: Class 17 contains 34133 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 865 members Entering Unmasked Estep ConsiderDeletion Score: -119249552.000000 Penalty: 154271.140625 Iteration 52Q: 20 clusters Score -1.192496e+08 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19834 members Mstep: Class 2 contains 157636 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 56076 members Mstep: Class 6 contains 41977 members Mstep: Class 7 contains 166651 members Mstep: Class 8 contains 2435 members Mstep: Class 9 contains 10660 members Mstep: Class 10 contains 15078 members Mstep: Class 11 contains 23708 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 27426 members Mstep: Class 15 contains 8488 members Mstep: Class 16 contains 1430 members Mstep: Class 17 contains 34120 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119250072.000000 Penalty: 154271.140625 Iteration 53Q: 20 clusters Score -1.192501e+08 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19844 members Mstep: Class 2 contains 157593 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 55926 members Mstep: Class 6 contains 41964 members Mstep: Class 7 contains 166674 members Mstep: Class 8 contains 2435 members Mstep: Class 9 contains 10528 members Mstep: Class 10 contains 15096 members Mstep: Class 11 contains 23842 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 27582 members Mstep: Class 15 contains 8492 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34111 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 872 members Entering Unmasked Estep ConsiderDeletion Score: -119249960.000000 Penalty: 154271.140625 Iteration 54Q: 20 clusters Score -1.1925e+08 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19853 members Mstep: Class 2 contains 157559 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 55814 members Mstep: Class 6 contains 41950 members Mstep: Class 7 contains 166678 members Mstep: Class 8 contains 2435 members Mstep: Class 9 contains 10401 members Mstep: Class 10 contains 15110 members Mstep: Class 11 contains 23961 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 27730 members Mstep: Class 15 contains 8491 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34099 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 878 members Entering Unmasked Estep ConsiderDeletion Score: -119249936.000000 Penalty: 154271.140625 Iteration 55Q: 20 clusters Score -1.192499e+08 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19864 members Mstep: Class 2 contains 157523 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 55735 members Mstep: Class 6 contains 41937 members Mstep: Class 7 contains 166700 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 10259 members Mstep: Class 10 contains 15120 members Mstep: Class 11 contains 24070 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 27846 members Mstep: Class 15 contains 8490 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34094 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 887 members Entering Unmasked Estep ConsiderDeletion Score: -119250048.000000 Penalty: 154271.140625 Iteration 56Q: 20 clusters Score -1.1925e+08 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 157478 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 55678 members Mstep: Class 6 contains 41931 members Mstep: Class 7 contains 166708 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 10143 members Mstep: Class 10 contains 15125 members Mstep: Class 11 contains 24161 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 27956 members Mstep: Class 15 contains 8485 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34094 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 892 members Entering Unmasked Estep ConsiderDeletion Score: -119250080.000000 Penalty: 154271.140625 Iteration 57Q: 20 clusters Score -1.192501e+08 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 157437 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 55613 members Mstep: Class 6 contains 41927 members Mstep: Class 7 contains 166742 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 10022 members Mstep: Class 10 contains 15132 members Mstep: Class 11 contains 24243 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 28048 members Mstep: Class 15 contains 8486 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34091 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 900 members Entering Unmasked Estep ConsiderDeletion Score: -119250064.000000 Penalty: 154271.140625 Iteration 58Q: 20 clusters Score -1.192501e+08 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 157388 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 55560 members Mstep: Class 6 contains 41930 members Mstep: Class 7 contains 166759 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9910 members Mstep: Class 10 contains 15137 members Mstep: Class 11 contains 24329 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 28141 members Mstep: Class 15 contains 8483 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34088 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 904 members Entering Unmasked Estep ConsiderDeletion Score: -119250072.000000 Penalty: 154271.140625 Iteration 59Q: 20 clusters Score -1.192501e+08 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 19904 members Mstep: Class 2 contains 157371 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 296 members Mstep: Class 5 contains 55508 members Mstep: Class 6 contains 41929 members Mstep: Class 7 contains 166785 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9807 members Mstep: Class 10 contains 15142 members Mstep: Class 11 contains 24384 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 28222 members Mstep: Class 15 contains 8481 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34086 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 906 members Entering Unmasked Estep ConsiderDeletion Score: -119250816.000000 Penalty: 154271.140625 Iteration 60F: 20 clusters Score -1.192508e+08 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 157373 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 55453 members Mstep: Class 6 contains 41928 members Mstep: Class 7 contains 166792 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9699 members Mstep: Class 10 contains 15148 members Mstep: Class 11 contains 24445 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1062 members Mstep: Class 14 contains 28304 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34084 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 909 members Entering Unmasked Estep ConsiderDeletion Score: -119251512.000000 Penalty: 154271.140625 Iteration 61Q: 20 clusters Score -1.192515e+08 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19915 members Mstep: Class 2 contains 157368 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55410 members Mstep: Class 6 contains 41923 members Mstep: Class 7 contains 166828 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9599 members Mstep: Class 10 contains 15154 members Mstep: Class 11 contains 24503 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28363 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34070 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -119251224.000000 Penalty: 154271.140625 Iteration 62Q: 20 clusters Score -1.192512e+08 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 157339 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55365 members Mstep: Class 6 contains 41915 members Mstep: Class 7 contains 166865 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9522 members Mstep: Class 10 contains 15157 members Mstep: Class 11 contains 24564 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28412 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34073 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 915 members Entering Unmasked Estep ConsiderDeletion Score: -119251024.000000 Penalty: 154271.140625 Iteration 63Q: 20 clusters Score -1.19251e+08 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 157347 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55317 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 166908 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9428 members Mstep: Class 10 contains 15161 members Mstep: Class 11 contains 24619 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28446 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34066 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -119251000.000000 Penalty: 154271.140625 Iteration 64Q: 20 clusters Score -1.19251e+08 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 157340 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55284 members Mstep: Class 6 contains 41908 members Mstep: Class 7 contains 166938 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9339 members Mstep: Class 10 contains 15163 members Mstep: Class 11 contains 24681 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28482 members Mstep: Class 15 contains 8477 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34066 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251032.000000 Penalty: 154271.140625 Iteration 65Q: 20 clusters Score -1.19251e+08 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19935 members Mstep: Class 2 contains 157333 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55252 members Mstep: Class 6 contains 41906 members Mstep: Class 7 contains 166957 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9254 members Mstep: Class 10 contains 15164 members Mstep: Class 11 contains 24754 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28510 members Mstep: Class 15 contains 8480 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34062 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251112.000000 Penalty: 154271.140625 Iteration 66Q: 20 clusters Score -1.192511e+08 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19933 members Mstep: Class 2 contains 157310 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55216 members Mstep: Class 6 contains 41899 members Mstep: Class 7 contains 166990 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9187 members Mstep: Class 10 contains 15165 members Mstep: Class 11 contains 24830 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28530 members Mstep: Class 15 contains 8480 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34067 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251152.000000 Penalty: 154271.140625 Iteration 67Q: 20 clusters Score -1.192512e+08 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19928 members Mstep: Class 2 contains 157298 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55184 members Mstep: Class 6 contains 41892 members Mstep: Class 7 contains 167019 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9124 members Mstep: Class 10 contains 15166 members Mstep: Class 11 contains 24894 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28546 members Mstep: Class 15 contains 8481 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34075 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251040.000000 Penalty: 154271.140625 Iteration 68Q: 20 clusters Score -1.19251e+08 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 157282 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55158 members Mstep: Class 6 contains 41891 members Mstep: Class 7 contains 167042 members Mstep: Class 8 contains 2434 members Mstep: Class 9 contains 9060 members Mstep: Class 10 contains 15165 members Mstep: Class 11 contains 24958 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28561 members Mstep: Class 15 contains 8481 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34083 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251216.000000 Penalty: 154271.140625 Iteration 69Q: 20 clusters Score -1.192512e+08 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 157254 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55132 members Mstep: Class 6 contains 41891 members Mstep: Class 7 contains 167074 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 9012 members Mstep: Class 10 contains 15166 members Mstep: Class 11 contains 25012 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28569 members Mstep: Class 15 contains 8481 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34091 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251256.000000 Penalty: 154271.140625 Iteration 70Q: 20 clusters Score -1.192513e+08 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 157215 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55109 members Mstep: Class 6 contains 41893 members Mstep: Class 7 contains 167101 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8977 members Mstep: Class 10 contains 15167 members Mstep: Class 11 contains 25061 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28576 members Mstep: Class 15 contains 8480 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34092 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251200.000000 Penalty: 154271.140625 Iteration 71Q: 20 clusters Score -1.192512e+08 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 157201 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55095 members Mstep: Class 6 contains 41896 members Mstep: Class 7 contains 167127 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8914 members Mstep: Class 10 contains 15167 members Mstep: Class 11 contains 25107 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28585 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34093 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251280.000000 Penalty: 154271.140625 Iteration 72Q: 20 clusters Score -1.192513e+08 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19950 members Mstep: Class 2 contains 157189 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55083 members Mstep: Class 6 contains 41899 members Mstep: Class 7 contains 167155 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8850 members Mstep: Class 10 contains 15168 members Mstep: Class 11 contains 25148 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28592 members Mstep: Class 15 contains 8477 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34096 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -119251352.000000 Penalty: 154271.140625 Iteration 73Q: 20 clusters Score -1.192514e+08 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19950 members Mstep: Class 2 contains 157201 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55070 members Mstep: Class 6 contains 41902 members Mstep: Class 7 contains 167169 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8780 members Mstep: Class 10 contains 15168 members Mstep: Class 11 contains 25189 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28600 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34101 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 919 members Entering Unmasked Estep ConsiderDeletion Score: -119251440.000000 Penalty: 154271.140625 Iteration 74Q: 20 clusters Score -1.192514e+08 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19953 members Mstep: Class 2 contains 157212 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55052 members Mstep: Class 6 contains 41900 members Mstep: Class 7 contains 167188 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8722 members Mstep: Class 10 contains 15168 members Mstep: Class 11 contains 25213 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28613 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34108 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -119251392.000000 Penalty: 154271.140625 Iteration 75Q: 20 clusters Score -1.192514e+08 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19957 members Mstep: Class 2 contains 157214 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55039 members Mstep: Class 6 contains 41900 members Mstep: Class 7 contains 167201 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8656 members Mstep: Class 10 contains 15170 members Mstep: Class 11 contains 25255 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28626 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34112 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -119251400.000000 Penalty: 154271.140625 Iteration 76Q: 20 clusters Score -1.192514e+08 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 157199 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55028 members Mstep: Class 6 contains 41900 members Mstep: Class 7 contains 167221 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8620 members Mstep: Class 10 contains 15173 members Mstep: Class 11 contains 25273 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28639 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34118 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -119251304.000000 Penalty: 154271.140625 Iteration 77Q: 20 clusters Score -1.192513e+08 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19961 members Mstep: Class 2 contains 157185 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55016 members Mstep: Class 6 contains 41897 members Mstep: Class 7 contains 167235 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8597 members Mstep: Class 10 contains 15173 members Mstep: Class 11 contains 25295 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28647 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34122 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -119251280.000000 Penalty: 154271.140625 Iteration 78Q: 20 clusters Score -1.192513e+08 nChanged 86 Entering ConstructFrom: Score: -119251280.000000 Penalty: 154271.140625 Entering ConstructFrom: Trying to split cluster 1 (19963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19963 members Entering Unmasked Estep Score: -4228615.000000 Penalty: 6064.751953 Iteration 0F: 2 clusters Score -4228615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -4212050.000000 Penalty: 12129.503906 Iteration 0F: 3 clusters Score -4212050 nChanged 8161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -4216245.500000 Penalty: 12129.503906 Iteration 1F: 3 clusters Score -4216246 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -4216855.500000 Penalty: 12129.503906 Iteration 2F: 3 clusters Score -4216856 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -4217279.000000 Penalty: 12129.503906 Iteration 3Q: 3 clusters Score -4217279 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 11154 members Entering Unmasked Estep Score: -4217594.500000 Penalty: 12129.503906 Iteration 4Q: 3 clusters Score -4217594 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -4217886.500000 Penalty: 12129.503906 Iteration 5Q: 3 clusters Score -4217886 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -4218170.500000 Penalty: 12129.503906 Iteration 6Q: 3 clusters Score -4218170 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 12413 members Entering Unmasked Estep Score: -4218459.500000 Penalty: 12129.503906 Iteration 7Q: 3 clusters Score -4218460 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 12996 members Entering Unmasked Estep Score: -4218846.500000 Penalty: 12129.503906 Iteration 8Q: 3 clusters Score -4218846 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -4219246.000000 Penalty: 12129.503906 Iteration 9Q: 3 clusters Score -4219246 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 14276 members Entering Unmasked Estep Score: -4219738.500000 Penalty: 12129.503906 Iteration 10Q: 3 clusters Score -4219738 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 14982 members Entering Unmasked Estep Score: -4220245.500000 Penalty: 12129.503906 Iteration 11Q: 3 clusters Score -4220246 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 15721 members Entering Unmasked Estep Score: -4220819.000000 Penalty: 12129.503906 Iteration 12Q: 3 clusters Score -4220819 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 16397 members Entering Unmasked Estep Score: -4221344.000000 Penalty: 12129.503906 Iteration 13Q: 3 clusters Score -4221344 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 16998 members Entering Unmasked Estep Score: -4221823.000000 Penalty: 12129.503906 Iteration 14Q: 3 clusters Score -4221823 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 17446 members Entering Unmasked Estep Score: -4222212.000000 Penalty: 12129.503906 Iteration 15Q: 3 clusters Score -4222212 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 17805 members Entering Unmasked Estep Score: -4222503.500000 Penalty: 12129.503906 Iteration 16Q: 3 clusters Score -4222504 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 18079 members Entering Unmasked Estep Score: -4222780.000000 Penalty: 12129.503906 Iteration 17Q: 3 clusters Score -4222780 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 18282 members Entering Unmasked Estep Score: -4222969.000000 Penalty: 12129.503906 Iteration 18Q: 3 clusters Score -4222969 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -4223088.000000 Penalty: 12129.503906 Iteration 19Q: 3 clusters Score -4223088 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 18488 members Entering Unmasked Estep Score: -4223185.000000 Penalty: 12129.503906 Iteration 20F: 3 clusters Score -4223185 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 18547 members Entering Unmasked Estep Score: -4223233.500000 Penalty: 12129.503906 Iteration 21Q: 3 clusters Score -4223234 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 18588 members Entering Unmasked Estep Score: -4223274.500000 Penalty: 12129.503906 Iteration 22Q: 3 clusters Score -4223274 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -4223307.500000 Penalty: 12129.503906 Iteration 23Q: 3 clusters Score -4223308 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 18637 members Entering Unmasked Estep Score: -4223324.000000 Penalty: 12129.503906 Iteration 24Q: 3 clusters Score -4223324 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 18656 members Entering Unmasked Estep Score: -4223340.500000 Penalty: 12129.503906 Iteration 25Q: 3 clusters Score -4223340 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 18670 members Entering Unmasked Estep Score: -4223349.500000 Penalty: 12129.503906 Iteration 26Q: 3 clusters Score -4223350 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 18682 members Entering Unmasked Estep Score: -4223364.500000 Penalty: 12129.503906 Iteration 27Q: 3 clusters Score -4223364 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 18688 members Entering Unmasked Estep Score: -4223376.500000 Penalty: 12129.503906 Iteration 28Q: 3 clusters Score -4223376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 18695 members Entering Unmasked Estep Score: -4223376.500000 Penalty: 12129.503906 Iteration 29Q: 3 clusters Score -4223376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 18702 members Entering Unmasked Estep Score: -4223389.500000 Penalty: 12129.503906 Iteration 30Q: 3 clusters Score -4223390 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 18707 members Entering Unmasked Estep Score: -4223389.000000 Penalty: 12129.503906 Iteration 31Q: 3 clusters Score -4223389 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -4223390.000000 Penalty: 12129.503906 Iteration 32Q: 3 clusters Score -4223390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -4223390.000000 Penalty: 12129.503906 Iteration 33F: 3 clusters Score -4223390 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (157183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157183 members Entering Unmasked Estep Score: -33187746.000000 Penalty: 7328.664062 Iteration 0F: 2 clusters Score -3.318775e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78620 members Mstep: Class 2 contains 78563 members Entering Unmasked Estep Score: -33081768.000000 Penalty: 14657.328125 Iteration 0F: 3 clusters Score -3.308177e+07 nChanged 73131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79019 members Mstep: Class 2 contains 78164 members Entering Unmasked Estep Score: -33122458.000000 Penalty: 14657.328125 Iteration 1F: 3 clusters Score -3.312246e+07 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79468 members Mstep: Class 2 contains 77715 members Entering Unmasked Estep Score: -33123706.000000 Penalty: 14657.328125 Iteration 2Q: 3 clusters Score -3.312371e+07 nChanged 5031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80223 members Mstep: Class 2 contains 76960 members Entering Unmasked Estep Score: -33124962.000000 Penalty: 14657.328125 Iteration 3Q: 3 clusters Score -3.312496e+07 nChanged 4905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81386 members Mstep: Class 2 contains 75797 members Entering Unmasked Estep Score: -33126226.000000 Penalty: 14657.328125 Iteration 4Q: 3 clusters Score -3.312623e+07 nChanged 5158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83160 members Mstep: Class 2 contains 74023 members Entering Unmasked Estep Score: -33127586.000000 Penalty: 14657.328125 Iteration 5Q: 3 clusters Score -3.312759e+07 nChanged 5800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85664 members Mstep: Class 2 contains 71519 members Entering Unmasked Estep Score: -33129902.000000 Penalty: 14657.328125 Iteration 6Q: 3 clusters Score -3.31299e+07 nChanged 6796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89148 members Mstep: Class 2 contains 68035 members Entering Unmasked Estep Score: -33132772.000000 Penalty: 14657.328125 Iteration 7Q: 3 clusters Score -3.313277e+07 nChanged 7959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93809 members Mstep: Class 2 contains 63374 members Entering Unmasked Estep Score: -33137064.000000 Penalty: 14657.328125 Iteration 8F: 3 clusters Score -3.313706e+07 nChanged 8953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99782 members Mstep: Class 2 contains 57401 members Entering Unmasked Estep Score: -33142078.000000 Penalty: 14657.328125 Iteration 9F: 3 clusters Score -3.314208e+07 nChanged 9376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106430 members Mstep: Class 2 contains 50753 members Entering Unmasked Estep Score: -33148380.000000 Penalty: 14657.328125 Iteration 10F: 3 clusters Score -3.314838e+07 nChanged 8824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112924 members Mstep: Class 2 contains 44259 members Entering Unmasked Estep Score: -33154504.000000 Penalty: 14657.328125 Iteration 11F: 3 clusters Score -3.31545e+07 nChanged 7691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118629 members Mstep: Class 2 contains 38554 members Entering Unmasked Estep Score: -33160762.000000 Penalty: 14657.328125 Iteration 12Q: 3 clusters Score -3.316076e+07 nChanged 6558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123147 members Mstep: Class 2 contains 34036 members Entering Unmasked Estep Score: -33166200.000000 Penalty: 14657.328125 Iteration 13Q: 3 clusters Score -3.31662e+07 nChanged 5568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126227 members Mstep: Class 2 contains 30956 members Entering Unmasked Estep Score: -33170152.000000 Penalty: 14657.328125 Iteration 14Q: 3 clusters Score -3.317015e+07 nChanged 4743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128124 members Mstep: Class 2 contains 29059 members Entering Unmasked Estep Score: -33172894.000000 Penalty: 14657.328125 Iteration 15Q: 3 clusters Score -3.317289e+07 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129283 members Mstep: Class 2 contains 27900 members Entering Unmasked Estep Score: -33174578.000000 Penalty: 14657.328125 Iteration 16Q: 3 clusters Score -3.317458e+07 nChanged 2794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130119 members Mstep: Class 2 contains 27064 members Entering Unmasked Estep Score: -33175670.000000 Penalty: 14657.328125 Iteration 17Q: 3 clusters Score -3.317567e+07 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130757 members Mstep: Class 2 contains 26426 members Entering Unmasked Estep Score: -33176104.000000 Penalty: 14657.328125 Iteration 18Q: 3 clusters Score -3.31761e+07 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131278 members Mstep: Class 2 contains 25905 members Entering Unmasked Estep Score: -33176450.000000 Penalty: 14657.328125 Iteration 19Q: 3 clusters Score -3.317645e+07 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131723 members Mstep: Class 2 contains 25460 members Entering Unmasked Estep Score: -33176722.000000 Penalty: 14657.328125 Iteration 20F: 3 clusters Score -3.317672e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132182 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -33176908.000000 Penalty: 14657.328125 Iteration 21Q: 3 clusters Score -3.317691e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132603 members Mstep: Class 2 contains 24580 members Entering Unmasked Estep Score: -33177066.000000 Penalty: 14657.328125 Iteration 22Q: 3 clusters Score -3.317707e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133016 members Mstep: Class 2 contains 24167 members Entering Unmasked Estep Score: -33177098.000000 Penalty: 14657.328125 Iteration 23Q: 3 clusters Score -3.31771e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133416 members Mstep: Class 2 contains 23767 members Entering Unmasked Estep Score: -33177216.000000 Penalty: 14657.328125 Iteration 24Q: 3 clusters Score -3.317722e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133832 members Mstep: Class 2 contains 23351 members Entering Unmasked Estep Score: -33177354.000000 Penalty: 14657.328125 Iteration 25Q: 3 clusters Score -3.317735e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134231 members Mstep: Class 2 contains 22952 members Entering Unmasked Estep Score: -33177344.000000 Penalty: 14657.328125 Iteration 26Q: 3 clusters Score -3.317734e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134612 members Mstep: Class 2 contains 22571 members Entering Unmasked Estep Score: -33177466.000000 Penalty: 14657.328125 Iteration 27Q: 3 clusters Score -3.317747e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134953 members Mstep: Class 2 contains 22230 members Entering Unmasked Estep Score: -33177506.000000 Penalty: 14657.328125 Iteration 28Q: 3 clusters Score -3.317751e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135305 members Mstep: Class 2 contains 21878 members Entering Unmasked Estep Score: -33177612.000000 Penalty: 14657.328125 Iteration 29Q: 3 clusters Score -3.317761e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135687 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -33177736.000000 Penalty: 14657.328125 Iteration 30Q: 3 clusters Score -3.317774e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136060 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -33177756.000000 Penalty: 14657.328125 Iteration 31Q: 3 clusters Score -3.317776e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136429 members Mstep: Class 2 contains 20754 members Entering Unmasked Estep Score: -33177812.000000 Penalty: 14657.328125 Iteration 32Q: 3 clusters Score -3.317781e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136798 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -33177904.000000 Penalty: 14657.328125 Iteration 33Q: 3 clusters Score -3.31779e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137117 members Mstep: Class 2 contains 20066 members Entering Unmasked Estep Score: -33178000.000000 Penalty: 14657.328125 Iteration 34Q: 3 clusters Score -3.3178e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137438 members Mstep: Class 2 contains 19745 members Entering Unmasked Estep Score: -33178044.000000 Penalty: 14657.328125 Iteration 35Q: 3 clusters Score -3.317804e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137771 members Mstep: Class 2 contains 19412 members Entering Unmasked Estep Score: -33178120.000000 Penalty: 14657.328125 Iteration 36Q: 3 clusters Score -3.317812e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138084 members Mstep: Class 2 contains 19099 members Entering Unmasked Estep Score: -33178240.000000 Penalty: 14657.328125 Iteration 37Q: 3 clusters Score -3.317824e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138406 members Mstep: Class 2 contains 18777 members Entering Unmasked Estep Score: -33178280.000000 Penalty: 14657.328125 Iteration 38Q: 3 clusters Score -3.317828e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138709 members Mstep: Class 2 contains 18474 members Entering Unmasked Estep Score: -33178406.000000 Penalty: 14657.328125 Iteration 39Q: 3 clusters Score -3.317841e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139022 members Mstep: Class 2 contains 18161 members Entering Unmasked Estep Score: -33178430.000000 Penalty: 14657.328125 Iteration 40F: 3 clusters Score -3.317843e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139352 members Mstep: Class 2 contains 17831 members Entering Unmasked Estep Score: -33178406.000000 Penalty: 14657.328125 Iteration 41Q: 3 clusters Score -3.317841e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139706 members Mstep: Class 2 contains 17477 members Entering Unmasked Estep Score: -33178566.000000 Penalty: 14657.328125 Iteration 42Q: 3 clusters Score -3.317857e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140075 members Mstep: Class 2 contains 17108 members Entering Unmasked Estep Score: -33178620.000000 Penalty: 14657.328125 Iteration 43Q: 3 clusters Score -3.317862e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140440 members Mstep: Class 2 contains 16743 members Entering Unmasked Estep Score: -33178674.000000 Penalty: 14657.328125 Iteration 44Q: 3 clusters Score -3.317867e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140805 members Mstep: Class 2 contains 16378 members Entering Unmasked Estep Score: -33178712.000000 Penalty: 14657.328125 Iteration 45Q: 3 clusters Score -3.317871e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141153 members Mstep: Class 2 contains 16030 members Entering Unmasked Estep Score: -33178756.000000 Penalty: 14657.328125 Iteration 46Q: 3 clusters Score -3.317876e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141542 members Mstep: Class 2 contains 15641 members Entering Unmasked Estep Score: -33178840.000000 Penalty: 14657.328125 Iteration 47Q: 3 clusters Score -3.317884e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141944 members Mstep: Class 2 contains 15239 members Entering Unmasked Estep Score: -33178994.000000 Penalty: 14657.328125 Iteration 48Q: 3 clusters Score -3.317899e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142320 members Mstep: Class 2 contains 14863 members Entering Unmasked Estep Score: -33179058.000000 Penalty: 14657.328125 Iteration 49Q: 3 clusters Score -3.317906e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142715 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -33179080.000000 Penalty: 14657.328125 Iteration 50Q: 3 clusters Score -3.317908e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143130 members Mstep: Class 2 contains 14053 members Entering Unmasked Estep Score: -33179166.000000 Penalty: 14657.328125 Iteration 51Q: 3 clusters Score -3.317917e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143555 members Mstep: Class 2 contains 13628 members Entering Unmasked Estep Score: -33179208.000000 Penalty: 14657.328125 Iteration 52Q: 3 clusters Score -3.317921e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143984 members Mstep: Class 2 contains 13199 members Entering Unmasked Estep Score: -33179286.000000 Penalty: 14657.328125 Iteration 53Q: 3 clusters Score -3.317929e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144413 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -33179280.000000 Penalty: 14657.328125 Iteration 54Q: 3 clusters Score -3.317928e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144813 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -33179346.000000 Penalty: 14657.328125 Iteration 55Q: 3 clusters Score -3.317935e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145204 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -33179458.000000 Penalty: 14657.328125 Iteration 56Q: 3 clusters Score -3.317946e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145627 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -33179528.000000 Penalty: 14657.328125 Iteration 57Q: 3 clusters Score -3.317953e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146026 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -33179602.000000 Penalty: 14657.328125 Iteration 58Q: 3 clusters Score -3.31796e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146410 members Mstep: Class 2 contains 10773 members Entering Unmasked Estep Score: -33179690.000000 Penalty: 14657.328125 Iteration 59Q: 3 clusters Score -3.317969e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146792 members Mstep: Class 2 contains 10391 members Entering Unmasked Estep Score: -33179722.000000 Penalty: 14657.328125 Iteration 60F: 3 clusters Score -3.317972e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147161 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -33179738.000000 Penalty: 14657.328125 Iteration 61Q: 3 clusters Score -3.317974e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147550 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -33179810.000000 Penalty: 14657.328125 Iteration 62Q: 3 clusters Score -3.317981e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147920 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -33179880.000000 Penalty: 14657.328125 Iteration 63Q: 3 clusters Score -3.317988e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148276 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -33180032.000000 Penalty: 14657.328125 Iteration 64Q: 3 clusters Score -3.318003e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148621 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -33180080.000000 Penalty: 14657.328125 Iteration 65Q: 3 clusters Score -3.318008e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148948 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -33180158.000000 Penalty: 14657.328125 Iteration 66Q: 3 clusters Score -3.318016e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149253 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -33180216.000000 Penalty: 14657.328125 Iteration 67Q: 3 clusters Score -3.318022e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149542 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -33180250.000000 Penalty: 14657.328125 Iteration 68Q: 3 clusters Score -3.318025e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149814 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -33180314.000000 Penalty: 14657.328125 Iteration 69Q: 3 clusters Score -3.318031e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150080 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -33180420.000000 Penalty: 14657.328125 Iteration 70Q: 3 clusters Score -3.318042e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150347 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -33180490.000000 Penalty: 14657.328125 Iteration 71Q: 3 clusters Score -3.318049e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150608 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -33180488.000000 Penalty: 14657.328125 Iteration 72Q: 3 clusters Score -3.318049e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150846 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -33180564.000000 Penalty: 14657.328125 Iteration 73Q: 3 clusters Score -3.318056e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151075 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -33180668.000000 Penalty: 14657.328125 Iteration 74Q: 3 clusters Score -3.318067e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151285 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -33180690.000000 Penalty: 14657.328125 Iteration 75Q: 3 clusters Score -3.318069e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151505 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -33180772.000000 Penalty: 14657.328125 Iteration 76Q: 3 clusters Score -3.318077e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151709 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -33180836.000000 Penalty: 14657.328125 Iteration 77Q: 3 clusters Score -3.318084e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151882 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -33180958.000000 Penalty: 14657.328125 Iteration 78Q: 3 clusters Score -3.318096e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152058 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -33181000.000000 Penalty: 14657.328125 Iteration 79Q: 3 clusters Score -3.3181e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152221 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -33181086.000000 Penalty: 14657.328125 Iteration 80F: 3 clusters Score -3.318109e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152407 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -33181126.000000 Penalty: 14657.328125 Iteration 81Q: 3 clusters Score -3.318113e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152581 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -33181246.000000 Penalty: 14657.328125 Iteration 82Q: 3 clusters Score -3.318125e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152727 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -33181296.000000 Penalty: 14657.328125 Iteration 83Q: 3 clusters Score -3.31813e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152855 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -33181360.000000 Penalty: 14657.328125 Iteration 84Q: 3 clusters Score -3.318136e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152977 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -33181416.000000 Penalty: 14657.328125 Iteration 85Q: 3 clusters Score -3.318142e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153092 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -33181464.000000 Penalty: 14657.328125 Iteration 86Q: 3 clusters Score -3.318146e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153209 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -33181502.000000 Penalty: 14657.328125 Iteration 87Q: 3 clusters Score -3.31815e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153306 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -33181546.000000 Penalty: 14657.328125 Iteration 88Q: 3 clusters Score -3.318155e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153390 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -33181600.000000 Penalty: 14657.328125 Iteration 89Q: 3 clusters Score -3.31816e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153470 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -33181580.000000 Penalty: 14657.328125 Iteration 90Q: 3 clusters Score -3.318158e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153545 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -33181616.000000 Penalty: 14657.328125 Iteration 91Q: 3 clusters Score -3.318162e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153617 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -33181664.000000 Penalty: 14657.328125 Iteration 92Q: 3 clusters Score -3.318166e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153671 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -33181678.000000 Penalty: 14657.328125 Iteration 93Q: 3 clusters Score -3.318168e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153728 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -33181754.000000 Penalty: 14657.328125 Iteration 94Q: 3 clusters Score -3.318175e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153785 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -33181770.000000 Penalty: 14657.328125 Iteration 95Q: 3 clusters Score -3.318177e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153837 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -33181800.000000 Penalty: 14657.328125 Iteration 96Q: 3 clusters Score -3.31818e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153889 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -33181836.000000 Penalty: 14657.328125 Iteration 97Q: 3 clusters Score -3.318184e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153938 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -33181824.000000 Penalty: 14657.328125 Iteration 98Q: 3 clusters Score -3.318182e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153983 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -33181854.000000 Penalty: 14657.328125 Iteration 99Q: 3 clusters Score -3.318185e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154013 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -33181876.000000 Penalty: 14657.328125 Iteration 100F: 3 clusters Score -3.318188e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154042 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -33181876.000000 Penalty: 14657.328125 Iteration 101Q: 3 clusters Score -3.318188e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154073 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -33181898.000000 Penalty: 14657.328125 Iteration 102Q: 3 clusters Score -3.31819e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154102 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -33181896.000000 Penalty: 14657.328125 Iteration 103Q: 3 clusters Score -3.31819e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154131 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -33181904.000000 Penalty: 14657.328125 Iteration 104Q: 3 clusters Score -3.31819e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154153 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -33181950.000000 Penalty: 14657.328125 Iteration 105Q: 3 clusters Score -3.318195e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154192 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -33181946.000000 Penalty: 14657.328125 Iteration 106Q: 3 clusters Score -3.318195e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154230 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -33181954.000000 Penalty: 14657.328125 Iteration 107Q: 3 clusters Score -3.318195e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154250 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -33181958.000000 Penalty: 14657.328125 Iteration 108Q: 3 clusters Score -3.318196e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154268 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -33181966.000000 Penalty: 14657.328125 Iteration 109Q: 3 clusters Score -3.318197e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154282 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -33181936.000000 Penalty: 14657.328125 Iteration 110Q: 3 clusters Score -3.318194e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154288 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -33181972.000000 Penalty: 14657.328125 Iteration 111Q: 3 clusters Score -3.318197e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154295 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -33181950.000000 Penalty: 14657.328125 Iteration 112Q: 3 clusters Score -3.318195e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154303 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -33181964.000000 Penalty: 14657.328125 Iteration 113Q: 3 clusters Score -3.318196e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154309 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -33181968.000000 Penalty: 14657.328125 Iteration 114Q: 3 clusters Score -3.318197e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154317 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -33181996.000000 Penalty: 14657.328125 Iteration 115Q: 3 clusters Score -3.3182e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154326 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -33182016.000000 Penalty: 14657.328125 Iteration 116Q: 3 clusters Score -3.318202e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154332 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -33182020.000000 Penalty: 14657.328125 Iteration 117Q: 3 clusters Score -3.318202e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154336 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -33182024.000000 Penalty: 14657.328125 Iteration 118Q: 3 clusters Score -3.318202e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154338 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -33182018.000000 Penalty: 14657.328125 Iteration 119Q: 3 clusters Score -3.318202e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154340 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -33182020.000000 Penalty: 14657.328125 Iteration 120F: 3 clusters Score -3.318202e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154341 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -33182016.000000 Penalty: 14657.328125 Iteration 121Q: 3 clusters Score -3.318202e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154342 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -33182026.000000 Penalty: 14657.328125 Iteration 122Q: 3 clusters Score -3.318203e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154342 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -33182046.000000 Penalty: 14657.328125 Iteration 123Q: 3 clusters Score -3.318205e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154343 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -33182030.000000 Penalty: 14657.328125 Iteration 124Q: 3 clusters Score -3.318203e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154345 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -33182020.000000 Penalty: 14657.328125 Iteration 125Q: 3 clusters Score -3.318202e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154345 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -33182020.000000 Penalty: 14657.328125 Iteration 126F: 3 clusters Score -3.318202e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Entering Unmasked Estep Score: -237578.468750 Penalty: 4416.625977 Iteration 0F: 2 clusters Score -237578.5 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 699 members Entering Unmasked Estep Score: -233553.546875 Penalty: 8833.251953 Iteration 0F: 3 clusters Score -233553.5 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -235198.937500 Penalty: 8833.251953 Iteration 1F: 3 clusters Score -235198.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -236455.828125 Penalty: 8833.251953 Iteration 2F: 3 clusters Score -236455.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -237407.265625 Penalty: 8833.251953 Iteration 3F: 3 clusters Score -237407.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -238144.921875 Penalty: 8833.251953 Iteration 4F: 3 clusters Score -238144.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -238385.000000 Penalty: 8833.251953 Iteration 5Q: 3 clusters Score -238385 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -238499.593750 Penalty: 8833.251953 Iteration 6Q: 3 clusters Score -238499.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -238535.546875 Penalty: 8833.251953 Iteration 7Q: 3 clusters Score -238535.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -238606.109375 Penalty: 8833.251953 Iteration 8Q: 3 clusters Score -238606.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -238682.234375 Penalty: 8833.251953 Iteration 9Q: 3 clusters Score -238682.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -238701.156250 Penalty: 8833.251953 Iteration 10Q: 3 clusters Score -238701.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -238704.343750 Penalty: 8833.251953 Iteration 11Q: 3 clusters Score -238704.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -238706.968750 Penalty: 8833.251953 Iteration 12Q: 3 clusters Score -238707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -238713.125000 Penalty: 8833.251953 Iteration 13Q: 3 clusters Score -238713.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -238738.578125 Penalty: 8833.251953 Iteration 14Q: 3 clusters Score -238738.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -238761.656250 Penalty: 8833.251953 Iteration 15Q: 3 clusters Score -238761.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -238784.562500 Penalty: 8833.251953 Iteration 16Q: 3 clusters Score -238784.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -238797.218750 Penalty: 8833.251953 Iteration 17Q: 3 clusters Score -238797.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -238802.125000 Penalty: 8833.251953 Iteration 18Q: 3 clusters Score -238802.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -238808.593750 Penalty: 8833.251953 Iteration 19Q: 3 clusters Score -238808.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -238822.140625 Penalty: 8833.251953 Iteration 20F: 3 clusters Score -238822.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -238829.781250 Penalty: 8833.251953 Iteration 21Q: 3 clusters Score -238829.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -238839.062500 Penalty: 8833.251953 Iteration 22Q: 3 clusters Score -238839.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -238845.171875 Penalty: 8833.251953 Iteration 23Q: 3 clusters Score -238845.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -238852.546875 Penalty: 8833.251953 Iteration 24Q: 3 clusters Score -238852.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -238858.593750 Penalty: 8833.251953 Iteration 25Q: 3 clusters Score -238858.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -238860.953125 Penalty: 8833.251953 Iteration 26Q: 3 clusters Score -238861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -238860.953125 Penalty: 8833.251953 Iteration 27F: 3 clusters Score -238861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 157183 members Mstep: Class 3 contains 825 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55004 members Mstep: Class 6 contains 41896 members Mstep: Class 7 contains 167244 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8576 members Mstep: Class 10 contains 15175 members Mstep: Class 11 contains 25312 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28655 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34120 members Mstep: Class 18 contains 529 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 921 members Entering Unmasked Estep Score: -119248856.000000 Penalty: 162390.671875 Splitting cluster 3 changes total score from -119251280.000000 to -119248856.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Entering Unmasked Estep Score: -43533.921875 Penalty: 3501.679443 Iteration 0F: 2 clusters Score -43533.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -40922.273438 Penalty: 7003.358887 Iteration 0F: 3 clusters Score -40922.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -41254.699219 Penalty: 7003.358887 Iteration 1F: 3 clusters Score -41254.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -41284.105469 Penalty: 7003.358887 Iteration 2Q: 3 clusters Score -41284.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -41284.105469 Penalty: 7003.358887 Iteration 3F: 3 clusters Score -41284.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (55004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55004 members Entering Unmasked Estep Score: -11715759.000000 Penalty: 6685.536133 Iteration 0F: 2 clusters Score -1.171576e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27352 members Mstep: Class 2 contains 27652 members Entering Unmasked Estep Score: -11676777.000000 Penalty: 13371.072266 Iteration 0F: 3 clusters Score -1.167678e+07 nChanged 24425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26753 members Mstep: Class 2 contains 28251 members Entering Unmasked Estep Score: -11689814.000000 Penalty: 13371.072266 Iteration 1F: 3 clusters Score -1.168981e+07 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26181 members Mstep: Class 2 contains 28823 members Entering Unmasked Estep Score: -11690936.000000 Penalty: 13371.072266 Iteration 2F: 3 clusters Score -1.169094e+07 nChanged 2743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25406 members Mstep: Class 2 contains 29598 members Entering Unmasked Estep Score: -11692121.000000 Penalty: 13371.072266 Iteration 3Q: 3 clusters Score -1.169212e+07 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24408 members Mstep: Class 2 contains 30596 members Entering Unmasked Estep Score: -11693360.000000 Penalty: 13371.072266 Iteration 4Q: 3 clusters Score -1.169336e+07 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23076 members Mstep: Class 2 contains 31928 members Entering Unmasked Estep Score: -11694876.000000 Penalty: 13371.072266 Iteration 5F: 3 clusters Score -1.169488e+07 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21395 members Mstep: Class 2 contains 33609 members Entering Unmasked Estep Score: -11696444.000000 Penalty: 13371.072266 Iteration 6F: 3 clusters Score -1.169644e+07 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19503 members Mstep: Class 2 contains 35501 members Entering Unmasked Estep Score: -11698308.000000 Penalty: 13371.072266 Iteration 7F: 3 clusters Score -1.169831e+07 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17463 members Mstep: Class 2 contains 37541 members Entering Unmasked Estep Score: -11700363.000000 Penalty: 13371.072266 Iteration 8F: 3 clusters Score -1.170036e+07 nChanged 2864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15467 members Mstep: Class 2 contains 39537 members Entering Unmasked Estep Score: -11702289.000000 Penalty: 13371.072266 Iteration 9F: 3 clusters Score -1.170229e+07 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13802 members Mstep: Class 2 contains 41202 members Entering Unmasked Estep Score: -11703890.000000 Penalty: 13371.072266 Iteration 10Q: 3 clusters Score -1.170389e+07 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 42569 members Entering Unmasked Estep Score: -11705300.000000 Penalty: 13371.072266 Iteration 11Q: 3 clusters Score -1.17053e+07 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 43629 members Entering Unmasked Estep Score: -11706294.000000 Penalty: 13371.072266 Iteration 12Q: 3 clusters Score -1.170629e+07 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 44356 members Entering Unmasked Estep Score: -11707120.000000 Penalty: 13371.072266 Iteration 13Q: 3 clusters Score -1.170712e+07 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 44874 members Entering Unmasked Estep Score: -11707694.000000 Penalty: 13371.072266 Iteration 14Q: 3 clusters Score -1.170769e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 45285 members Entering Unmasked Estep Score: -11708120.000000 Penalty: 13371.072266 Iteration 15Q: 3 clusters Score -1.170812e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 45613 members Entering Unmasked Estep Score: -11708417.000000 Penalty: 13371.072266 Iteration 16Q: 3 clusters Score -1.170842e+07 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 45875 members Entering Unmasked Estep Score: -11708682.000000 Penalty: 13371.072266 Iteration 17Q: 3 clusters Score -1.170868e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8923 members Mstep: Class 2 contains 46081 members Entering Unmasked Estep Score: -11708862.000000 Penalty: 13371.072266 Iteration 18Q: 3 clusters Score -1.170886e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 46284 members Entering Unmasked Estep Score: -11709043.000000 Penalty: 13371.072266 Iteration 19Q: 3 clusters Score -1.170904e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 46491 members Entering Unmasked Estep Score: -11709290.000000 Penalty: 13371.072266 Iteration 20F: 3 clusters Score -1.170929e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 46674 members Entering Unmasked Estep Score: -11709524.000000 Penalty: 13371.072266 Iteration 21Q: 3 clusters Score -1.170952e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 46856 members Entering Unmasked Estep Score: -11709760.000000 Penalty: 13371.072266 Iteration 22Q: 3 clusters Score -1.170976e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 47045 members Entering Unmasked Estep Score: -11710003.000000 Penalty: 13371.072266 Iteration 23Q: 3 clusters Score -1.171e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 47192 members Entering Unmasked Estep Score: -11710198.000000 Penalty: 13371.072266 Iteration 24Q: 3 clusters Score -1.17102e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 47295 members Entering Unmasked Estep Score: -11710402.000000 Penalty: 13371.072266 Iteration 25Q: 3 clusters Score -1.17104e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 47378 members Entering Unmasked Estep Score: -11710535.000000 Penalty: 13371.072266 Iteration 26Q: 3 clusters Score -1.171054e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 47458 members Entering Unmasked Estep Score: -11710661.000000 Penalty: 13371.072266 Iteration 27Q: 3 clusters Score -1.171066e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 47507 members Entering Unmasked Estep Score: -11710726.000000 Penalty: 13371.072266 Iteration 28Q: 3 clusters Score -1.171073e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 47537 members Entering Unmasked Estep Score: -11710768.000000 Penalty: 13371.072266 Iteration 29Q: 3 clusters Score -1.171077e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 47556 members Entering Unmasked Estep Score: -11710804.000000 Penalty: 13371.072266 Iteration 30Q: 3 clusters Score -1.17108e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 47554 members Entering Unmasked Estep Score: -11710813.000000 Penalty: 13371.072266 Iteration 31Q: 3 clusters Score -1.171081e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 47541 members Entering Unmasked Estep Score: -11710844.000000 Penalty: 13371.072266 Iteration 32Q: 3 clusters Score -1.171084e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 47543 members Entering Unmasked Estep Score: -11710834.000000 Penalty: 13371.072266 Iteration 33Q: 3 clusters Score -1.171083e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 47536 members Entering Unmasked Estep Score: -11710833.000000 Penalty: 13371.072266 Iteration 34Q: 3 clusters Score -1.171083e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 47530 members Entering Unmasked Estep Score: -11710842.000000 Penalty: 13371.072266 Iteration 35Q: 3 clusters Score -1.171084e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 47527 members Entering Unmasked Estep Score: -11710856.000000 Penalty: 13371.072266 Iteration 36Q: 3 clusters Score -1.171086e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 47531 members Entering Unmasked Estep Score: -11710859.000000 Penalty: 13371.072266 Iteration 37Q: 3 clusters Score -1.171086e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 47530 members Entering Unmasked Estep Score: -11710863.000000 Penalty: 13371.072266 Iteration 38Q: 3 clusters Score -1.171086e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 47533 members Entering Unmasked Estep Score: -11710869.000000 Penalty: 13371.072266 Iteration 39Q: 3 clusters Score -1.171087e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 47535 members Entering Unmasked Estep Score: -11710865.000000 Penalty: 13371.072266 Iteration 40F: 3 clusters Score -1.171086e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 47536 members Entering Unmasked Estep Score: -11710880.000000 Penalty: 13371.072266 Iteration 41Q: 3 clusters Score -1.171088e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 47540 members Entering Unmasked Estep Score: -11710881.000000 Penalty: 13371.072266 Iteration 42Q: 3 clusters Score -1.171088e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 47540 members Entering Unmasked Estep Score: -11710881.000000 Penalty: 13371.072266 Iteration 43Q: 3 clusters Score -1.171088e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 47539 members Entering Unmasked Estep Score: -11710883.000000 Penalty: 13371.072266 Iteration 44Q: 3 clusters Score -1.171088e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 47539 members Entering Unmasked Estep Score: -11710889.000000 Penalty: 13371.072266 Iteration 45Q: 3 clusters Score -1.171089e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 47537 members Entering Unmasked Estep Score: -11710874.000000 Penalty: 13371.072266 Iteration 46Q: 3 clusters Score -1.171087e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 47535 members Entering Unmasked Estep Score: -11710878.000000 Penalty: 13371.072266 Iteration 47Q: 3 clusters Score -1.171088e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 47535 members Entering Unmasked Estep Score: -11710881.000000 Penalty: 13371.072266 Iteration 48Q: 3 clusters Score -1.171088e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 47537 members Entering Unmasked Estep Score: -11710892.000000 Penalty: 13371.072266 Iteration 49Q: 3 clusters Score -1.171089e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 47534 members Entering Unmasked Estep Score: -11710891.000000 Penalty: 13371.072266 Iteration 50Q: 3 clusters Score -1.171089e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 47533 members Entering Unmasked Estep Score: -11710883.000000 Penalty: 13371.072266 Iteration 51Q: 3 clusters Score -1.171088e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 47530 members Entering Unmasked Estep Score: -11710886.000000 Penalty: 13371.072266 Iteration 52Q: 3 clusters Score -1.171089e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 47529 members Entering Unmasked Estep Score: -11710887.000000 Penalty: 13371.072266 Iteration 53Q: 3 clusters Score -1.171089e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 47529 members Entering Unmasked Estep Score: -11710882.000000 Penalty: 13371.072266 Iteration 54Q: 3 clusters Score -1.171088e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 47526 members Entering Unmasked Estep Score: -11710881.000000 Penalty: 13371.072266 Iteration 55Q: 3 clusters Score -1.171088e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 47526 members Entering Unmasked Estep Score: -11710881.000000 Penalty: 13371.072266 Iteration 56F: 3 clusters Score -1.171088e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (41896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41896 members Entering Unmasked Estep Score: -8921781.000000 Penalty: 6518.804199 Iteration 0F: 2 clusters Score -8921781 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20884 members Mstep: Class 2 contains 21012 members Entering Unmasked Estep Score: -8891153.000000 Penalty: 13037.608398 Iteration 0F: 3 clusters Score -8891153 nChanged 18159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20879 members Mstep: Class 2 contains 21017 members Entering Unmasked Estep Score: -8900464.000000 Penalty: 13037.608398 Iteration 1F: 3 clusters Score -8900464 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20960 members Mstep: Class 2 contains 20936 members Entering Unmasked Estep Score: -8901234.000000 Penalty: 13037.608398 Iteration 2F: 3 clusters Score -8901234 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21007 members Mstep: Class 2 contains 20889 members Entering Unmasked Estep Score: -8901877.000000 Penalty: 13037.608398 Iteration 3Q: 3 clusters Score -8901877 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21075 members Mstep: Class 2 contains 20821 members Entering Unmasked Estep Score: -8902382.000000 Penalty: 13037.608398 Iteration 4Q: 3 clusters Score -8902382 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21087 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -8902774.000000 Penalty: 13037.608398 Iteration 5Q: 3 clusters Score -8902774 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 20822 members Entering Unmasked Estep Score: -8903125.000000 Penalty: 13037.608398 Iteration 6Q: 3 clusters Score -8903125 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21094 members Mstep: Class 2 contains 20802 members Entering Unmasked Estep Score: -8903400.000000 Penalty: 13037.608398 Iteration 7Q: 3 clusters Score -8903400 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21101 members Mstep: Class 2 contains 20795 members Entering Unmasked Estep Score: -8903652.000000 Penalty: 13037.608398 Iteration 8Q: 3 clusters Score -8903652 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21118 members Mstep: Class 2 contains 20778 members Entering Unmasked Estep Score: -8903887.000000 Penalty: 13037.608398 Iteration 9Q: 3 clusters Score -8903887 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21180 members Mstep: Class 2 contains 20716 members Entering Unmasked Estep Score: -8904113.000000 Penalty: 13037.608398 Iteration 10Q: 3 clusters Score -8904113 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21285 members Mstep: Class 2 contains 20611 members Entering Unmasked Estep Score: -8904358.000000 Penalty: 13037.608398 Iteration 11Q: 3 clusters Score -8904358 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21390 members Mstep: Class 2 contains 20506 members Entering Unmasked Estep Score: -8904588.000000 Penalty: 13037.608398 Iteration 12Q: 3 clusters Score -8904588 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21574 members Mstep: Class 2 contains 20322 members Entering Unmasked Estep Score: -8904871.000000 Penalty: 13037.608398 Iteration 13Q: 3 clusters Score -8904871 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21775 members Mstep: Class 2 contains 20121 members Entering Unmasked Estep Score: -8905106.000000 Penalty: 13037.608398 Iteration 14Q: 3 clusters Score -8905106 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21994 members Mstep: Class 2 contains 19902 members Entering Unmasked Estep Score: -8905410.000000 Penalty: 13037.608398 Iteration 15Q: 3 clusters Score -8905410 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22247 members Mstep: Class 2 contains 19649 members Entering Unmasked Estep Score: -8905735.000000 Penalty: 13037.608398 Iteration 16Q: 3 clusters Score -8905735 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22555 members Mstep: Class 2 contains 19341 members Entering Unmasked Estep Score: -8906125.000000 Penalty: 13037.608398 Iteration 17Q: 3 clusters Score -8906125 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22934 members Mstep: Class 2 contains 18962 members Entering Unmasked Estep Score: -8906565.000000 Penalty: 13037.608398 Iteration 18Q: 3 clusters Score -8906565 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23367 members Mstep: Class 2 contains 18529 members Entering Unmasked Estep Score: -8907021.000000 Penalty: 13037.608398 Iteration 19Q: 3 clusters Score -8907021 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23839 members Mstep: Class 2 contains 18057 members Entering Unmasked Estep Score: -8907415.000000 Penalty: 13037.608398 Iteration 20F: 3 clusters Score -8907415 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24335 members Mstep: Class 2 contains 17561 members Entering Unmasked Estep Score: -8907819.000000 Penalty: 13037.608398 Iteration 21Q: 3 clusters Score -8907819 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24869 members Mstep: Class 2 contains 17027 members Entering Unmasked Estep Score: -8908260.000000 Penalty: 13037.608398 Iteration 22Q: 3 clusters Score -8908260 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25407 members Mstep: Class 2 contains 16489 members Entering Unmasked Estep Score: -8908557.000000 Penalty: 13037.608398 Iteration 23Q: 3 clusters Score -8908557 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25943 members Mstep: Class 2 contains 15953 members Entering Unmasked Estep Score: -8908912.000000 Penalty: 13037.608398 Iteration 24Q: 3 clusters Score -8908912 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26501 members Mstep: Class 2 contains 15395 members Entering Unmasked Estep Score: -8909185.000000 Penalty: 13037.608398 Iteration 25Q: 3 clusters Score -8909185 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27098 members Mstep: Class 2 contains 14798 members Entering Unmasked Estep Score: -8909459.000000 Penalty: 13037.608398 Iteration 26Q: 3 clusters Score -8909459 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27717 members Mstep: Class 2 contains 14179 members Entering Unmasked Estep Score: -8909683.000000 Penalty: 13037.608398 Iteration 27Q: 3 clusters Score -8909683 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28375 members Mstep: Class 2 contains 13521 members Entering Unmasked Estep Score: -8909938.000000 Penalty: 13037.608398 Iteration 28Q: 3 clusters Score -8909938 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29046 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -8910214.000000 Penalty: 13037.608398 Iteration 29Q: 3 clusters Score -8910214 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29724 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -8910478.000000 Penalty: 13037.608398 Iteration 30Q: 3 clusters Score -8910478 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30384 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -8910703.000000 Penalty: 13037.608398 Iteration 31Q: 3 clusters Score -8910703 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31091 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -8910943.000000 Penalty: 13037.608398 Iteration 32Q: 3 clusters Score -8910943 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31850 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -8911210.000000 Penalty: 13037.608398 Iteration 33Q: 3 clusters Score -8911210 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32619 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -8911530.000000 Penalty: 13037.608398 Iteration 34Q: 3 clusters Score -8911530 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33393 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -8911873.000000 Penalty: 13037.608398 Iteration 35Q: 3 clusters Score -8911873 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34198 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -8912249.000000 Penalty: 13037.608398 Iteration 36Q: 3 clusters Score -8912249 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35053 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -8912722.000000 Penalty: 13037.608398 Iteration 37Q: 3 clusters Score -8912722 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35839 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -8913153.000000 Penalty: 13037.608398 Iteration 38Q: 3 clusters Score -8913153 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36602 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -8913565.000000 Penalty: 13037.608398 Iteration 39Q: 3 clusters Score -8913565 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37312 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -8913958.000000 Penalty: 13037.608398 Iteration 40F: 3 clusters Score -8913958 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37982 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -8914392.000000 Penalty: 13037.608398 Iteration 41Q: 3 clusters Score -8914392 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38581 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -8914817.000000 Penalty: 13037.608398 Iteration 42Q: 3 clusters Score -8914817 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39039 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -8915152.000000 Penalty: 13037.608398 Iteration 43Q: 3 clusters Score -8915152 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39392 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -8915422.000000 Penalty: 13037.608398 Iteration 44Q: 3 clusters Score -8915422 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39678 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -8915599.000000 Penalty: 13037.608398 Iteration 45Q: 3 clusters Score -8915599 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39881 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -8915800.000000 Penalty: 13037.608398 Iteration 46Q: 3 clusters Score -8915800 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40043 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -8915946.000000 Penalty: 13037.608398 Iteration 47Q: 3 clusters Score -8915946 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40164 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -8916034.000000 Penalty: 13037.608398 Iteration 48Q: 3 clusters Score -8916034 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40261 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -8916172.000000 Penalty: 13037.608398 Iteration 49Q: 3 clusters Score -8916172 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40337 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -8916239.000000 Penalty: 13037.608398 Iteration 50Q: 3 clusters Score -8916239 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40406 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -8916297.000000 Penalty: 13037.608398 Iteration 51Q: 3 clusters Score -8916297 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40461 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -8916338.000000 Penalty: 13037.608398 Iteration 52Q: 3 clusters Score -8916338 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40494 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -8916366.000000 Penalty: 13037.608398 Iteration 53Q: 3 clusters Score -8916366 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40520 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -8916378.000000 Penalty: 13037.608398 Iteration 54Q: 3 clusters Score -8916378 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40542 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -8916398.000000 Penalty: 13037.608398 Iteration 55Q: 3 clusters Score -8916398 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40563 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -8916410.000000 Penalty: 13037.608398 Iteration 56Q: 3 clusters Score -8916410 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40577 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -8916422.000000 Penalty: 13037.608398 Iteration 57Q: 3 clusters Score -8916422 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40587 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -8916420.000000 Penalty: 13037.608398 Iteration 58Q: 3 clusters Score -8916420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40594 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -8916418.000000 Penalty: 13037.608398 Iteration 59Q: 3 clusters Score -8916418 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -8916428.000000 Penalty: 13037.608398 Iteration 60F: 3 clusters Score -8916428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40603 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -8916429.000000 Penalty: 13037.608398 Iteration 61Q: 3 clusters Score -8916429 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40606 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -8916437.000000 Penalty: 13037.608398 Iteration 62Q: 3 clusters Score -8916437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40608 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -8916433.000000 Penalty: 13037.608398 Iteration 63Q: 3 clusters Score -8916433 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40612 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -8916439.000000 Penalty: 13037.608398 Iteration 64Q: 3 clusters Score -8916439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40613 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -8916448.000000 Penalty: 13037.608398 Iteration 65Q: 3 clusters Score -8916448 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40616 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -8916451.000000 Penalty: 13037.608398 Iteration 66Q: 3 clusters Score -8916451 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40617 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -8916453.000000 Penalty: 13037.608398 Iteration 67Q: 3 clusters Score -8916453 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40617 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -8916453.000000 Penalty: 13037.608398 Iteration 68F: 3 clusters Score -8916453 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (167244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167244 members Entering Unmasked Estep Score: -35332624.000000 Penalty: 7366.665527 Iteration 0F: 2 clusters Score -3.533262e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83379 members Mstep: Class 2 contains 83865 members Entering Unmasked Estep Score: -35220512.000000 Penalty: 14733.331055 Iteration 0F: 3 clusters Score -3.522051e+07 nChanged 77929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80520 members Mstep: Class 2 contains 86724 members Entering Unmasked Estep Score: -35264868.000000 Penalty: 14733.331055 Iteration 1F: 3 clusters Score -3.526487e+07 nChanged 6191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78757 members Mstep: Class 2 contains 88487 members Entering Unmasked Estep Score: -35266472.000000 Penalty: 14733.331055 Iteration 2Q: 3 clusters Score -3.526647e+07 nChanged 5983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76064 members Mstep: Class 2 contains 91180 members Entering Unmasked Estep Score: -35268060.000000 Penalty: 14733.331055 Iteration 3Q: 3 clusters Score -3.526806e+07 nChanged 6214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72178 members Mstep: Class 2 contains 95066 members Entering Unmasked Estep Score: -35270108.000000 Penalty: 14733.331055 Iteration 4Q: 3 clusters Score -3.527011e+07 nChanged 6984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66632 members Mstep: Class 2 contains 100612 members Entering Unmasked Estep Score: -35272600.000000 Penalty: 14733.331055 Iteration 5Q: 3 clusters Score -3.52726e+07 nChanged 8368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59034 members Mstep: Class 2 contains 108210 members Entering Unmasked Estep Score: -35276676.000000 Penalty: 14733.331055 Iteration 6F: 3 clusters Score -3.527668e+07 nChanged 10667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48745 members Mstep: Class 2 contains 118499 members Entering Unmasked Estep Score: -35283588.000000 Penalty: 14733.331055 Iteration 7F: 3 clusters Score -3.528359e+07 nChanged 13050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35821 members Mstep: Class 2 contains 131423 members Entering Unmasked Estep Score: -35293924.000000 Penalty: 14733.331055 Iteration 8F: 3 clusters Score -3.529392e+07 nChanged 13549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22318 members Mstep: Class 2 contains 144926 members Entering Unmasked Estep Score: -35306364.000000 Penalty: 14733.331055 Iteration 9F: 3 clusters Score -3.530636e+07 nChanged 10711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 155625 members Entering Unmasked Estep Score: -35316536.000000 Penalty: 14733.331055 Iteration 10F: 3 clusters Score -3.531654e+07 nChanged 6238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 161831 members Entering Unmasked Estep Score: -35322540.000000 Penalty: 14733.331055 Iteration 11Q: 3 clusters Score -3.532254e+07 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 164578 members Entering Unmasked Estep Score: -35325004.000000 Penalty: 14733.331055 Iteration 12Q: 3 clusters Score -3.5325e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 165606 members Entering Unmasked Estep Score: -35325796.000000 Penalty: 14733.331055 Iteration 13Q: 3 clusters Score -3.53258e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 165970 members Entering Unmasked Estep Score: -35326056.000000 Penalty: 14733.331055 Iteration 14Q: 3 clusters Score -3.532606e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 166120 members Entering Unmasked Estep Score: -35326228.000000 Penalty: 14733.331055 Iteration 15Q: 3 clusters Score -3.532623e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 166183 members Entering Unmasked Estep Score: -35326360.000000 Penalty: 14733.331055 Iteration 16Q: 3 clusters Score -3.532636e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 166236 members Entering Unmasked Estep Score: -35326416.000000 Penalty: 14733.331055 Iteration 17Q: 3 clusters Score -3.532642e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 166279 members Entering Unmasked Estep Score: -35326464.000000 Penalty: 14733.331055 Iteration 18Q: 3 clusters Score -3.532646e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 166305 members Entering Unmasked Estep Score: -35326524.000000 Penalty: 14733.331055 Iteration 19Q: 3 clusters Score -3.532652e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 166317 members Entering Unmasked Estep Score: -35326532.000000 Penalty: 14733.331055 Iteration 20F: 3 clusters Score -3.532653e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 166322 members Entering Unmasked Estep Score: -35326544.000000 Penalty: 14733.331055 Iteration 21Q: 3 clusters Score -3.532654e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 166325 members Entering Unmasked Estep Score: -35326552.000000 Penalty: 14733.331055 Iteration 22Q: 3 clusters Score -3.532655e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 166324 members Entering Unmasked Estep Score: -35326544.000000 Penalty: 14733.331055 Iteration 23Q: 3 clusters Score -3.532654e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 166327 members Entering Unmasked Estep Score: -35326556.000000 Penalty: 14733.331055 Iteration 24Q: 3 clusters Score -3.532656e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 166328 members Entering Unmasked Estep Score: -35326564.000000 Penalty: 14733.331055 Iteration 25Q: 3 clusters Score -3.532656e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 166329 members Entering Unmasked Estep Score: -35326596.000000 Penalty: 14733.331055 Iteration 26Q: 3 clusters Score -3.53266e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 166329 members Entering Unmasked Estep Score: -35326588.000000 Penalty: 14733.331055 Iteration 27Q: 3 clusters Score -3.532659e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 166330 members Entering Unmasked Estep Score: -35326592.000000 Penalty: 14733.331055 Iteration 28Q: 3 clusters Score -3.532659e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 166330 members Entering Unmasked Estep Score: -35326592.000000 Penalty: 14733.331055 Iteration 29F: 3 clusters Score -3.532659e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Entering Unmasked Estep Score: -509028.718750 Penalty: 4775.589355 Iteration 0F: 2 clusters Score -509028.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -503674.281250 Penalty: 9551.178711 Iteration 0F: 3 clusters Score -503674.3 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -504309.750000 Penalty: 9551.178711 Iteration 1F: 3 clusters Score -504309.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -504486.125000 Penalty: 9551.178711 Iteration 2F: 3 clusters Score -504486.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -504618.906250 Penalty: 9551.178711 Iteration 3Q: 3 clusters Score -504618.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -504828.187500 Penalty: 9551.178711 Iteration 4Q: 3 clusters Score -504828.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -505423.593750 Penalty: 9551.178711 Iteration 5Q: 3 clusters Score -505423.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -506198.656250 Penalty: 9551.178711 Iteration 6F: 3 clusters Score -506198.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -506628.000000 Penalty: 9551.178711 Iteration 7F: 3 clusters Score -506628 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -506975.781250 Penalty: 9551.178711 Iteration 8F: 3 clusters Score -506975.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -507294.906250 Penalty: 9551.178711 Iteration 9F: 3 clusters Score -507294.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -507579.000000 Penalty: 9551.178711 Iteration 10Q: 3 clusters Score -507579 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -507725.750000 Penalty: 9551.178711 Iteration 11Q: 3 clusters Score -507725.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -507789.750000 Penalty: 9551.178711 Iteration 12Q: 3 clusters Score -507789.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -507839.218750 Penalty: 9551.178711 Iteration 13Q: 3 clusters Score -507839.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -507865.562500 Penalty: 9551.178711 Iteration 14Q: 3 clusters Score -507865.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -507869.281250 Penalty: 9551.178711 Iteration 15Q: 3 clusters Score -507869.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -507873.187500 Penalty: 9551.178711 Iteration 16Q: 3 clusters Score -507873.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -507876.406250 Penalty: 9551.178711 Iteration 17Q: 3 clusters Score -507876.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -507876.406250 Penalty: 9551.178711 Iteration 18F: 3 clusters Score -507876.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Entering Unmasked Estep Score: -1801621.500000 Penalty: 5547.242676 Iteration 0F: 2 clusters Score -1801622 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1792217.875000 Penalty: 11094.485352 Iteration 0F: 3 clusters Score -1792218 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1794117.875000 Penalty: 11094.485352 Iteration 1F: 3 clusters Score -1794118 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1794776.625000 Penalty: 11094.485352 Iteration 2F: 3 clusters Score -1794777 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1795324.500000 Penalty: 11094.485352 Iteration 3F: 3 clusters Score -1795324 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1795829.375000 Penalty: 11094.485352 Iteration 4F: 3 clusters Score -1795829 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -1796353.875000 Penalty: 11094.485352 Iteration 5F: 3 clusters Score -1796354 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1796838.500000 Penalty: 11094.485352 Iteration 6F: 3 clusters Score -1796838 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1797292.625000 Penalty: 11094.485352 Iteration 7F: 3 clusters Score -1797293 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1797695.750000 Penalty: 11094.485352 Iteration 8Q: 3 clusters Score -1797696 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -1797977.375000 Penalty: 11094.485352 Iteration 9Q: 3 clusters Score -1797977 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1798200.125000 Penalty: 11094.485352 Iteration 10Q: 3 clusters Score -1798200 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -1798326.125000 Penalty: 11094.485352 Iteration 11Q: 3 clusters Score -1798326 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -1798409.625000 Penalty: 11094.485352 Iteration 12Q: 3 clusters Score -1798410 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -1798471.000000 Penalty: 11094.485352 Iteration 13Q: 3 clusters Score -1798471 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -1798516.375000 Penalty: 11094.485352 Iteration 14Q: 3 clusters Score -1798516 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1798549.750000 Penalty: 11094.485352 Iteration 15Q: 3 clusters Score -1798550 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -1798567.500000 Penalty: 11094.485352 Iteration 16Q: 3 clusters Score -1798568 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1798576.375000 Penalty: 11094.485352 Iteration 17Q: 3 clusters Score -1798576 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1798588.250000 Penalty: 11094.485352 Iteration 18Q: 3 clusters Score -1798588 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1798585.750000 Penalty: 11094.485352 Iteration 19Q: 3 clusters Score -1798586 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1798598.750000 Penalty: 11094.485352 Iteration 20F: 3 clusters Score -1798599 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -1798603.000000 Penalty: 11094.485352 Iteration 21Q: 3 clusters Score -1798603 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1798606.125000 Penalty: 11094.485352 Iteration 22Q: 3 clusters Score -1798606 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1798603.000000 Penalty: 11094.485352 Iteration 23Q: 3 clusters Score -1798603 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1798608.500000 Penalty: 11094.485352 Iteration 24Q: 3 clusters Score -1798608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1798610.125000 Penalty: 11094.485352 Iteration 25Q: 3 clusters Score -1798610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1798610.000000 Penalty: 11094.485352 Iteration 26Q: 3 clusters Score -1798610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1798612.250000 Penalty: 11094.485352 Iteration 27Q: 3 clusters Score -1798612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1798614.000000 Penalty: 11094.485352 Iteration 28Q: 3 clusters Score -1798614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1798615.125000 Penalty: 11094.485352 Iteration 29Q: 3 clusters Score -1798615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1798616.875000 Penalty: 11094.485352 Iteration 30Q: 3 clusters Score -1798617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1798615.750000 Penalty: 11094.485352 Iteration 31Q: 3 clusters Score -1798616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1798618.125000 Penalty: 11094.485352 Iteration 32Q: 3 clusters Score -1798618 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -1798621.125000 Penalty: 11094.485352 Iteration 33Q: 3 clusters Score -1798621 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -1798620.250000 Penalty: 11094.485352 Iteration 34Q: 3 clusters Score -1798620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1798621.500000 Penalty: 11094.485352 Iteration 35Q: 3 clusters Score -1798622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1798621.750000 Penalty: 11094.485352 Iteration 36Q: 3 clusters Score -1798622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1798622.125000 Penalty: 11094.485352 Iteration 37Q: 3 clusters Score -1798622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1798623.375000 Penalty: 11094.485352 Iteration 38Q: 3 clusters Score -1798623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1798624.125000 Penalty: 11094.485352 Iteration 39Q: 3 clusters Score -1798624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1798624.125000 Penalty: 11094.485352 Iteration 40F: 3 clusters Score -1798624 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15175 members Entering Unmasked Estep Score: -3255811.000000 Penalty: 5896.785156 Iteration 0F: 2 clusters Score -3255811 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -3242448.750000 Penalty: 11793.570312 Iteration 0F: 3 clusters Score -3242449 nChanged 5984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -3246358.000000 Penalty: 11793.570312 Iteration 1F: 3 clusters Score -3246358 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -3247576.500000 Penalty: 11793.570312 Iteration 2F: 3 clusters Score -3247576 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 6604 members Entering Unmasked Estep Score: -3248517.250000 Penalty: 11793.570312 Iteration 3F: 3 clusters Score -3248517 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -3249250.500000 Penalty: 11793.570312 Iteration 4F: 3 clusters Score -3249250 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -3249859.500000 Penalty: 11793.570312 Iteration 5F: 3 clusters Score -3249860 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -3250345.250000 Penalty: 11793.570312 Iteration 6Q: 3 clusters Score -3250345 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -3250760.000000 Penalty: 11793.570312 Iteration 7Q: 3 clusters Score -3250760 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -3251128.750000 Penalty: 11793.570312 Iteration 8Q: 3 clusters Score -3251129 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -3251488.750000 Penalty: 11793.570312 Iteration 9Q: 3 clusters Score -3251489 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -3251762.000000 Penalty: 11793.570312 Iteration 10Q: 3 clusters Score -3251762 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -3251962.000000 Penalty: 11793.570312 Iteration 11Q: 3 clusters Score -3251962 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12759 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -3252086.500000 Penalty: 11793.570312 Iteration 12Q: 3 clusters Score -3252086 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -3252191.500000 Penalty: 11793.570312 Iteration 13Q: 3 clusters Score -3252192 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13029 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -3252247.250000 Penalty: 11793.570312 Iteration 14Q: 3 clusters Score -3252247 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -3252291.000000 Penalty: 11793.570312 Iteration 15Q: 3 clusters Score -3252291 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13197 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -3252339.250000 Penalty: 11793.570312 Iteration 16Q: 3 clusters Score -3252339 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -3252368.500000 Penalty: 11793.570312 Iteration 17Q: 3 clusters Score -3252368 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13315 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -3252396.250000 Penalty: 11793.570312 Iteration 18Q: 3 clusters Score -3252396 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13351 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -3252421.500000 Penalty: 11793.570312 Iteration 19Q: 3 clusters Score -3252422 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -3252432.000000 Penalty: 11793.570312 Iteration 20F: 3 clusters Score -3252432 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13431 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -3252454.750000 Penalty: 11793.570312 Iteration 21Q: 3 clusters Score -3252455 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13467 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -3252475.750000 Penalty: 11793.570312 Iteration 22Q: 3 clusters Score -3252476 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13496 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -3252484.500000 Penalty: 11793.570312 Iteration 23Q: 3 clusters Score -3252484 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13514 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -3252499.500000 Penalty: 11793.570312 Iteration 24Q: 3 clusters Score -3252500 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13528 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -3252507.750000 Penalty: 11793.570312 Iteration 25Q: 3 clusters Score -3252508 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -3252515.750000 Penalty: 11793.570312 Iteration 26Q: 3 clusters Score -3252516 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -3252521.500000 Penalty: 11793.570312 Iteration 27Q: 3 clusters Score -3252522 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -3252526.250000 Penalty: 11793.570312 Iteration 28Q: 3 clusters Score -3252526 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -3252536.000000 Penalty: 11793.570312 Iteration 29Q: 3 clusters Score -3252536 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -3252539.000000 Penalty: 11793.570312 Iteration 30Q: 3 clusters Score -3252539 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13588 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -3252542.500000 Penalty: 11793.570312 Iteration 31Q: 3 clusters Score -3252542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13593 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -3252542.750000 Penalty: 11793.570312 Iteration 32Q: 3 clusters Score -3252543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13596 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -3252545.000000 Penalty: 11793.570312 Iteration 33Q: 3 clusters Score -3252545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -3252543.250000 Penalty: 11793.570312 Iteration 34Q: 3 clusters Score -3252543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13605 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -3252545.000000 Penalty: 11793.570312 Iteration 35Q: 3 clusters Score -3252545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13607 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -3252548.250000 Penalty: 11793.570312 Iteration 36Q: 3 clusters Score -3252548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -3252551.250000 Penalty: 11793.570312 Iteration 37Q: 3 clusters Score -3252551 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -3252548.750000 Penalty: 11793.570312 Iteration 38Q: 3 clusters Score -3252549 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -3252548.750000 Penalty: 11793.570312 Iteration 39F: 3 clusters Score -3252549 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (25312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25312 members Entering Unmasked Estep Score: -5110054.500000 Penalty: 6210.158691 Iteration 0F: 2 clusters Score -5110054 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12779 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -5090275.000000 Penalty: 12420.317383 Iteration 0F: 3 clusters Score -5090275 nChanged 10430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 12049 members Entering Unmasked Estep Score: -5095896.500000 Penalty: 12420.317383 Iteration 1F: 3 clusters Score -5095896 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13571 members Mstep: Class 2 contains 11741 members Entering Unmasked Estep Score: -5096651.500000 Penalty: 12420.317383 Iteration 2F: 3 clusters Score -5096652 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13931 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -5097258.500000 Penalty: 12420.317383 Iteration 3F: 3 clusters Score -5097258 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14313 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -5097841.000000 Penalty: 12420.317383 Iteration 4Q: 3 clusters Score -5097841 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14747 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -5098450.500000 Penalty: 12420.317383 Iteration 5Q: 3 clusters Score -5098450 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -5099081.500000 Penalty: 12420.317383 Iteration 6Q: 3 clusters Score -5099082 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -5099848.000000 Penalty: 12420.317383 Iteration 7Q: 3 clusters Score -5099848 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16279 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -5100689.500000 Penalty: 12420.317383 Iteration 8Q: 3 clusters Score -5100690 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16814 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -5101637.500000 Penalty: 12420.317383 Iteration 9Q: 3 clusters Score -5101638 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17261 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -5102635.000000 Penalty: 12420.317383 Iteration 10Q: 3 clusters Score -5102635 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17657 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -5103579.000000 Penalty: 12420.317383 Iteration 11Q: 3 clusters Score -5103579 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17927 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -5104283.500000 Penalty: 12420.317383 Iteration 12Q: 3 clusters Score -5104284 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18045 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -5104721.000000 Penalty: 12420.317383 Iteration 13Q: 3 clusters Score -5104721 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -5104999.500000 Penalty: 12420.317383 Iteration 14Q: 3 clusters Score -5105000 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18207 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -5105171.500000 Penalty: 12420.317383 Iteration 15Q: 3 clusters Score -5105172 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18250 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -5105275.500000 Penalty: 12420.317383 Iteration 16Q: 3 clusters Score -5105276 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18299 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -5105338.500000 Penalty: 12420.317383 Iteration 17Q: 3 clusters Score -5105338 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18338 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -5105405.000000 Penalty: 12420.317383 Iteration 18Q: 3 clusters Score -5105405 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18357 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -5105455.000000 Penalty: 12420.317383 Iteration 19Q: 3 clusters Score -5105455 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18374 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -5105464.000000 Penalty: 12420.317383 Iteration 20F: 3 clusters Score -5105464 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18382 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -5105482.500000 Penalty: 12420.317383 Iteration 21Q: 3 clusters Score -5105482 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18388 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -5105501.000000 Penalty: 12420.317383 Iteration 22Q: 3 clusters Score -5105501 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18387 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -5105506.500000 Penalty: 12420.317383 Iteration 23Q: 3 clusters Score -5105506 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18388 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -5105505.500000 Penalty: 12420.317383 Iteration 24Q: 3 clusters Score -5105506 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18391 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -5105516.500000 Penalty: 12420.317383 Iteration 25Q: 3 clusters Score -5105516 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18396 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -5105527.000000 Penalty: 12420.317383 Iteration 26Q: 3 clusters Score -5105527 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18405 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -5105539.000000 Penalty: 12420.317383 Iteration 27Q: 3 clusters Score -5105539 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18412 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -5105531.000000 Penalty: 12420.317383 Iteration 28Q: 3 clusters Score -5105531 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18421 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -5105538.000000 Penalty: 12420.317383 Iteration 29Q: 3 clusters Score -5105538 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -5105540.500000 Penalty: 12420.317383 Iteration 30Q: 3 clusters Score -5105540 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18422 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -5105546.500000 Penalty: 12420.317383 Iteration 31Q: 3 clusters Score -5105546 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18420 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -5105544.500000 Penalty: 12420.317383 Iteration 32Q: 3 clusters Score -5105544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18423 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -5105539.500000 Penalty: 12420.317383 Iteration 33Q: 3 clusters Score -5105540 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -5105536.000000 Penalty: 12420.317383 Iteration 34Q: 3 clusters Score -5105536 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18427 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -5105548.500000 Penalty: 12420.317383 Iteration 35Q: 3 clusters Score -5105548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18428 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -5105553.500000 Penalty: 12420.317383 Iteration 36Q: 3 clusters Score -5105554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18429 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -5105549.500000 Penalty: 12420.317383 Iteration 37Q: 3 clusters Score -5105550 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18429 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -5105549.500000 Penalty: 12420.317383 Iteration 38F: 3 clusters Score -5105550 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -262088.203125 Penalty: 4392.639648 Iteration 0F: 2 clusters Score -262088.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -257680.671875 Penalty: 8785.279297 Iteration 0F: 3 clusters Score -257680.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -258077.484375 Penalty: 8785.279297 Iteration 1F: 3 clusters Score -258077.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -258222.453125 Penalty: 8785.279297 Iteration 2Q: 3 clusters Score -258222.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -258368.390625 Penalty: 8785.279297 Iteration 3Q: 3 clusters Score -258368.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -258534.375000 Penalty: 8785.279297 Iteration 4Q: 3 clusters Score -258534.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -258611.875000 Penalty: 8785.279297 Iteration 5Q: 3 clusters Score -258611.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -258662.421875 Penalty: 8785.279297 Iteration 6Q: 3 clusters Score -258662.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -258697.921875 Penalty: 8785.279297 Iteration 7Q: 3 clusters Score -258697.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -258730.468750 Penalty: 8785.279297 Iteration 8Q: 3 clusters Score -258730.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -258755.515625 Penalty: 8785.279297 Iteration 9Q: 3 clusters Score -258755.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -258772.203125 Penalty: 8785.279297 Iteration 10Q: 3 clusters Score -258772.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -258777.765625 Penalty: 8785.279297 Iteration 11Q: 3 clusters Score -258777.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -258787.375000 Penalty: 8785.279297 Iteration 12Q: 3 clusters Score -258787.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -258791.859375 Penalty: 8785.279297 Iteration 13Q: 3 clusters Score -258791.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -258796.812500 Penalty: 8785.279297 Iteration 14Q: 3 clusters Score -258796.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -258801.062500 Penalty: 8785.279297 Iteration 15Q: 3 clusters Score -258801.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -258807.171875 Penalty: 8785.279297 Iteration 16Q: 3 clusters Score -258807.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -258821.281250 Penalty: 8785.279297 Iteration 17Q: 3 clusters Score -258821.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -258838.031250 Penalty: 8785.279297 Iteration 18Q: 3 clusters Score -258838 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -258848.234375 Penalty: 8785.279297 Iteration 19Q: 3 clusters Score -258848.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -258870.093750 Penalty: 8785.279297 Iteration 20F: 3 clusters Score -258870.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -258905.515625 Penalty: 8785.279297 Iteration 21Q: 3 clusters Score -258905.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -258954.906250 Penalty: 8785.279297 Iteration 22Q: 3 clusters Score -258954.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -258991.421875 Penalty: 8785.279297 Iteration 23Q: 3 clusters Score -258991.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -259017.953125 Penalty: 8785.279297 Iteration 24Q: 3 clusters Score -259018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -259049.687500 Penalty: 8785.279297 Iteration 25Q: 3 clusters Score -259049.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -259092.687500 Penalty: 8785.279297 Iteration 26Q: 3 clusters Score -259092.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -259115.500000 Penalty: 8785.279297 Iteration 27Q: 3 clusters Score -259115.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -259141.843750 Penalty: 8785.279297 Iteration 28Q: 3 clusters Score -259141.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -259164.265625 Penalty: 8785.279297 Iteration 29Q: 3 clusters Score -259164.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -259190.546875 Penalty: 8785.279297 Iteration 30Q: 3 clusters Score -259190.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -259243.437500 Penalty: 8785.279297 Iteration 31Q: 3 clusters Score -259243.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -259351.765625 Penalty: 8785.279297 Iteration 32Q: 3 clusters Score -259351.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -259509.687500 Penalty: 8785.279297 Iteration 33Q: 3 clusters Score -259509.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -259535.343750 Penalty: 8785.279297 Iteration 34Q: 3 clusters Score -259535.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -259547.640625 Penalty: 8785.279297 Iteration 35Q: 3 clusters Score -259547.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -259559.171875 Penalty: 8785.279297 Iteration 36Q: 3 clusters Score -259559.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -259566.984375 Penalty: 8785.279297 Iteration 37Q: 3 clusters Score -259567 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -259566.984375 Penalty: 8785.279297 Iteration 38F: 3 clusters Score -259567 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Entering Unmasked Estep Score: -187678.468750 Penalty: 4268.996582 Iteration 0F: 2 clusters Score -187678.5 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 516 members Entering Unmasked Estep Score: -183600.234375 Penalty: 8537.993164 Iteration 0F: 3 clusters Score -183600.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -184185.406250 Penalty: 8537.993164 Iteration 1F: 3 clusters Score -184185.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -184833.625000 Penalty: 8537.993164 Iteration 2F: 3 clusters Score -184833.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -185192.875000 Penalty: 8537.993164 Iteration 3F: 3 clusters Score -185192.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -185490.281250 Penalty: 8537.993164 Iteration 4F: 3 clusters Score -185490.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -185863.406250 Penalty: 8537.993164 Iteration 5F: 3 clusters Score -185863.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -186192.375000 Penalty: 8537.993164 Iteration 6F: 3 clusters Score -186192.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -186355.156250 Penalty: 8537.993164 Iteration 7Q: 3 clusters Score -186355.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -186426.359375 Penalty: 8537.993164 Iteration 8Q: 3 clusters Score -186426.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -186452.359375 Penalty: 8537.993164 Iteration 9Q: 3 clusters Score -186452.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -186482.468750 Penalty: 8537.993164 Iteration 10Q: 3 clusters Score -186482.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -186495.125000 Penalty: 8537.993164 Iteration 11Q: 3 clusters Score -186495.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -186508.656250 Penalty: 8537.993164 Iteration 12Q: 3 clusters Score -186508.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -186547.390625 Penalty: 8537.993164 Iteration 13Q: 3 clusters Score -186547.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -186622.296875 Penalty: 8537.993164 Iteration 14Q: 3 clusters Score -186622.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -186665.625000 Penalty: 8537.993164 Iteration 15Q: 3 clusters Score -186665.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -186683.687500 Penalty: 8537.993164 Iteration 16Q: 3 clusters Score -186683.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -186695.828125 Penalty: 8537.993164 Iteration 17Q: 3 clusters Score -186695.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -186701.062500 Penalty: 8537.993164 Iteration 18Q: 3 clusters Score -186701.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -186708.671875 Penalty: 8537.993164 Iteration 19Q: 3 clusters Score -186708.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -186708.671875 Penalty: 8537.993164 Iteration 20F: 3 clusters Score -186708.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (28655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28655 members Entering Unmasked Estep Score: -5983091.000000 Penalty: 6286.138672 Iteration 0F: 2 clusters Score -5983091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14428 members Mstep: Class 2 contains 14227 members Entering Unmasked Estep Score: -5961189.500000 Penalty: 12572.277344 Iteration 0F: 3 clusters Score -5961190 nChanged 11998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14674 members Mstep: Class 2 contains 13981 members Entering Unmasked Estep Score: -5967497.000000 Penalty: 12572.277344 Iteration 1F: 3 clusters Score -5967497 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14804 members Mstep: Class 2 contains 13851 members Entering Unmasked Estep Score: -5968165.000000 Penalty: 12572.277344 Iteration 2F: 3 clusters Score -5968165 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14977 members Mstep: Class 2 contains 13678 members Entering Unmasked Estep Score: -5968690.500000 Penalty: 12572.277344 Iteration 3Q: 3 clusters Score -5968690 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -5969187.000000 Penalty: 12572.277344 Iteration 4Q: 3 clusters Score -5969187 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15513 members Mstep: Class 2 contains 13142 members Entering Unmasked Estep Score: -5969644.500000 Penalty: 12572.277344 Iteration 5Q: 3 clusters Score -5969644 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -5970151.000000 Penalty: 12572.277344 Iteration 6Q: 3 clusters Score -5970151 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16126 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -5970640.500000 Penalty: 12572.277344 Iteration 7Q: 3 clusters Score -5970640 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16438 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -5971158.000000 Penalty: 12572.277344 Iteration 8Q: 3 clusters Score -5971158 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 11891 members Entering Unmasked Estep Score: -5971557.500000 Penalty: 12572.277344 Iteration 9Q: 3 clusters Score -5971558 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17135 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -5971949.500000 Penalty: 12572.277344 Iteration 10Q: 3 clusters Score -5971950 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17473 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -5972281.000000 Penalty: 12572.277344 Iteration 11Q: 3 clusters Score -5972281 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17840 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -5972611.000000 Penalty: 12572.277344 Iteration 12Q: 3 clusters Score -5972611 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18238 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -5972935.000000 Penalty: 12572.277344 Iteration 13Q: 3 clusters Score -5972935 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18709 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -5973295.000000 Penalty: 12572.277344 Iteration 14Q: 3 clusters Score -5973295 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19182 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -5973623.000000 Penalty: 12572.277344 Iteration 15Q: 3 clusters Score -5973623 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19676 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -5973901.500000 Penalty: 12572.277344 Iteration 16Q: 3 clusters Score -5973902 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20176 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -5974228.000000 Penalty: 12572.277344 Iteration 17Q: 3 clusters Score -5974228 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20674 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -5974500.500000 Penalty: 12572.277344 Iteration 18Q: 3 clusters Score -5974500 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -5974770.500000 Penalty: 12572.277344 Iteration 19Q: 3 clusters Score -5974770 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21702 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -5975031.000000 Penalty: 12572.277344 Iteration 20F: 3 clusters Score -5975031 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22185 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -5975261.500000 Penalty: 12572.277344 Iteration 21Q: 3 clusters Score -5975262 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22665 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -5975524.500000 Penalty: 12572.277344 Iteration 22Q: 3 clusters Score -5975524 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23126 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -5975768.500000 Penalty: 12572.277344 Iteration 23Q: 3 clusters Score -5975768 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23543 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -5976010.500000 Penalty: 12572.277344 Iteration 24Q: 3 clusters Score -5976010 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23916 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -5976203.000000 Penalty: 12572.277344 Iteration 25Q: 3 clusters Score -5976203 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24243 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -5976377.000000 Penalty: 12572.277344 Iteration 26Q: 3 clusters Score -5976377 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24570 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -5976541.500000 Penalty: 12572.277344 Iteration 27Q: 3 clusters Score -5976542 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24861 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -5976717.000000 Penalty: 12572.277344 Iteration 28Q: 3 clusters Score -5976717 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25133 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -5976837.000000 Penalty: 12572.277344 Iteration 29Q: 3 clusters Score -5976837 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25334 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -5976959.000000 Penalty: 12572.277344 Iteration 30Q: 3 clusters Score -5976959 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25480 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -5977030.000000 Penalty: 12572.277344 Iteration 31Q: 3 clusters Score -5977030 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25613 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -5977070.500000 Penalty: 12572.277344 Iteration 32Q: 3 clusters Score -5977070 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25719 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -5977134.000000 Penalty: 12572.277344 Iteration 33Q: 3 clusters Score -5977134 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25806 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -5977189.500000 Penalty: 12572.277344 Iteration 34Q: 3 clusters Score -5977190 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25913 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -5977251.000000 Penalty: 12572.277344 Iteration 35Q: 3 clusters Score -5977251 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25996 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -5977296.500000 Penalty: 12572.277344 Iteration 36Q: 3 clusters Score -5977296 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26079 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -5977323.000000 Penalty: 12572.277344 Iteration 37Q: 3 clusters Score -5977323 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26150 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -5977369.000000 Penalty: 12572.277344 Iteration 38Q: 3 clusters Score -5977369 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26212 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -5977391.500000 Penalty: 12572.277344 Iteration 39Q: 3 clusters Score -5977392 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26259 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -5977427.000000 Penalty: 12572.277344 Iteration 40F: 3 clusters Score -5977427 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26302 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -5977442.000000 Penalty: 12572.277344 Iteration 41Q: 3 clusters Score -5977442 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26357 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -5977490.000000 Penalty: 12572.277344 Iteration 42Q: 3 clusters Score -5977490 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26394 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -5977509.500000 Penalty: 12572.277344 Iteration 43Q: 3 clusters Score -5977510 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26425 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -5977519.500000 Penalty: 12572.277344 Iteration 44Q: 3 clusters Score -5977520 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26451 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -5977531.500000 Penalty: 12572.277344 Iteration 45Q: 3 clusters Score -5977532 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26472 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -5977542.500000 Penalty: 12572.277344 Iteration 46Q: 3 clusters Score -5977542 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26490 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -5977547.000000 Penalty: 12572.277344 Iteration 47Q: 3 clusters Score -5977547 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26517 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -5977565.500000 Penalty: 12572.277344 Iteration 48Q: 3 clusters Score -5977566 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26535 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -5977587.500000 Penalty: 12572.277344 Iteration 49Q: 3 clusters Score -5977588 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26551 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -5977592.500000 Penalty: 12572.277344 Iteration 50Q: 3 clusters Score -5977592 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26563 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -5977591.500000 Penalty: 12572.277344 Iteration 51Q: 3 clusters Score -5977592 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26580 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -5977597.000000 Penalty: 12572.277344 Iteration 52Q: 3 clusters Score -5977597 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26601 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -5977599.500000 Penalty: 12572.277344 Iteration 53Q: 3 clusters Score -5977600 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26610 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -5977609.000000 Penalty: 12572.277344 Iteration 54Q: 3 clusters Score -5977609 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26619 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -5977615.500000 Penalty: 12572.277344 Iteration 55Q: 3 clusters Score -5977616 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26630 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -5977622.500000 Penalty: 12572.277344 Iteration 56Q: 3 clusters Score -5977622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -5977618.000000 Penalty: 12572.277344 Iteration 57Q: 3 clusters Score -5977618 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -5977631.000000 Penalty: 12572.277344 Iteration 58Q: 3 clusters Score -5977631 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26651 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -5977626.000000 Penalty: 12572.277344 Iteration 59Q: 3 clusters Score -5977626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26657 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -5977620.000000 Penalty: 12572.277344 Iteration 60F: 3 clusters Score -5977620 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26663 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -5977627.000000 Penalty: 12572.277344 Iteration 61Q: 3 clusters Score -5977627 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26668 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -5977623.500000 Penalty: 12572.277344 Iteration 62Q: 3 clusters Score -5977624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26670 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -5977620.000000 Penalty: 12572.277344 Iteration 63Q: 3 clusters Score -5977620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26673 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -5977631.000000 Penalty: 12572.277344 Iteration 64Q: 3 clusters Score -5977631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26675 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -5977629.000000 Penalty: 12572.277344 Iteration 65Q: 3 clusters Score -5977629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26676 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -5977633.000000 Penalty: 12572.277344 Iteration 66Q: 3 clusters Score -5977633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26679 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -5977639.500000 Penalty: 12572.277344 Iteration 67Q: 3 clusters Score -5977640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26682 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -5977638.000000 Penalty: 12572.277344 Iteration 68Q: 3 clusters Score -5977638 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26687 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -5977630.000000 Penalty: 12572.277344 Iteration 69Q: 3 clusters Score -5977630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26691 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -5977637.000000 Penalty: 12572.277344 Iteration 70Q: 3 clusters Score -5977637 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26695 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -5977642.000000 Penalty: 12572.277344 Iteration 71Q: 3 clusters Score -5977642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26696 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -5977637.000000 Penalty: 12572.277344 Iteration 72Q: 3 clusters Score -5977637 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26699 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -5977641.000000 Penalty: 12572.277344 Iteration 73Q: 3 clusters Score -5977641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26702 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -5977640.000000 Penalty: 12572.277344 Iteration 74Q: 3 clusters Score -5977640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26704 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -5977643.000000 Penalty: 12572.277344 Iteration 75Q: 3 clusters Score -5977643 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26708 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -5977643.000000 Penalty: 12572.277344 Iteration 76Q: 3 clusters Score -5977643 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26709 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -5977638.000000 Penalty: 12572.277344 Iteration 77Q: 3 clusters Score -5977638 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26710 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -5977638.500000 Penalty: 12572.277344 Iteration 78Q: 3 clusters Score -5977638 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26711 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -5977636.000000 Penalty: 12572.277344 Iteration 79Q: 3 clusters Score -5977636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26712 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -5977633.500000 Penalty: 12572.277344 Iteration 80F: 3 clusters Score -5977634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26714 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -5977642.000000 Penalty: 12572.277344 Iteration 81Q: 3 clusters Score -5977642 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26715 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -5977640.000000 Penalty: 12572.277344 Iteration 82Q: 3 clusters Score -5977640 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26715 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -5977640.000000 Penalty: 12572.277344 Iteration 83F: 3 clusters Score -5977640 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Entering Unmasked Estep Score: -1736363.500000 Penalty: 5540.059082 Iteration 0F: 2 clusters Score -1736364 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1727183.250000 Penalty: 11080.118164 Iteration 0F: 3 clusters Score -1727183 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1729127.625000 Penalty: 11080.118164 Iteration 1F: 3 clusters Score -1729128 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -1729828.500000 Penalty: 11080.118164 Iteration 2F: 3 clusters Score -1729828 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1730502.500000 Penalty: 11080.118164 Iteration 3F: 3 clusters Score -1730502 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1731229.375000 Penalty: 11080.118164 Iteration 4F: 3 clusters Score -1731229 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1731983.875000 Penalty: 11080.118164 Iteration 5F: 3 clusters Score -1731984 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1732667.375000 Penalty: 11080.118164 Iteration 6F: 3 clusters Score -1732667 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1733167.250000 Penalty: 11080.118164 Iteration 7F: 3 clusters Score -1733167 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1733505.125000 Penalty: 11080.118164 Iteration 8Q: 3 clusters Score -1733505 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1733707.500000 Penalty: 11080.118164 Iteration 9Q: 3 clusters Score -1733708 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1733870.375000 Penalty: 11080.118164 Iteration 10Q: 3 clusters Score -1733870 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1733978.625000 Penalty: 11080.118164 Iteration 11Q: 3 clusters Score -1733979 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1734057.625000 Penalty: 11080.118164 Iteration 12Q: 3 clusters Score -1734058 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1734112.125000 Penalty: 11080.118164 Iteration 13Q: 3 clusters Score -1734112 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -1734148.250000 Penalty: 11080.118164 Iteration 14Q: 3 clusters Score -1734148 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1734176.625000 Penalty: 11080.118164 Iteration 15Q: 3 clusters Score -1734177 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1734196.500000 Penalty: 11080.118164 Iteration 16Q: 3 clusters Score -1734196 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1734213.500000 Penalty: 11080.118164 Iteration 17Q: 3 clusters Score -1734214 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1734222.625000 Penalty: 11080.118164 Iteration 18Q: 3 clusters Score -1734223 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1734230.750000 Penalty: 11080.118164 Iteration 19Q: 3 clusters Score -1734231 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1734242.750000 Penalty: 11080.118164 Iteration 20F: 3 clusters Score -1734243 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1734245.000000 Penalty: 11080.118164 Iteration 21Q: 3 clusters Score -1734245 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -1734247.750000 Penalty: 11080.118164 Iteration 22Q: 3 clusters Score -1734248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1734249.125000 Penalty: 11080.118164 Iteration 23Q: 3 clusters Score -1734249 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1734250.625000 Penalty: 11080.118164 Iteration 24Q: 3 clusters Score -1734251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1734252.000000 Penalty: 11080.118164 Iteration 25Q: 3 clusters Score -1734252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1734254.000000 Penalty: 11080.118164 Iteration 26Q: 3 clusters Score -1734254 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1734253.375000 Penalty: 11080.118164 Iteration 27Q: 3 clusters Score -1734253 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1734252.375000 Penalty: 11080.118164 Iteration 28Q: 3 clusters Score -1734252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1734257.750000 Penalty: 11080.118164 Iteration 29Q: 3 clusters Score -1734258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1734261.125000 Penalty: 11080.118164 Iteration 30Q: 3 clusters Score -1734261 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1734261.125000 Penalty: 11080.118164 Iteration 31F: 3 clusters Score -1734261 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Entering Unmasked Estep Score: -265045.937500 Penalty: 4449.646973 Iteration 0F: 2 clusters Score -265045.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -260814.062500 Penalty: 8899.293945 Iteration 0F: 3 clusters Score -260814.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -261403.484375 Penalty: 8899.293945 Iteration 1F: 3 clusters Score -261403.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -261673.828125 Penalty: 8899.293945 Iteration 2F: 3 clusters Score -261673.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -261806.312500 Penalty: 8899.293945 Iteration 3Q: 3 clusters Score -261806.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -261964.937500 Penalty: 8899.293945 Iteration 4Q: 3 clusters Score -261964.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -262104.437500 Penalty: 8899.293945 Iteration 5Q: 3 clusters Score -262104.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -262178.031250 Penalty: 8899.293945 Iteration 6Q: 3 clusters Score -262178 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -262236.218750 Penalty: 8899.293945 Iteration 7Q: 3 clusters Score -262236.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -262291.562500 Penalty: 8899.293945 Iteration 8Q: 3 clusters Score -262291.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -262338.687500 Penalty: 8899.293945 Iteration 9Q: 3 clusters Score -262338.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -262375.406250 Penalty: 8899.293945 Iteration 10Q: 3 clusters Score -262375.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -262406.375000 Penalty: 8899.293945 Iteration 11Q: 3 clusters Score -262406.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -262429.093750 Penalty: 8899.293945 Iteration 12Q: 3 clusters Score -262429.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -262440.343750 Penalty: 8899.293945 Iteration 13Q: 3 clusters Score -262440.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -262443.812500 Penalty: 8899.293945 Iteration 14Q: 3 clusters Score -262443.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -262443.812500 Penalty: 8899.293945 Iteration 15F: 3 clusters Score -262443.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (34120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34120 members Entering Unmasked Estep Score: -7253912.000000 Penalty: 6393.054199 Iteration 0F: 2 clusters Score -7253912 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 17016 members Entering Unmasked Estep Score: -7228414.500000 Penalty: 12786.108398 Iteration 0F: 3 clusters Score -7228414 nChanged 14585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17171 members Mstep: Class 2 contains 16949 members Entering Unmasked Estep Score: -7236061.000000 Penalty: 12786.108398 Iteration 1F: 3 clusters Score -7236061 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17187 members Mstep: Class 2 contains 16933 members Entering Unmasked Estep Score: -7236808.000000 Penalty: 12786.108398 Iteration 2F: 3 clusters Score -7236808 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 16935 members Entering Unmasked Estep Score: -7237357.000000 Penalty: 12786.108398 Iteration 3Q: 3 clusters Score -7237357 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17154 members Mstep: Class 2 contains 16966 members Entering Unmasked Estep Score: -7237720.500000 Penalty: 12786.108398 Iteration 4Q: 3 clusters Score -7237720 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17134 members Mstep: Class 2 contains 16986 members Entering Unmasked Estep Score: -7238031.000000 Penalty: 12786.108398 Iteration 5Q: 3 clusters Score -7238031 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17102 members Mstep: Class 2 contains 17018 members Entering Unmasked Estep Score: -7238339.500000 Penalty: 12786.108398 Iteration 6Q: 3 clusters Score -7238340 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17061 members Mstep: Class 2 contains 17059 members Entering Unmasked Estep Score: -7238587.000000 Penalty: 12786.108398 Iteration 7Q: 3 clusters Score -7238587 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17012 members Mstep: Class 2 contains 17108 members Entering Unmasked Estep Score: -7238801.500000 Penalty: 12786.108398 Iteration 8Q: 3 clusters Score -7238802 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16970 members Mstep: Class 2 contains 17150 members Entering Unmasked Estep Score: -7239053.500000 Penalty: 12786.108398 Iteration 9Q: 3 clusters Score -7239054 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16924 members Mstep: Class 2 contains 17196 members Entering Unmasked Estep Score: -7239287.000000 Penalty: 12786.108398 Iteration 10Q: 3 clusters Score -7239287 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16878 members Mstep: Class 2 contains 17242 members Entering Unmasked Estep Score: -7239496.000000 Penalty: 12786.108398 Iteration 11Q: 3 clusters Score -7239496 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 17271 members Entering Unmasked Estep Score: -7239731.000000 Penalty: 12786.108398 Iteration 12Q: 3 clusters Score -7239731 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16804 members Mstep: Class 2 contains 17316 members Entering Unmasked Estep Score: -7239949.000000 Penalty: 12786.108398 Iteration 13Q: 3 clusters Score -7239949 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16756 members Mstep: Class 2 contains 17364 members Entering Unmasked Estep Score: -7240124.500000 Penalty: 12786.108398 Iteration 14Q: 3 clusters Score -7240124 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16696 members Mstep: Class 2 contains 17424 members Entering Unmasked Estep Score: -7240335.000000 Penalty: 12786.108398 Iteration 15Q: 3 clusters Score -7240335 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16580 members Mstep: Class 2 contains 17540 members Entering Unmasked Estep Score: -7240527.000000 Penalty: 12786.108398 Iteration 16Q: 3 clusters Score -7240527 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16445 members Mstep: Class 2 contains 17675 members Entering Unmasked Estep Score: -7240692.500000 Penalty: 12786.108398 Iteration 17Q: 3 clusters Score -7240692 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16334 members Mstep: Class 2 contains 17786 members Entering Unmasked Estep Score: -7240954.500000 Penalty: 12786.108398 Iteration 18Q: 3 clusters Score -7240954 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16138 members Mstep: Class 2 contains 17982 members Entering Unmasked Estep Score: -7241124.000000 Penalty: 12786.108398 Iteration 19Q: 3 clusters Score -7241124 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 18242 members Entering Unmasked Estep Score: -7241328.000000 Penalty: 12786.108398 Iteration 20F: 3 clusters Score -7241328 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 18572 members Entering Unmasked Estep Score: -7241611.000000 Penalty: 12786.108398 Iteration 21Q: 3 clusters Score -7241611 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15179 members Mstep: Class 2 contains 18941 members Entering Unmasked Estep Score: -7241847.500000 Penalty: 12786.108398 Iteration 22Q: 3 clusters Score -7241848 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14732 members Mstep: Class 2 contains 19388 members Entering Unmasked Estep Score: -7242163.500000 Penalty: 12786.108398 Iteration 23Q: 3 clusters Score -7242164 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 19871 members Entering Unmasked Estep Score: -7242542.500000 Penalty: 12786.108398 Iteration 24Q: 3 clusters Score -7242542 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13714 members Mstep: Class 2 contains 20406 members Entering Unmasked Estep Score: -7242921.500000 Penalty: 12786.108398 Iteration 25Q: 3 clusters Score -7242922 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13124 members Mstep: Class 2 contains 20996 members Entering Unmasked Estep Score: -7243424.000000 Penalty: 12786.108398 Iteration 26Q: 3 clusters Score -7243424 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 21600 members Entering Unmasked Estep Score: -7243835.000000 Penalty: 12786.108398 Iteration 27Q: 3 clusters Score -7243835 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 22228 members Entering Unmasked Estep Score: -7244284.000000 Penalty: 12786.108398 Iteration 28Q: 3 clusters Score -7244284 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 22889 members Entering Unmasked Estep Score: -7244777.500000 Penalty: 12786.108398 Iteration 29Q: 3 clusters Score -7244778 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 23515 members Entering Unmasked Estep Score: -7245151.000000 Penalty: 12786.108398 Iteration 30Q: 3 clusters Score -7245151 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 24094 members Entering Unmasked Estep Score: -7245468.500000 Penalty: 12786.108398 Iteration 31Q: 3 clusters Score -7245468 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 24654 members Entering Unmasked Estep Score: -7245739.000000 Penalty: 12786.108398 Iteration 32Q: 3 clusters Score -7245739 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 25167 members Entering Unmasked Estep Score: -7246003.500000 Penalty: 12786.108398 Iteration 33Q: 3 clusters Score -7246004 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 25687 members Entering Unmasked Estep Score: -7246244.000000 Penalty: 12786.108398 Iteration 34Q: 3 clusters Score -7246244 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 26173 members Entering Unmasked Estep Score: -7246479.500000 Penalty: 12786.108398 Iteration 35Q: 3 clusters Score -7246480 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 26630 members Entering Unmasked Estep Score: -7246707.500000 Penalty: 12786.108398 Iteration 36Q: 3 clusters Score -7246708 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 27087 members Entering Unmasked Estep Score: -7246962.000000 Penalty: 12786.108398 Iteration 37Q: 3 clusters Score -7246962 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 27503 members Entering Unmasked Estep Score: -7247185.500000 Penalty: 12786.108398 Iteration 38Q: 3 clusters Score -7247186 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 27895 members Entering Unmasked Estep Score: -7247415.500000 Penalty: 12786.108398 Iteration 39Q: 3 clusters Score -7247416 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 28282 members Entering Unmasked Estep Score: -7247655.500000 Penalty: 12786.108398 Iteration 40F: 3 clusters Score -7247656 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 28606 members Entering Unmasked Estep Score: -7247827.500000 Penalty: 12786.108398 Iteration 41Q: 3 clusters Score -7247828 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 28920 members Entering Unmasked Estep Score: -7248014.500000 Penalty: 12786.108398 Iteration 42Q: 3 clusters Score -7248014 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 29183 members Entering Unmasked Estep Score: -7248180.000000 Penalty: 12786.108398 Iteration 43Q: 3 clusters Score -7248180 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 29393 members Entering Unmasked Estep Score: -7248296.000000 Penalty: 12786.108398 Iteration 44Q: 3 clusters Score -7248296 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 29603 members Entering Unmasked Estep Score: -7248394.000000 Penalty: 12786.108398 Iteration 45Q: 3 clusters Score -7248394 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 29776 members Entering Unmasked Estep Score: -7248494.000000 Penalty: 12786.108398 Iteration 46Q: 3 clusters Score -7248494 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 29898 members Entering Unmasked Estep Score: -7248551.500000 Penalty: 12786.108398 Iteration 47Q: 3 clusters Score -7248552 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 30006 members Entering Unmasked Estep Score: -7248592.500000 Penalty: 12786.108398 Iteration 48Q: 3 clusters Score -7248592 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 30122 members Entering Unmasked Estep Score: -7248655.500000 Penalty: 12786.108398 Iteration 49Q: 3 clusters Score -7248656 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 30229 members Entering Unmasked Estep Score: -7248701.500000 Penalty: 12786.108398 Iteration 50Q: 3 clusters Score -7248702 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 30309 members Entering Unmasked Estep Score: -7248733.500000 Penalty: 12786.108398 Iteration 51Q: 3 clusters Score -7248734 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 30376 members Entering Unmasked Estep Score: -7248748.500000 Penalty: 12786.108398 Iteration 52Q: 3 clusters Score -7248748 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 30429 members Entering Unmasked Estep Score: -7248755.500000 Penalty: 12786.108398 Iteration 53Q: 3 clusters Score -7248756 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 30477 members Entering Unmasked Estep Score: -7248777.500000 Penalty: 12786.108398 Iteration 54Q: 3 clusters Score -7248778 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 30536 members Entering Unmasked Estep Score: -7248800.500000 Penalty: 12786.108398 Iteration 55Q: 3 clusters Score -7248800 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 30576 members Entering Unmasked Estep Score: -7248803.500000 Penalty: 12786.108398 Iteration 56Q: 3 clusters Score -7248804 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 30608 members Entering Unmasked Estep Score: -7248822.500000 Penalty: 12786.108398 Iteration 57Q: 3 clusters Score -7248822 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 30636 members Entering Unmasked Estep Score: -7248844.000000 Penalty: 12786.108398 Iteration 58Q: 3 clusters Score -7248844 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 30669 members Entering Unmasked Estep Score: -7248866.500000 Penalty: 12786.108398 Iteration 59Q: 3 clusters Score -7248866 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 30694 members Entering Unmasked Estep Score: -7248857.500000 Penalty: 12786.108398 Iteration 60F: 3 clusters Score -7248858 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 30712 members Entering Unmasked Estep Score: -7248857.500000 Penalty: 12786.108398 Iteration 61Q: 3 clusters Score -7248858 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 30733 members Entering Unmasked Estep Score: -7248865.000000 Penalty: 12786.108398 Iteration 62Q: 3 clusters Score -7248865 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 30749 members Entering Unmasked Estep Score: -7248868.000000 Penalty: 12786.108398 Iteration 63Q: 3 clusters Score -7248868 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 30765 members Entering Unmasked Estep Score: -7248876.500000 Penalty: 12786.108398 Iteration 64Q: 3 clusters Score -7248876 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 30780 members Entering Unmasked Estep Score: -7248892.000000 Penalty: 12786.108398 Iteration 65Q: 3 clusters Score -7248892 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 30797 members Entering Unmasked Estep Score: -7248904.500000 Penalty: 12786.108398 Iteration 66Q: 3 clusters Score -7248904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 30810 members Entering Unmasked Estep Score: -7248906.000000 Penalty: 12786.108398 Iteration 67Q: 3 clusters Score -7248906 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 30825 members Entering Unmasked Estep Score: -7248903.500000 Penalty: 12786.108398 Iteration 68Q: 3 clusters Score -7248904 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 30837 members Entering Unmasked Estep Score: -7248896.500000 Penalty: 12786.108398 Iteration 69Q: 3 clusters Score -7248896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 30844 members Entering Unmasked Estep Score: -7248908.500000 Penalty: 12786.108398 Iteration 70Q: 3 clusters Score -7248908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 30850 members Entering Unmasked Estep Score: -7248908.000000 Penalty: 12786.108398 Iteration 71Q: 3 clusters Score -7248908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 30854 members Entering Unmasked Estep Score: -7248900.500000 Penalty: 12786.108398 Iteration 72Q: 3 clusters Score -7248900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 30857 members Entering Unmasked Estep Score: -7248909.000000 Penalty: 12786.108398 Iteration 73Q: 3 clusters Score -7248909 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 30859 members Entering Unmasked Estep Score: -7248902.500000 Penalty: 12786.108398 Iteration 74Q: 3 clusters Score -7248902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 30859 members Entering Unmasked Estep Score: -7248902.500000 Penalty: 12786.108398 Iteration 75F: 3 clusters Score -7248902 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Entering Unmasked Estep Score: -252810.296875 Penalty: 4370.120605 Iteration 0F: 2 clusters Score -252810.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -248484.656250 Penalty: 8740.241211 Iteration 0F: 3 clusters Score -248484.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -249028.140625 Penalty: 8740.241211 Iteration 1F: 3 clusters Score -249028.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -249299.484375 Penalty: 8740.241211 Iteration 2F: 3 clusters Score -249299.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -249431.968750 Penalty: 8740.241211 Iteration 3Q: 3 clusters Score -249432 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -249514.000000 Penalty: 8740.241211 Iteration 4Q: 3 clusters Score -249514 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -249595.578125 Penalty: 8740.241211 Iteration 5Q: 3 clusters Score -249595.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -249633.171875 Penalty: 8740.241211 Iteration 6Q: 3 clusters Score -249633.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -249647.109375 Penalty: 8740.241211 Iteration 7Q: 3 clusters Score -249647.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -249670.875000 Penalty: 8740.241211 Iteration 8Q: 3 clusters Score -249670.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -249686.109375 Penalty: 8740.241211 Iteration 9Q: 3 clusters Score -249686.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -249692.203125 Penalty: 8740.241211 Iteration 10Q: 3 clusters Score -249692.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -249704.640625 Penalty: 8740.241211 Iteration 11Q: 3 clusters Score -249704.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -249720.453125 Penalty: 8740.241211 Iteration 12Q: 3 clusters Score -249720.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -249754.578125 Penalty: 8740.241211 Iteration 13Q: 3 clusters Score -249754.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -249771.578125 Penalty: 8740.241211 Iteration 14Q: 3 clusters Score -249771.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -249806.031250 Penalty: 8740.241211 Iteration 15Q: 3 clusters Score -249806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -249832.953125 Penalty: 8740.241211 Iteration 16Q: 3 clusters Score -249833 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -249869.281250 Penalty: 8740.241211 Iteration 17Q: 3 clusters Score -249869.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -249903.218750 Penalty: 8740.241211 Iteration 18Q: 3 clusters Score -249903.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -249930.546875 Penalty: 8740.241211 Iteration 19Q: 3 clusters Score -249930.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -249968.218750 Penalty: 8740.241211 Iteration 20F: 3 clusters Score -249968.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -250011.531250 Penalty: 8740.241211 Iteration 21Q: 3 clusters Score -250011.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -250056.484375 Penalty: 8740.241211 Iteration 22Q: 3 clusters Score -250056.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -250100.250000 Penalty: 8740.241211 Iteration 23Q: 3 clusters Score -250100.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -250182.250000 Penalty: 8740.241211 Iteration 24Q: 3 clusters Score -250182.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -250275.578125 Penalty: 8740.241211 Iteration 25Q: 3 clusters Score -250275.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -250408.250000 Penalty: 8740.241211 Iteration 26Q: 3 clusters Score -250408.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -250682.281250 Penalty: 8740.241211 Iteration 27Q: 3 clusters Score -250682.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -251025.921875 Penalty: 8740.241211 Iteration 28Q: 3 clusters Score -251025.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -251079.171875 Penalty: 8740.241211 Iteration 29Q: 3 clusters Score -251079.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -251128.531250 Penalty: 8740.241211 Iteration 30Q: 3 clusters Score -251128.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -251187.671875 Penalty: 8740.241211 Iteration 31Q: 3 clusters Score -251187.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -251225.437500 Penalty: 8740.241211 Iteration 32Q: 3 clusters Score -251225.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -251249.906250 Penalty: 8740.241211 Iteration 33Q: 3 clusters Score -251249.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -251263.484375 Penalty: 8740.241211 Iteration 34Q: 3 clusters Score -251263.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -251272.203125 Penalty: 8740.241211 Iteration 35Q: 3 clusters Score -251272.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -251272.203125 Penalty: 8740.241211 Iteration 36F: 3 clusters Score -251272.2 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: -178506.953125 Penalty: 4180.594238 Iteration 0F: 2 clusters Score -178507 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -174526.500000 Penalty: 8361.188477 Iteration 0F: 3 clusters Score -174526.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -174858.625000 Penalty: 8361.188477 Iteration 1F: 3 clusters Score -174858.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -174984.265625 Penalty: 8361.188477 Iteration 2Q: 3 clusters Score -174984.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -175022.406250 Penalty: 8361.188477 Iteration 3Q: 3 clusters Score -175022.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -175031.328125 Penalty: 8361.188477 Iteration 4Q: 3 clusters Score -175031.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -175036.375000 Penalty: 8361.188477 Iteration 5Q: 3 clusters Score -175036.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -175042.578125 Penalty: 8361.188477 Iteration 6Q: 3 clusters Score -175042.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -175047.125000 Penalty: 8361.188477 Iteration 7Q: 3 clusters Score -175047.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -175056.031250 Penalty: 8361.188477 Iteration 8Q: 3 clusters Score -175056 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -175064.062500 Penalty: 8361.188477 Iteration 9Q: 3 clusters Score -175064.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -175067.015625 Penalty: 8361.188477 Iteration 10Q: 3 clusters Score -175067 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -175067.015625 Penalty: 8361.188477 Iteration 11F: 3 clusters Score -175067 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 157183 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 55004 members Mstep: Class 6 contains 41896 members Mstep: Class 7 contains 167244 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8576 members Mstep: Class 10 contains 15175 members Mstep: Class 11 contains 25312 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28655 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34120 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -119251304.000000 Penalty: 154271.140625 Iteration 79Q: 20 clusters Score -1.192513e+08 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 19964 members Mstep: Class 2 contains 157188 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 304 members Mstep: Class 5 contains 54993 members Mstep: Class 6 contains 41898 members Mstep: Class 7 contains 167251 members Mstep: Class 8 contains 2433 members Mstep: Class 9 contains 8549 members Mstep: Class 10 contains 15178 members Mstep: Class 11 contains 25326 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28661 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34117 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 924 members Entering Unmasked Estep ConsiderDeletion Score: -119251304.000000 Penalty: 154271.140625 Iteration 80F: 20 clusters Score -1.192513e+08 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19964 members Mstep: Class 2 contains 157190 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54987 members Mstep: Class 6 contains 41898 members Mstep: Class 7 contains 167259 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8532 members Mstep: Class 10 contains 15179 members Mstep: Class 11 contains 25334 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28664 members Mstep: Class 15 contains 8477 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34115 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 927 members Entering Unmasked Estep ConsiderDeletion Score: -119251312.000000 Penalty: 154271.140625 Iteration 81Q: 20 clusters Score -1.192513e+08 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19961 members Mstep: Class 2 contains 157182 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54980 members Mstep: Class 6 contains 41899 members Mstep: Class 7 contains 167265 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8516 members Mstep: Class 10 contains 15179 members Mstep: Class 11 contains 25361 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28670 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34106 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -119251352.000000 Penalty: 154271.140625 Iteration 82Q: 20 clusters Score -1.192514e+08 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 157172 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54975 members Mstep: Class 6 contains 41901 members Mstep: Class 7 contains 167265 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8501 members Mstep: Class 10 contains 15180 members Mstep: Class 11 contains 25384 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28681 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34101 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -119251320.000000 Penalty: 154271.140625 Iteration 83Q: 20 clusters Score -1.192513e+08 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19962 members Mstep: Class 2 contains 157152 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54967 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167263 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8491 members Mstep: Class 10 contains 15182 members Mstep: Class 11 contains 25412 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28691 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34096 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -119251328.000000 Penalty: 154271.140625 Iteration 84Q: 20 clusters Score -1.192513e+08 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19964 members Mstep: Class 2 contains 157130 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54964 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167266 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8482 members Mstep: Class 10 contains 15182 members Mstep: Class 11 contains 25432 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28699 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34097 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -119251288.000000 Penalty: 154271.140625 Iteration 85Q: 20 clusters Score -1.192513e+08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 157117 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54956 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167271 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8476 members Mstep: Class 10 contains 15184 members Mstep: Class 11 contains 25445 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28707 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34095 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -119251336.000000 Penalty: 154271.140625 Iteration 86Q: 20 clusters Score -1.192513e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 157104 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54951 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167273 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8473 members Mstep: Class 10 contains 15188 members Mstep: Class 11 contains 25460 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28714 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34091 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -119251368.000000 Penalty: 154271.140625 Iteration 87Q: 20 clusters Score -1.192514e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19965 members Mstep: Class 2 contains 157095 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54945 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167275 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8469 members Mstep: Class 10 contains 15189 members Mstep: Class 11 contains 25468 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28722 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34088 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -119251424.000000 Penalty: 154271.140625 Iteration 88Q: 20 clusters Score -1.192514e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19967 members Mstep: Class 2 contains 157085 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54942 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167275 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8466 members Mstep: Class 10 contains 15189 members Mstep: Class 11 contains 25475 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28731 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34085 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 930 members Entering Unmasked Estep ConsiderDeletion Score: -119251448.000000 Penalty: 154271.140625 Iteration 89Q: 20 clusters Score -1.192514e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19972 members Mstep: Class 2 contains 157074 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54937 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167279 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8464 members Mstep: Class 10 contains 15192 members Mstep: Class 11 contains 25477 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28735 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34083 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 932 members Entering Unmasked Estep ConsiderDeletion Score: -119251528.000000 Penalty: 154271.140625 Iteration 90Q: 20 clusters Score -1.192515e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19976 members Mstep: Class 2 contains 157062 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54933 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167279 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8460 members Mstep: Class 10 contains 15196 members Mstep: Class 11 contains 25488 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28739 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -119251464.000000 Penalty: 154271.140625 Iteration 91Q: 20 clusters Score -1.192515e+08 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19983 members Mstep: Class 2 contains 157046 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54930 members Mstep: Class 6 contains 41904 members Mstep: Class 7 contains 167275 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8456 members Mstep: Class 10 contains 15200 members Mstep: Class 11 contains 25493 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28749 members Mstep: Class 15 contains 8477 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 934 members Entering Unmasked Estep ConsiderDeletion Score: -119251448.000000 Penalty: 154271.140625 Iteration 92Q: 20 clusters Score -1.192514e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19990 members Mstep: Class 2 contains 157036 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54926 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167274 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8451 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25499 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28755 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251432.000000 Penalty: 154271.140625 Iteration 93Q: 20 clusters Score -1.192514e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19994 members Mstep: Class 2 contains 157023 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54921 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167276 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8450 members Mstep: Class 10 contains 15204 members Mstep: Class 11 contains 25505 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28761 members Mstep: Class 15 contains 8477 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251440.000000 Penalty: 154271.140625 Iteration 94Q: 20 clusters Score -1.192514e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 157019 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54919 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167282 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8447 members Mstep: Class 10 contains 15203 members Mstep: Class 11 contains 25507 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28762 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251424.000000 Penalty: 154271.140625 Iteration 95Q: 20 clusters Score -1.192514e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 157014 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54918 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167286 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8446 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25510 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28763 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251512.000000 Penalty: 154271.140625 Iteration 96Q: 20 clusters Score -1.192515e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 157007 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54917 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167294 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8445 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25511 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28763 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251424.000000 Penalty: 154271.140625 Iteration 97Q: 20 clusters Score -1.192514e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 157001 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54913 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167306 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8443 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25512 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28764 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34077 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251416.000000 Penalty: 154271.140625 Iteration 98Q: 20 clusters Score -1.192514e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 156997 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54911 members Mstep: Class 6 contains 41903 members Mstep: Class 7 contains 167310 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25513 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28765 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251384.000000 Penalty: 154271.140625 Iteration 99Q: 20 clusters Score -1.192514e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 156993 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54911 members Mstep: Class 6 contains 41905 members Mstep: Class 7 contains 167309 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25514 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28766 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34081 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251448.000000 Penalty: 154271.140625 Iteration 100F: 20 clusters Score -1.192514e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 156987 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 54908 members Mstep: Class 6 contains 41906 members Mstep: Class 7 contains 167311 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25519 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28767 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34081 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -119251424.000000 Penalty: 154271.140625 Iteration 101Q: 20 clusters Score -1.192514e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 156985 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54909 members Mstep: Class 6 contains 41907 members Mstep: Class 7 contains 167312 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25519 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28768 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 936 members Entering Unmasked Estep ConsiderDeletion Score: -119251552.000000 Penalty: 154271.140625 Iteration 102Q: 20 clusters Score -1.192516e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156982 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54908 members Mstep: Class 6 contains 41908 members Mstep: Class 7 contains 167314 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25516 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28766 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 942 members Entering Unmasked Estep ConsiderDeletion Score: -119251520.000000 Penalty: 154271.140625 Iteration 103Q: 20 clusters Score -1.192515e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156982 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54905 members Mstep: Class 6 contains 41909 members Mstep: Class 7 contains 167311 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25514 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28768 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 947 members Entering Unmasked Estep ConsiderDeletion Score: -119251496.000000 Penalty: 154271.140625 Iteration 104Q: 20 clusters Score -1.192515e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156976 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54904 members Mstep: Class 6 contains 41909 members Mstep: Class 7 contains 167309 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25519 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28769 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 950 members Entering Unmasked Estep ConsiderDeletion Score: -119251432.000000 Penalty: 154271.140625 Iteration 105Q: 20 clusters Score -1.192514e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156975 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54902 members Mstep: Class 6 contains 41909 members Mstep: Class 7 contains 167306 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25516 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28773 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1429 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 955 members Entering Unmasked Estep ConsiderDeletion Score: -119251504.000000 Penalty: 154271.140625 Iteration 106Q: 20 clusters Score -1.192515e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156974 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54899 members Mstep: Class 6 contains 41909 members Mstep: Class 7 contains 167302 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15201 members Mstep: Class 11 contains 25516 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28779 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251568.000000 Penalty: 154271.140625 Iteration 107Q: 20 clusters Score -1.192516e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156972 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54895 members Mstep: Class 6 contains 41909 members Mstep: Class 7 contains 167296 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25520 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28787 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251528.000000 Penalty: 154271.140625 Iteration 108Q: 20 clusters Score -1.192515e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156968 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54895 members Mstep: Class 6 contains 41909 members Mstep: Class 7 contains 167295 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25521 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28791 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251536.000000 Penalty: 154271.140625 Iteration 109Q: 20 clusters Score -1.192515e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156964 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54895 members Mstep: Class 6 contains 41909 members Mstep: Class 7 contains 167295 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25522 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28795 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34077 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251488.000000 Penalty: 154271.140625 Iteration 110Q: 20 clusters Score -1.192515e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156964 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54893 members Mstep: Class 6 contains 41910 members Mstep: Class 7 contains 167293 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25520 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28800 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34077 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251536.000000 Penalty: 154271.140625 Iteration 111Q: 20 clusters Score -1.192515e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156956 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54893 members Mstep: Class 6 contains 41910 members Mstep: Class 7 contains 167292 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25525 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28803 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34078 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251560.000000 Penalty: 154271.140625 Iteration 112Q: 20 clusters Score -1.192516e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156949 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54890 members Mstep: Class 6 contains 41910 members Mstep: Class 7 contains 167289 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25533 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28807 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251560.000000 Penalty: 154271.140625 Iteration 113Q: 20 clusters Score -1.192516e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156945 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54889 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167283 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25535 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28814 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251536.000000 Penalty: 154271.140625 Iteration 114Q: 20 clusters Score -1.192515e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156942 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54889 members Mstep: Class 6 contains 41911 members Mstep: Class 7 contains 167284 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25536 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28816 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251528.000000 Penalty: 154271.140625 Iteration 115Q: 20 clusters Score -1.192515e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156936 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54889 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167287 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25537 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251520.000000 Penalty: 154271.140625 Iteration 116Q: 20 clusters Score -1.192515e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156934 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54889 members Mstep: Class 6 contains 41913 members Mstep: Class 7 contains 167289 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25536 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34079 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251536.000000 Penalty: 154271.140625 Iteration 117Q: 20 clusters Score -1.192515e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156930 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167290 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25537 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251520.000000 Penalty: 154271.140625 Iteration 118Q: 20 clusters Score -1.192515e+08 nChanged 1 Entering ConstructFrom: Score: -119251520.000000 Penalty: 154271.140625 Entering ConstructFrom: Trying to split cluster 1 (19997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19997 members Entering Unmasked Estep Score: -4235917.000000 Penalty: 6065.794434 Iteration 0F: 2 clusters Score -4235917 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10095 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -4219450.500000 Penalty: 12131.588867 Iteration 0F: 3 clusters Score -4219450 nChanged 8067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -4223713.000000 Penalty: 12131.588867 Iteration 1F: 3 clusters Score -4223713 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -4224347.500000 Penalty: 12131.588867 Iteration 2F: 3 clusters Score -4224348 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -4224791.000000 Penalty: 12131.588867 Iteration 3F: 3 clusters Score -4224791 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -4225113.500000 Penalty: 12131.588867 Iteration 4Q: 3 clusters Score -4225114 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -4225378.000000 Penalty: 12131.588867 Iteration 5Q: 3 clusters Score -4225378 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -4225608.000000 Penalty: 12131.588867 Iteration 6Q: 3 clusters Score -4225608 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -4225868.500000 Penalty: 12131.588867 Iteration 7Q: 3 clusters Score -4225868 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13175 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -4226153.000000 Penalty: 12131.588867 Iteration 8Q: 3 clusters Score -4226153 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13743 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -4226436.500000 Penalty: 12131.588867 Iteration 9Q: 3 clusters Score -4226436 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14341 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -4226770.000000 Penalty: 12131.588867 Iteration 10Q: 3 clusters Score -4226770 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -4227146.000000 Penalty: 12131.588867 Iteration 11Q: 3 clusters Score -4227146 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -4227579.000000 Penalty: 12131.588867 Iteration 12Q: 3 clusters Score -4227579 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16294 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -4228037.000000 Penalty: 12131.588867 Iteration 13Q: 3 clusters Score -4228037 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16871 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -4228437.500000 Penalty: 12131.588867 Iteration 14Q: 3 clusters Score -4228438 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -4228867.000000 Penalty: 12131.588867 Iteration 15Q: 3 clusters Score -4228867 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17919 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -4229299.500000 Penalty: 12131.588867 Iteration 16Q: 3 clusters Score -4229300 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18298 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -4229630.000000 Penalty: 12131.588867 Iteration 17Q: 3 clusters Score -4229630 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18561 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -4229839.000000 Penalty: 12131.588867 Iteration 18Q: 3 clusters Score -4229839 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18727 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -4229998.000000 Penalty: 12131.588867 Iteration 19Q: 3 clusters Score -4229998 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18849 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -4230114.500000 Penalty: 12131.588867 Iteration 20F: 3 clusters Score -4230114 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18944 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -4230213.500000 Penalty: 12131.588867 Iteration 21Q: 3 clusters Score -4230214 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19011 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -4230269.000000 Penalty: 12131.588867 Iteration 22Q: 3 clusters Score -4230269 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19063 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -4230328.000000 Penalty: 12131.588867 Iteration 23Q: 3 clusters Score -4230328 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19106 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -4230372.500000 Penalty: 12131.588867 Iteration 24Q: 3 clusters Score -4230372 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19130 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -4230404.000000 Penalty: 12131.588867 Iteration 25Q: 3 clusters Score -4230404 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19146 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -4230426.000000 Penalty: 12131.588867 Iteration 26Q: 3 clusters Score -4230426 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19162 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -4230454.000000 Penalty: 12131.588867 Iteration 27Q: 3 clusters Score -4230454 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19177 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -4230468.500000 Penalty: 12131.588867 Iteration 28Q: 3 clusters Score -4230468 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19192 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -4230497.500000 Penalty: 12131.588867 Iteration 29Q: 3 clusters Score -4230498 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19206 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -4230515.000000 Penalty: 12131.588867 Iteration 30Q: 3 clusters Score -4230515 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19219 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -4230528.000000 Penalty: 12131.588867 Iteration 31Q: 3 clusters Score -4230528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19228 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -4230532.000000 Penalty: 12131.588867 Iteration 32Q: 3 clusters Score -4230532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19236 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -4230544.000000 Penalty: 12131.588867 Iteration 33Q: 3 clusters Score -4230544 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19238 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -4230552.000000 Penalty: 12131.588867 Iteration 34Q: 3 clusters Score -4230552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19241 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -4230550.000000 Penalty: 12131.588867 Iteration 35Q: 3 clusters Score -4230550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19245 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -4230555.000000 Penalty: 12131.588867 Iteration 36Q: 3 clusters Score -4230555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19249 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -4230556.000000 Penalty: 12131.588867 Iteration 37Q: 3 clusters Score -4230556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19252 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -4230561.500000 Penalty: 12131.588867 Iteration 38Q: 3 clusters Score -4230562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19252 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -4230561.500000 Penalty: 12131.588867 Iteration 39F: 3 clusters Score -4230562 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (156929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156929 members Entering Unmasked Estep Score: -33135490.000000 Penalty: 7327.673340 Iteration 0F: 2 clusters Score -3.313549e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78635 members Mstep: Class 2 contains 78294 members Entering Unmasked Estep Score: -33029882.000000 Penalty: 14655.346680 Iteration 0F: 3 clusters Score -3.302988e+07 nChanged 73042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80667 members Mstep: Class 2 contains 76262 members Entering Unmasked Estep Score: -33071012.000000 Penalty: 14655.346680 Iteration 1F: 3 clusters Score -3.307101e+07 nChanged 5560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82315 members Mstep: Class 2 contains 74614 members Entering Unmasked Estep Score: -33072430.000000 Penalty: 14655.346680 Iteration 2Q: 3 clusters Score -3.307243e+07 nChanged 5591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84642 members Mstep: Class 2 contains 72287 members Entering Unmasked Estep Score: -33073754.000000 Penalty: 14655.346680 Iteration 3Q: 3 clusters Score -3.307375e+07 nChanged 5839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88091 members Mstep: Class 2 contains 68838 members Entering Unmasked Estep Score: -33075400.000000 Penalty: 14655.346680 Iteration 4Q: 3 clusters Score -3.30754e+07 nChanged 6728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93141 members Mstep: Class 2 contains 63788 members Entering Unmasked Estep Score: -33078204.000000 Penalty: 14655.346680 Iteration 5Q: 3 clusters Score -3.30782e+07 nChanged 8244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100237 members Mstep: Class 2 contains 56692 members Entering Unmasked Estep Score: -33082280.000000 Penalty: 14655.346680 Iteration 6F: 3 clusters Score -3.308228e+07 nChanged 10209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109730 members Mstep: Class 2 contains 47199 members Entering Unmasked Estep Score: -33089318.000000 Penalty: 14655.346680 Iteration 7F: 3 clusters Score -3.308932e+07 nChanged 11579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120879 members Mstep: Class 2 contains 36050 members Entering Unmasked Estep Score: -33098008.000000 Penalty: 14655.346680 Iteration 8F: 3 clusters Score -3.309801e+07 nChanged 11216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131887 members Mstep: Class 2 contains 25042 members Entering Unmasked Estep Score: -33107934.000000 Penalty: 14655.346680 Iteration 9F: 3 clusters Score -3.310793e+07 nChanged 9190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140981 members Mstep: Class 2 contains 15948 members Entering Unmasked Estep Score: -33116278.000000 Penalty: 14655.346680 Iteration 10F: 3 clusters Score -3.311628e+07 nChanged 6267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147200 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -33122230.000000 Penalty: 14655.346680 Iteration 11Q: 3 clusters Score -3.312223e+07 nChanged 3622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150786 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -33125578.000000 Penalty: 14655.346680 Iteration 12Q: 3 clusters Score -3.312558e+07 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152576 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -33127382.000000 Penalty: 14655.346680 Iteration 13Q: 3 clusters Score -3.312738e+07 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153464 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -33128276.000000 Penalty: 14655.346680 Iteration 14Q: 3 clusters Score -3.312828e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153930 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -33128746.000000 Penalty: 14655.346680 Iteration 15Q: 3 clusters Score -3.312875e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154208 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -33129082.000000 Penalty: 14655.346680 Iteration 16Q: 3 clusters Score -3.312908e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154369 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -33129280.000000 Penalty: 14655.346680 Iteration 17Q: 3 clusters Score -3.312928e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154471 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -33129408.000000 Penalty: 14655.346680 Iteration 18Q: 3 clusters Score -3.312941e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154575 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -33129468.000000 Penalty: 14655.346680 Iteration 19Q: 3 clusters Score -3.312947e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154657 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -33129570.000000 Penalty: 14655.346680 Iteration 20F: 3 clusters Score -3.312957e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154725 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -33129644.000000 Penalty: 14655.346680 Iteration 21Q: 3 clusters Score -3.312964e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154778 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -33129696.000000 Penalty: 14655.346680 Iteration 22Q: 3 clusters Score -3.31297e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154829 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -33129704.000000 Penalty: 14655.346680 Iteration 23Q: 3 clusters Score -3.31297e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154869 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -33129744.000000 Penalty: 14655.346680 Iteration 24Q: 3 clusters Score -3.312974e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154913 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -33129764.000000 Penalty: 14655.346680 Iteration 25Q: 3 clusters Score -3.312976e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154949 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -33129790.000000 Penalty: 14655.346680 Iteration 26Q: 3 clusters Score -3.312979e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154981 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -33129868.000000 Penalty: 14655.346680 Iteration 27Q: 3 clusters Score -3.312987e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155000 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -33129884.000000 Penalty: 14655.346680 Iteration 28Q: 3 clusters Score -3.312988e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155020 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -33129906.000000 Penalty: 14655.346680 Iteration 29Q: 3 clusters Score -3.312991e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155038 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -33129962.000000 Penalty: 14655.346680 Iteration 30Q: 3 clusters Score -3.312996e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155051 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -33129982.000000 Penalty: 14655.346680 Iteration 31Q: 3 clusters Score -3.312998e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155059 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -33129970.000000 Penalty: 14655.346680 Iteration 32Q: 3 clusters Score -3.312997e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155068 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -33129964.000000 Penalty: 14655.346680 Iteration 33Q: 3 clusters Score -3.312996e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155081 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -33129968.000000 Penalty: 14655.346680 Iteration 34Q: 3 clusters Score -3.312997e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155088 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -33129984.000000 Penalty: 14655.346680 Iteration 35Q: 3 clusters Score -3.312998e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155093 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -33129994.000000 Penalty: 14655.346680 Iteration 36Q: 3 clusters Score -3.312999e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155097 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -33129992.000000 Penalty: 14655.346680 Iteration 37Q: 3 clusters Score -3.312999e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155104 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -33130008.000000 Penalty: 14655.346680 Iteration 38Q: 3 clusters Score -3.313001e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155116 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -33130040.000000 Penalty: 14655.346680 Iteration 39Q: 3 clusters Score -3.313004e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155123 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -33130014.000000 Penalty: 14655.346680 Iteration 40F: 3 clusters Score -3.313001e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155127 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -33130046.000000 Penalty: 14655.346680 Iteration 41Q: 3 clusters Score -3.313005e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155133 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -33130024.000000 Penalty: 14655.346680 Iteration 42Q: 3 clusters Score -3.313002e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155140 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -33130052.000000 Penalty: 14655.346680 Iteration 43Q: 3 clusters Score -3.313005e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155143 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -33130018.000000 Penalty: 14655.346680 Iteration 44Q: 3 clusters Score -3.313002e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155146 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -33130046.000000 Penalty: 14655.346680 Iteration 45Q: 3 clusters Score -3.313005e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155151 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -33130040.000000 Penalty: 14655.346680 Iteration 46Q: 3 clusters Score -3.313004e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155157 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -33130054.000000 Penalty: 14655.346680 Iteration 47Q: 3 clusters Score -3.313005e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155159 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -33130034.000000 Penalty: 14655.346680 Iteration 48Q: 3 clusters Score -3.313003e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155160 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -33130050.000000 Penalty: 14655.346680 Iteration 49Q: 3 clusters Score -3.313005e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155166 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -33130034.000000 Penalty: 14655.346680 Iteration 50Q: 3 clusters Score -3.313003e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155168 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -33130044.000000 Penalty: 14655.346680 Iteration 51Q: 3 clusters Score -3.313004e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155169 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -33130074.000000 Penalty: 14655.346680 Iteration 52Q: 3 clusters Score -3.313007e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155166 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -33130094.000000 Penalty: 14655.346680 Iteration 53Q: 3 clusters Score -3.313009e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155166 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -33130084.000000 Penalty: 14655.346680 Iteration 54Q: 3 clusters Score -3.313008e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155166 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -33130084.000000 Penalty: 14655.346680 Iteration 55F: 3 clusters Score -3.313008e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Entering Unmasked Estep Score: -237578.468750 Penalty: 4416.625977 Iteration 0F: 2 clusters Score -237578.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -233489.078125 Penalty: 8833.251953 Iteration 0F: 3 clusters Score -233489.1 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -234737.593750 Penalty: 8833.251953 Iteration 1F: 3 clusters Score -234737.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -235564.828125 Penalty: 8833.251953 Iteration 2F: 3 clusters Score -235564.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -236299.265625 Penalty: 8833.251953 Iteration 3F: 3 clusters Score -236299.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -236820.968750 Penalty: 8833.251953 Iteration 4F: 3 clusters Score -236821 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -237056.265625 Penalty: 8833.251953 Iteration 5Q: 3 clusters Score -237056.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -237142.625000 Penalty: 8833.251953 Iteration 6Q: 3 clusters Score -237142.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -237214.625000 Penalty: 8833.251953 Iteration 7Q: 3 clusters Score -237214.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -237267.625000 Penalty: 8833.251953 Iteration 8Q: 3 clusters Score -237267.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -237292.984375 Penalty: 8833.251953 Iteration 9Q: 3 clusters Score -237293 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -237313.031250 Penalty: 8833.251953 Iteration 10Q: 3 clusters Score -237313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -237346.328125 Penalty: 8833.251953 Iteration 11Q: 3 clusters Score -237346.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -237428.203125 Penalty: 8833.251953 Iteration 12Q: 3 clusters Score -237428.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -237444.906250 Penalty: 8833.251953 Iteration 13Q: 3 clusters Score -237444.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -237475.718750 Penalty: 8833.251953 Iteration 14Q: 3 clusters Score -237475.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -237516.203125 Penalty: 8833.251953 Iteration 15Q: 3 clusters Score -237516.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -237547.171875 Penalty: 8833.251953 Iteration 16Q: 3 clusters Score -237547.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -237559.515625 Penalty: 8833.251953 Iteration 17Q: 3 clusters Score -237559.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -237574.515625 Penalty: 8833.251953 Iteration 18Q: 3 clusters Score -237574.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -237717.484375 Penalty: 8833.251953 Iteration 19Q: 3 clusters Score -237717.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -237765.562500 Penalty: 8833.251953 Iteration 20F: 3 clusters Score -237765.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -237769.812500 Penalty: 8833.251953 Iteration 21Q: 3 clusters Score -237769.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -237774.109375 Penalty: 8833.251953 Iteration 22Q: 3 clusters Score -237774.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -237774.109375 Penalty: 8833.251953 Iteration 23F: 3 clusters Score -237774.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156929 members Mstep: Class 3 contains 910 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167291 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25537 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 18 contains 444 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep Score: -119248144.000000 Penalty: 162390.671875 Splitting cluster 3 changes total score from -119251520.000000 to -119248144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Entering Unmasked Estep Score: -43539.257812 Penalty: 3503.690918 Iteration 0F: 2 clusters Score -43539.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -40934.156250 Penalty: 7007.381836 Iteration 0F: 3 clusters Score -40934.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -41109.679688 Penalty: 7007.381836 Iteration 1F: 3 clusters Score -41109.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -41196.945312 Penalty: 7007.381836 Iteration 2Q: 3 clusters Score -41196.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -41271.742188 Penalty: 7007.381836 Iteration 3Q: 3 clusters Score -41271.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -41350.378906 Penalty: 7007.381836 Iteration 4Q: 3 clusters Score -41350.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -41383.964844 Penalty: 7007.381836 Iteration 5Q: 3 clusters Score -41383.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -41408.722656 Penalty: 7007.381836 Iteration 6Q: 3 clusters Score -41408.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -41408.722656 Penalty: 7007.381836 Iteration 7F: 3 clusters Score -41408.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (54891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54891 members Entering Unmasked Estep Score: -11692235.000000 Penalty: 6684.276855 Iteration 0F: 2 clusters Score -1.169224e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27449 members Mstep: Class 2 contains 27442 members Entering Unmasked Estep Score: -11653228.000000 Penalty: 13368.553711 Iteration 0F: 3 clusters Score -1.165323e+07 nChanged 24416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27469 members Mstep: Class 2 contains 27422 members Entering Unmasked Estep Score: -11666465.000000 Penalty: 13368.553711 Iteration 1F: 3 clusters Score -1.166646e+07 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27391 members Mstep: Class 2 contains 27500 members Entering Unmasked Estep Score: -11667932.000000 Penalty: 13368.553711 Iteration 2F: 3 clusters Score -1.166793e+07 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27204 members Mstep: Class 2 contains 27687 members Entering Unmasked Estep Score: -11669281.000000 Penalty: 13368.553711 Iteration 3F: 3 clusters Score -1.166928e+07 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26777 members Mstep: Class 2 contains 28114 members Entering Unmasked Estep Score: -11671040.000000 Penalty: 13368.553711 Iteration 4F: 3 clusters Score -1.167104e+07 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26037 members Mstep: Class 2 contains 28854 members Entering Unmasked Estep Score: -11672995.000000 Penalty: 13368.553711 Iteration 5F: 3 clusters Score -1.1673e+07 nChanged 3322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25093 members Mstep: Class 2 contains 29798 members Entering Unmasked Estep Score: -11675196.000000 Penalty: 13368.553711 Iteration 6F: 3 clusters Score -1.16752e+07 nChanged 3357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23914 members Mstep: Class 2 contains 30977 members Entering Unmasked Estep Score: -11677558.000000 Penalty: 13368.553711 Iteration 7F: 3 clusters Score -1.167756e+07 nChanged 3286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22748 members Mstep: Class 2 contains 32143 members Entering Unmasked Estep Score: -11680068.000000 Penalty: 13368.553711 Iteration 8F: 3 clusters Score -1.168007e+07 nChanged 2991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21693 members Mstep: Class 2 contains 33198 members Entering Unmasked Estep Score: -11682347.000000 Penalty: 13368.553711 Iteration 9F: 3 clusters Score -1.168235e+07 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 34061 members Entering Unmasked Estep Score: -11683872.000000 Penalty: 13368.553711 Iteration 10Q: 3 clusters Score -1.168387e+07 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20179 members Mstep: Class 2 contains 34712 members Entering Unmasked Estep Score: -11684812.000000 Penalty: 13368.553711 Iteration 11Q: 3 clusters Score -1.168481e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19686 members Mstep: Class 2 contains 35205 members Entering Unmasked Estep Score: -11685249.000000 Penalty: 13368.553711 Iteration 12Q: 3 clusters Score -1.168525e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19317 members Mstep: Class 2 contains 35574 members Entering Unmasked Estep Score: -11685484.000000 Penalty: 13368.553711 Iteration 13Q: 3 clusters Score -1.168548e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19029 members Mstep: Class 2 contains 35862 members Entering Unmasked Estep Score: -11685566.000000 Penalty: 13368.553711 Iteration 14Q: 3 clusters Score -1.168557e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18805 members Mstep: Class 2 contains 36086 members Entering Unmasked Estep Score: -11685636.000000 Penalty: 13368.553711 Iteration 15Q: 3 clusters Score -1.168564e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18622 members Mstep: Class 2 contains 36269 members Entering Unmasked Estep Score: -11685681.000000 Penalty: 13368.553711 Iteration 16Q: 3 clusters Score -1.168568e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18477 members Mstep: Class 2 contains 36414 members Entering Unmasked Estep Score: -11685711.000000 Penalty: 13368.553711 Iteration 17Q: 3 clusters Score -1.168571e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18355 members Mstep: Class 2 contains 36536 members Entering Unmasked Estep Score: -11685751.000000 Penalty: 13368.553711 Iteration 18Q: 3 clusters Score -1.168575e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18243 members Mstep: Class 2 contains 36648 members Entering Unmasked Estep Score: -11685775.000000 Penalty: 13368.553711 Iteration 19Q: 3 clusters Score -1.168578e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18133 members Mstep: Class 2 contains 36758 members Entering Unmasked Estep Score: -11685776.000000 Penalty: 13368.553711 Iteration 20F: 3 clusters Score -1.168578e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18024 members Mstep: Class 2 contains 36867 members Entering Unmasked Estep Score: -11685822.000000 Penalty: 13368.553711 Iteration 21Q: 3 clusters Score -1.168582e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17929 members Mstep: Class 2 contains 36962 members Entering Unmasked Estep Score: -11685825.000000 Penalty: 13368.553711 Iteration 22Q: 3 clusters Score -1.168582e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17864 members Mstep: Class 2 contains 37027 members Entering Unmasked Estep Score: -11685831.000000 Penalty: 13368.553711 Iteration 23Q: 3 clusters Score -1.168583e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17802 members Mstep: Class 2 contains 37089 members Entering Unmasked Estep Score: -11685824.000000 Penalty: 13368.553711 Iteration 24Q: 3 clusters Score -1.168582e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 37150 members Entering Unmasked Estep Score: -11685839.000000 Penalty: 13368.553711 Iteration 25Q: 3 clusters Score -1.168584e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17673 members Mstep: Class 2 contains 37218 members Entering Unmasked Estep Score: -11685835.000000 Penalty: 13368.553711 Iteration 26Q: 3 clusters Score -1.168584e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17612 members Mstep: Class 2 contains 37279 members Entering Unmasked Estep Score: -11685815.000000 Penalty: 13368.553711 Iteration 27Q: 3 clusters Score -1.168582e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 37346 members Entering Unmasked Estep Score: -11685864.000000 Penalty: 13368.553711 Iteration 28Q: 3 clusters Score -1.168586e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17480 members Mstep: Class 2 contains 37411 members Entering Unmasked Estep Score: -11685875.000000 Penalty: 13368.553711 Iteration 29Q: 3 clusters Score -1.168588e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17407 members Mstep: Class 2 contains 37484 members Entering Unmasked Estep Score: -11685886.000000 Penalty: 13368.553711 Iteration 30Q: 3 clusters Score -1.168589e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17349 members Mstep: Class 2 contains 37542 members Entering Unmasked Estep Score: -11685908.000000 Penalty: 13368.553711 Iteration 31Q: 3 clusters Score -1.168591e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17275 members Mstep: Class 2 contains 37616 members Entering Unmasked Estep Score: -11685927.000000 Penalty: 13368.553711 Iteration 32Q: 3 clusters Score -1.168593e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 37670 members Entering Unmasked Estep Score: -11685950.000000 Penalty: 13368.553711 Iteration 33Q: 3 clusters Score -1.168595e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 37730 members Entering Unmasked Estep Score: -11685950.000000 Penalty: 13368.553711 Iteration 34Q: 3 clusters Score -1.168595e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17087 members Mstep: Class 2 contains 37804 members Entering Unmasked Estep Score: -11685932.000000 Penalty: 13368.553711 Iteration 35Q: 3 clusters Score -1.168593e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17020 members Mstep: Class 2 contains 37871 members Entering Unmasked Estep Score: -11685940.000000 Penalty: 13368.553711 Iteration 36Q: 3 clusters Score -1.168594e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16953 members Mstep: Class 2 contains 37938 members Entering Unmasked Estep Score: -11685933.000000 Penalty: 13368.553711 Iteration 37Q: 3 clusters Score -1.168593e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16864 members Mstep: Class 2 contains 38027 members Entering Unmasked Estep Score: -11685934.000000 Penalty: 13368.553711 Iteration 38Q: 3 clusters Score -1.168593e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16756 members Mstep: Class 2 contains 38135 members Entering Unmasked Estep Score: -11685935.000000 Penalty: 13368.553711 Iteration 39Q: 3 clusters Score -1.168594e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16649 members Mstep: Class 2 contains 38242 members Entering Unmasked Estep Score: -11685961.000000 Penalty: 13368.553711 Iteration 40F: 3 clusters Score -1.168596e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16529 members Mstep: Class 2 contains 38362 members Entering Unmasked Estep Score: -11686000.000000 Penalty: 13368.553711 Iteration 41Q: 3 clusters Score -1.1686e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16423 members Mstep: Class 2 contains 38468 members Entering Unmasked Estep Score: -11685989.000000 Penalty: 13368.553711 Iteration 42Q: 3 clusters Score -1.168599e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 38582 members Entering Unmasked Estep Score: -11686035.000000 Penalty: 13368.553711 Iteration 43Q: 3 clusters Score -1.168604e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16190 members Mstep: Class 2 contains 38701 members Entering Unmasked Estep Score: -11686073.000000 Penalty: 13368.553711 Iteration 44Q: 3 clusters Score -1.168607e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16080 members Mstep: Class 2 contains 38811 members Entering Unmasked Estep Score: -11686101.000000 Penalty: 13368.553711 Iteration 45Q: 3 clusters Score -1.16861e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15970 members Mstep: Class 2 contains 38921 members Entering Unmasked Estep Score: -11686173.000000 Penalty: 13368.553711 Iteration 46Q: 3 clusters Score -1.168617e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15861 members Mstep: Class 2 contains 39030 members Entering Unmasked Estep Score: -11686220.000000 Penalty: 13368.553711 Iteration 47Q: 3 clusters Score -1.168622e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 39149 members Entering Unmasked Estep Score: -11686226.000000 Penalty: 13368.553711 Iteration 48Q: 3 clusters Score -1.168623e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15625 members Mstep: Class 2 contains 39266 members Entering Unmasked Estep Score: -11686282.000000 Penalty: 13368.553711 Iteration 49Q: 3 clusters Score -1.168628e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15493 members Mstep: Class 2 contains 39398 members Entering Unmasked Estep Score: -11686310.000000 Penalty: 13368.553711 Iteration 50Q: 3 clusters Score -1.168631e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 39528 members Entering Unmasked Estep Score: -11686336.000000 Penalty: 13368.553711 Iteration 51Q: 3 clusters Score -1.168634e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15240 members Mstep: Class 2 contains 39651 members Entering Unmasked Estep Score: -11686374.000000 Penalty: 13368.553711 Iteration 52Q: 3 clusters Score -1.168637e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 39771 members Entering Unmasked Estep Score: -11686451.000000 Penalty: 13368.553711 Iteration 53Q: 3 clusters Score -1.168645e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15006 members Mstep: Class 2 contains 39885 members Entering Unmasked Estep Score: -11686448.000000 Penalty: 13368.553711 Iteration 54Q: 3 clusters Score -1.168645e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14881 members Mstep: Class 2 contains 40010 members Entering Unmasked Estep Score: -11686464.000000 Penalty: 13368.553711 Iteration 55Q: 3 clusters Score -1.168646e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14780 members Mstep: Class 2 contains 40111 members Entering Unmasked Estep Score: -11686455.000000 Penalty: 13368.553711 Iteration 56Q: 3 clusters Score -1.168646e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14696 members Mstep: Class 2 contains 40195 members Entering Unmasked Estep Score: -11686453.000000 Penalty: 13368.553711 Iteration 57Q: 3 clusters Score -1.168645e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14615 members Mstep: Class 2 contains 40276 members Entering Unmasked Estep Score: -11686465.000000 Penalty: 13368.553711 Iteration 58Q: 3 clusters Score -1.168646e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14548 members Mstep: Class 2 contains 40343 members Entering Unmasked Estep Score: -11686480.000000 Penalty: 13368.553711 Iteration 59Q: 3 clusters Score -1.168648e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14491 members Mstep: Class 2 contains 40400 members Entering Unmasked Estep Score: -11686485.000000 Penalty: 13368.553711 Iteration 60F: 3 clusters Score -1.168648e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 40460 members Entering Unmasked Estep Score: -11686484.000000 Penalty: 13368.553711 Iteration 61Q: 3 clusters Score -1.168648e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14370 members Mstep: Class 2 contains 40521 members Entering Unmasked Estep Score: -11686501.000000 Penalty: 13368.553711 Iteration 62Q: 3 clusters Score -1.16865e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 40591 members Entering Unmasked Estep Score: -11686498.000000 Penalty: 13368.553711 Iteration 63Q: 3 clusters Score -1.16865e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14230 members Mstep: Class 2 contains 40661 members Entering Unmasked Estep Score: -11686526.000000 Penalty: 13368.553711 Iteration 64Q: 3 clusters Score -1.168653e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 40727 members Entering Unmasked Estep Score: -11686531.000000 Penalty: 13368.553711 Iteration 65Q: 3 clusters Score -1.168653e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 40795 members Entering Unmasked Estep Score: -11686536.000000 Penalty: 13368.553711 Iteration 66Q: 3 clusters Score -1.168654e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 40865 members Entering Unmasked Estep Score: -11686540.000000 Penalty: 13368.553711 Iteration 67Q: 3 clusters Score -1.168654e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 40934 members Entering Unmasked Estep Score: -11686547.000000 Penalty: 13368.553711 Iteration 68Q: 3 clusters Score -1.168655e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13878 members Mstep: Class 2 contains 41013 members Entering Unmasked Estep Score: -11686551.000000 Penalty: 13368.553711 Iteration 69Q: 3 clusters Score -1.168655e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13822 members Mstep: Class 2 contains 41069 members Entering Unmasked Estep Score: -11686525.000000 Penalty: 13368.553711 Iteration 70Q: 3 clusters Score -1.168652e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 41117 members Entering Unmasked Estep Score: -11686561.000000 Penalty: 13368.553711 Iteration 71Q: 3 clusters Score -1.168656e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13728 members Mstep: Class 2 contains 41163 members Entering Unmasked Estep Score: -11686549.000000 Penalty: 13368.553711 Iteration 72Q: 3 clusters Score -1.168655e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13688 members Mstep: Class 2 contains 41203 members Entering Unmasked Estep Score: -11686593.000000 Penalty: 13368.553711 Iteration 73Q: 3 clusters Score -1.168659e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13654 members Mstep: Class 2 contains 41237 members Entering Unmasked Estep Score: -11686567.000000 Penalty: 13368.553711 Iteration 74Q: 3 clusters Score -1.168657e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Mstep: Class 2 contains 41283 members Entering Unmasked Estep Score: -11686591.000000 Penalty: 13368.553711 Iteration 75Q: 3 clusters Score -1.168659e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 41317 members Entering Unmasked Estep Score: -11686598.000000 Penalty: 13368.553711 Iteration 76Q: 3 clusters Score -1.16866e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 41353 members Entering Unmasked Estep Score: -11686602.000000 Penalty: 13368.553711 Iteration 77Q: 3 clusters Score -1.16866e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13504 members Mstep: Class 2 contains 41387 members Entering Unmasked Estep Score: -11686595.000000 Penalty: 13368.553711 Iteration 78Q: 3 clusters Score -1.16866e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13475 members Mstep: Class 2 contains 41416 members Entering Unmasked Estep Score: -11686605.000000 Penalty: 13368.553711 Iteration 79Q: 3 clusters Score -1.16866e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13454 members Mstep: Class 2 contains 41437 members Entering Unmasked Estep Score: -11686606.000000 Penalty: 13368.553711 Iteration 80F: 3 clusters Score -1.168661e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13427 members Mstep: Class 2 contains 41464 members Entering Unmasked Estep Score: -11686619.000000 Penalty: 13368.553711 Iteration 81Q: 3 clusters Score -1.168662e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 41493 members Entering Unmasked Estep Score: -11686614.000000 Penalty: 13368.553711 Iteration 82Q: 3 clusters Score -1.168661e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13374 members Mstep: Class 2 contains 41517 members Entering Unmasked Estep Score: -11686604.000000 Penalty: 13368.553711 Iteration 83Q: 3 clusters Score -1.16866e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 41547 members Entering Unmasked Estep Score: -11686612.000000 Penalty: 13368.553711 Iteration 84Q: 3 clusters Score -1.168661e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Mstep: Class 2 contains 41579 members Entering Unmasked Estep Score: -11686597.000000 Penalty: 13368.553711 Iteration 85Q: 3 clusters Score -1.16866e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 41607 members Entering Unmasked Estep Score: -11686602.000000 Penalty: 13368.553711 Iteration 86Q: 3 clusters Score -1.16866e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13261 members Mstep: Class 2 contains 41630 members Entering Unmasked Estep Score: -11686584.000000 Penalty: 13368.553711 Iteration 87Q: 3 clusters Score -1.168658e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13239 members Mstep: Class 2 contains 41652 members Entering Unmasked Estep Score: -11686574.000000 Penalty: 13368.553711 Iteration 88Q: 3 clusters Score -1.168657e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13218 members Mstep: Class 2 contains 41673 members Entering Unmasked Estep Score: -11686594.000000 Penalty: 13368.553711 Iteration 89Q: 3 clusters Score -1.168659e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13198 members Mstep: Class 2 contains 41693 members Entering Unmasked Estep Score: -11686589.000000 Penalty: 13368.553711 Iteration 90Q: 3 clusters Score -1.168659e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13183 members Mstep: Class 2 contains 41708 members Entering Unmasked Estep Score: -11686593.000000 Penalty: 13368.553711 Iteration 91Q: 3 clusters Score -1.168659e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 41723 members Entering Unmasked Estep Score: -11686597.000000 Penalty: 13368.553711 Iteration 92Q: 3 clusters Score -1.16866e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 41738 members Entering Unmasked Estep Score: -11686580.000000 Penalty: 13368.553711 Iteration 93Q: 3 clusters Score -1.168658e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 41753 members Entering Unmasked Estep Score: -11686576.000000 Penalty: 13368.553711 Iteration 94Q: 3 clusters Score -1.168658e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13112 members Mstep: Class 2 contains 41779 members Entering Unmasked Estep Score: -11686582.000000 Penalty: 13368.553711 Iteration 95Q: 3 clusters Score -1.168658e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13090 members Mstep: Class 2 contains 41801 members Entering Unmasked Estep Score: -11686577.000000 Penalty: 13368.553711 Iteration 96Q: 3 clusters Score -1.168658e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13078 members Mstep: Class 2 contains 41813 members Entering Unmasked Estep Score: -11686573.000000 Penalty: 13368.553711 Iteration 97Q: 3 clusters Score -1.168657e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13070 members Mstep: Class 2 contains 41821 members Entering Unmasked Estep Score: -11686558.000000 Penalty: 13368.553711 Iteration 98Q: 3 clusters Score -1.168656e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13056 members Mstep: Class 2 contains 41835 members Entering Unmasked Estep Score: -11686570.000000 Penalty: 13368.553711 Iteration 99Q: 3 clusters Score -1.168657e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 41848 members Entering Unmasked Estep Score: -11686584.000000 Penalty: 13368.553711 Iteration 100F: 3 clusters Score -1.168658e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13023 members Mstep: Class 2 contains 41868 members Entering Unmasked Estep Score: -11686583.000000 Penalty: 13368.553711 Iteration 101Q: 3 clusters Score -1.168658e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 41894 members Entering Unmasked Estep Score: -11686587.000000 Penalty: 13368.553711 Iteration 102Q: 3 clusters Score -1.168659e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 41914 members Entering Unmasked Estep Score: -11686593.000000 Penalty: 13368.553711 Iteration 103Q: 3 clusters Score -1.168659e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 41932 members Entering Unmasked Estep Score: -11686592.000000 Penalty: 13368.553711 Iteration 104Q: 3 clusters Score -1.168659e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12947 members Mstep: Class 2 contains 41944 members Entering Unmasked Estep Score: -11686591.000000 Penalty: 13368.553711 Iteration 105Q: 3 clusters Score -1.168659e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12934 members Mstep: Class 2 contains 41957 members Entering Unmasked Estep Score: -11686588.000000 Penalty: 13368.553711 Iteration 106Q: 3 clusters Score -1.168659e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12925 members Mstep: Class 2 contains 41966 members Entering Unmasked Estep Score: -11686588.000000 Penalty: 13368.553711 Iteration 107Q: 3 clusters Score -1.168659e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 41980 members Entering Unmasked Estep Score: -11686592.000000 Penalty: 13368.553711 Iteration 108Q: 3 clusters Score -1.168659e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12901 members Mstep: Class 2 contains 41990 members Entering Unmasked Estep Score: -11686594.000000 Penalty: 13368.553711 Iteration 109Q: 3 clusters Score -1.168659e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 42002 members Entering Unmasked Estep Score: -11686605.000000 Penalty: 13368.553711 Iteration 110Q: 3 clusters Score -1.16866e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 42017 members Entering Unmasked Estep Score: -11686598.000000 Penalty: 13368.553711 Iteration 111Q: 3 clusters Score -1.16866e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Mstep: Class 2 contains 42031 members Entering Unmasked Estep Score: -11686592.000000 Penalty: 13368.553711 Iteration 112Q: 3 clusters Score -1.168659e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12844 members Mstep: Class 2 contains 42047 members Entering Unmasked Estep Score: -11686618.000000 Penalty: 13368.553711 Iteration 113Q: 3 clusters Score -1.168662e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12824 members Mstep: Class 2 contains 42067 members Entering Unmasked Estep Score: -11686617.000000 Penalty: 13368.553711 Iteration 114Q: 3 clusters Score -1.168662e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12801 members Mstep: Class 2 contains 42090 members Entering Unmasked Estep Score: -11686613.000000 Penalty: 13368.553711 Iteration 115Q: 3 clusters Score -1.168661e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12781 members Mstep: Class 2 contains 42110 members Entering Unmasked Estep Score: -11686614.000000 Penalty: 13368.553711 Iteration 116Q: 3 clusters Score -1.168661e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12756 members Mstep: Class 2 contains 42135 members Entering Unmasked Estep Score: -11686620.000000 Penalty: 13368.553711 Iteration 117Q: 3 clusters Score -1.168662e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12725 members Mstep: Class 2 contains 42166 members Entering Unmasked Estep Score: -11686634.000000 Penalty: 13368.553711 Iteration 118Q: 3 clusters Score -1.168663e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12698 members Mstep: Class 2 contains 42193 members Entering Unmasked Estep Score: -11686646.000000 Penalty: 13368.553711 Iteration 119Q: 3 clusters Score -1.168665e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 42225 members Entering Unmasked Estep Score: -11686640.000000 Penalty: 13368.553711 Iteration 120F: 3 clusters Score -1.168664e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12637 members Mstep: Class 2 contains 42254 members Entering Unmasked Estep Score: -11686655.000000 Penalty: 13368.553711 Iteration 121Q: 3 clusters Score -1.168666e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12612 members Mstep: Class 2 contains 42279 members Entering Unmasked Estep Score: -11686663.000000 Penalty: 13368.553711 Iteration 122Q: 3 clusters Score -1.168666e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 42299 members Entering Unmasked Estep Score: -11686663.000000 Penalty: 13368.553711 Iteration 123Q: 3 clusters Score -1.168666e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12571 members Mstep: Class 2 contains 42320 members Entering Unmasked Estep Score: -11686661.000000 Penalty: 13368.553711 Iteration 124Q: 3 clusters Score -1.168666e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12551 members Mstep: Class 2 contains 42340 members Entering Unmasked Estep Score: -11686669.000000 Penalty: 13368.553711 Iteration 125Q: 3 clusters Score -1.168667e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12530 members Mstep: Class 2 contains 42361 members Entering Unmasked Estep Score: -11686680.000000 Penalty: 13368.553711 Iteration 126Q: 3 clusters Score -1.168668e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 42383 members Entering Unmasked Estep Score: -11686694.000000 Penalty: 13368.553711 Iteration 127Q: 3 clusters Score -1.168669e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 42408 members Entering Unmasked Estep Score: -11686687.000000 Penalty: 13368.553711 Iteration 128Q: 3 clusters Score -1.168669e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 42444 members Entering Unmasked Estep Score: -11686706.000000 Penalty: 13368.553711 Iteration 129Q: 3 clusters Score -1.168671e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12411 members Mstep: Class 2 contains 42480 members Entering Unmasked Estep Score: -11686690.000000 Penalty: 13368.553711 Iteration 130Q: 3 clusters Score -1.168669e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 42516 members Entering Unmasked Estep Score: -11686702.000000 Penalty: 13368.553711 Iteration 131Q: 3 clusters Score -1.16867e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 42554 members Entering Unmasked Estep Score: -11686702.000000 Penalty: 13368.553711 Iteration 132Q: 3 clusters Score -1.16867e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 42598 members Entering Unmasked Estep Score: -11686703.000000 Penalty: 13368.553711 Iteration 133Q: 3 clusters Score -1.16867e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 42636 members Entering Unmasked Estep Score: -11686707.000000 Penalty: 13368.553711 Iteration 134Q: 3 clusters Score -1.168671e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 42674 members Entering Unmasked Estep Score: -11686719.000000 Penalty: 13368.553711 Iteration 135Q: 3 clusters Score -1.168672e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 42715 members Entering Unmasked Estep Score: -11686746.000000 Penalty: 13368.553711 Iteration 136Q: 3 clusters Score -1.168675e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12137 members Mstep: Class 2 contains 42754 members Entering Unmasked Estep Score: -11686740.000000 Penalty: 13368.553711 Iteration 137Q: 3 clusters Score -1.168674e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12098 members Mstep: Class 2 contains 42793 members Entering Unmasked Estep Score: -11686742.000000 Penalty: 13368.553711 Iteration 138Q: 3 clusters Score -1.168674e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 42834 members Entering Unmasked Estep Score: -11686772.000000 Penalty: 13368.553711 Iteration 139Q: 3 clusters Score -1.168677e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 42869 members Entering Unmasked Estep Score: -11686769.000000 Penalty: 13368.553711 Iteration 140F: 3 clusters Score -1.168677e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 42901 members Entering Unmasked Estep Score: -11686757.000000 Penalty: 13368.553711 Iteration 141Q: 3 clusters Score -1.168676e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 42933 members Entering Unmasked Estep Score: -11686772.000000 Penalty: 13368.553711 Iteration 142Q: 3 clusters Score -1.168677e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 42961 members Entering Unmasked Estep Score: -11686783.000000 Penalty: 13368.553711 Iteration 143Q: 3 clusters Score -1.168678e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11905 members Mstep: Class 2 contains 42986 members Entering Unmasked Estep Score: -11686784.000000 Penalty: 13368.553711 Iteration 144Q: 3 clusters Score -1.168678e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 43009 members Entering Unmasked Estep Score: -11686781.000000 Penalty: 13368.553711 Iteration 145Q: 3 clusters Score -1.168678e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 43054 members Entering Unmasked Estep Score: -11686781.000000 Penalty: 13368.553711 Iteration 146Q: 3 clusters Score -1.168678e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11800 members Mstep: Class 2 contains 43091 members Entering Unmasked Estep Score: -11686771.000000 Penalty: 13368.553711 Iteration 147Q: 3 clusters Score -1.168677e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 43122 members Entering Unmasked Estep Score: -11686761.000000 Penalty: 13368.553711 Iteration 148Q: 3 clusters Score -1.168676e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11735 members Mstep: Class 2 contains 43156 members Entering Unmasked Estep Score: -11686774.000000 Penalty: 13368.553711 Iteration 149Q: 3 clusters Score -1.168677e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 43188 members Entering Unmasked Estep Score: -11686795.000000 Penalty: 13368.553711 Iteration 150Q: 3 clusters Score -1.16868e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 43225 members Entering Unmasked Estep Score: -11686786.000000 Penalty: 13368.553711 Iteration 151Q: 3 clusters Score -1.168679e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 43268 members Entering Unmasked Estep Score: -11686786.000000 Penalty: 13368.553711 Iteration 152Q: 3 clusters Score -1.168679e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 43300 members Entering Unmasked Estep Score: -11686796.000000 Penalty: 13368.553711 Iteration 153Q: 3 clusters Score -1.16868e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 43336 members Entering Unmasked Estep Score: -11686808.000000 Penalty: 13368.553711 Iteration 154Q: 3 clusters Score -1.168681e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 43364 members Entering Unmasked Estep Score: -11686810.000000 Penalty: 13368.553711 Iteration 155Q: 3 clusters Score -1.168681e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 43397 members Entering Unmasked Estep Score: -11686804.000000 Penalty: 13368.553711 Iteration 156Q: 3 clusters Score -1.16868e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 43431 members Entering Unmasked Estep Score: -11686802.000000 Penalty: 13368.553711 Iteration 157Q: 3 clusters Score -1.16868e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 43460 members Entering Unmasked Estep Score: -11686806.000000 Penalty: 13368.553711 Iteration 158Q: 3 clusters Score -1.168681e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 43497 members Entering Unmasked Estep Score: -11686826.000000 Penalty: 13368.553711 Iteration 159Q: 3 clusters Score -1.168683e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 43530 members Entering Unmasked Estep Score: -11686832.000000 Penalty: 13368.553711 Iteration 160F: 3 clusters Score -1.168683e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11326 members Mstep: Class 2 contains 43565 members Entering Unmasked Estep Score: -11686827.000000 Penalty: 13368.553711 Iteration 161Q: 3 clusters Score -1.168683e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 43610 members Entering Unmasked Estep Score: -11686837.000000 Penalty: 13368.553711 Iteration 162Q: 3 clusters Score -1.168684e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 43655 members Entering Unmasked Estep Score: -11686835.000000 Penalty: 13368.553711 Iteration 163Q: 3 clusters Score -1.168684e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11195 members Mstep: Class 2 contains 43696 members Entering Unmasked Estep Score: -11686835.000000 Penalty: 13368.553711 Iteration 164Q: 3 clusters Score -1.168684e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 43736 members Entering Unmasked Estep Score: -11686852.000000 Penalty: 13368.553711 Iteration 165Q: 3 clusters Score -1.168685e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 43775 members Entering Unmasked Estep Score: -11686870.000000 Penalty: 13368.553711 Iteration 166Q: 3 clusters Score -1.168687e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 43808 members Entering Unmasked Estep Score: -11686873.000000 Penalty: 13368.553711 Iteration 167Q: 3 clusters Score -1.168687e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11036 members Mstep: Class 2 contains 43855 members Entering Unmasked Estep Score: -11686906.000000 Penalty: 13368.553711 Iteration 168Q: 3 clusters Score -1.168691e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 43906 members Entering Unmasked Estep Score: -11686909.000000 Penalty: 13368.553711 Iteration 169Q: 3 clusters Score -1.168691e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 43980 members Entering Unmasked Estep Score: -11686896.000000 Penalty: 13368.553711 Iteration 170Q: 3 clusters Score -1.16869e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 44057 members Entering Unmasked Estep Score: -11686902.000000 Penalty: 13368.553711 Iteration 171Q: 3 clusters Score -1.16869e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10758 members Mstep: Class 2 contains 44133 members Entering Unmasked Estep Score: -11686893.000000 Penalty: 13368.553711 Iteration 172Q: 3 clusters Score -1.168689e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 44210 members Entering Unmasked Estep Score: -11686919.000000 Penalty: 13368.553711 Iteration 173Q: 3 clusters Score -1.168692e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 44308 members Entering Unmasked Estep Score: -11686963.000000 Penalty: 13368.553711 Iteration 174Q: 3 clusters Score -1.168696e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 44396 members Entering Unmasked Estep Score: -11686977.000000 Penalty: 13368.553711 Iteration 175Q: 3 clusters Score -1.168698e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 44490 members Entering Unmasked Estep Score: -11686993.000000 Penalty: 13368.553711 Iteration 176Q: 3 clusters Score -1.168699e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Mstep: Class 2 contains 44602 members Entering Unmasked Estep Score: -11687018.000000 Penalty: 13368.553711 Iteration 177Q: 3 clusters Score -1.168702e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10158 members Mstep: Class 2 contains 44733 members Entering Unmasked Estep Score: -11687067.000000 Penalty: 13368.553711 Iteration 178Q: 3 clusters Score -1.168707e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10038 members Mstep: Class 2 contains 44853 members Entering Unmasked Estep Score: -11687091.000000 Penalty: 13368.553711 Iteration 179Q: 3 clusters Score -1.168709e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 44976 members Entering Unmasked Estep Score: -11687151.000000 Penalty: 13368.553711 Iteration 180F: 3 clusters Score -1.168715e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 45105 members Entering Unmasked Estep Score: -11687198.000000 Penalty: 13368.553711 Iteration 181Q: 3 clusters Score -1.16872e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 45233 members Entering Unmasked Estep Score: -11687222.000000 Penalty: 13368.553711 Iteration 182Q: 3 clusters Score -1.168722e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 45341 members Entering Unmasked Estep Score: -11687258.000000 Penalty: 13368.553711 Iteration 183Q: 3 clusters Score -1.168726e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 45442 members Entering Unmasked Estep Score: -11687302.000000 Penalty: 13368.553711 Iteration 184Q: 3 clusters Score -1.16873e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 45549 members Entering Unmasked Estep Score: -11687305.000000 Penalty: 13368.553711 Iteration 185Q: 3 clusters Score -1.16873e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9259 members Mstep: Class 2 contains 45632 members Entering Unmasked Estep Score: -11687351.000000 Penalty: 13368.553711 Iteration 186Q: 3 clusters Score -1.168735e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 45712 members Entering Unmasked Estep Score: -11687344.000000 Penalty: 13368.553711 Iteration 187Q: 3 clusters Score -1.168734e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 45777 members Entering Unmasked Estep Score: -11687343.000000 Penalty: 13368.553711 Iteration 188Q: 3 clusters Score -1.168734e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 45833 members Entering Unmasked Estep Score: -11687347.000000 Penalty: 13368.553711 Iteration 189Q: 3 clusters Score -1.168735e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 45898 members Entering Unmasked Estep Score: -11687413.000000 Penalty: 13368.553711 Iteration 190Q: 3 clusters Score -1.168741e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 45951 members Entering Unmasked Estep Score: -11687414.000000 Penalty: 13368.553711 Iteration 191Q: 3 clusters Score -1.168741e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 46019 members Entering Unmasked Estep Score: -11687417.000000 Penalty: 13368.553711 Iteration 192Q: 3 clusters Score -1.168742e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 46085 members Entering Unmasked Estep Score: -11687458.000000 Penalty: 13368.553711 Iteration 193Q: 3 clusters Score -1.168746e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8748 members Mstep: Class 2 contains 46143 members Entering Unmasked Estep Score: -11687464.000000 Penalty: 13368.553711 Iteration 194Q: 3 clusters Score -1.168746e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 46200 members Entering Unmasked Estep Score: -11687483.000000 Penalty: 13368.553711 Iteration 195Q: 3 clusters Score -1.168748e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 46258 members Entering Unmasked Estep Score: -11687471.000000 Penalty: 13368.553711 Iteration 196Q: 3 clusters Score -1.168747e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 46320 members Entering Unmasked Estep Score: -11687498.000000 Penalty: 13368.553711 Iteration 197Q: 3 clusters Score -1.16875e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 46392 members Entering Unmasked Estep Score: -11687485.000000 Penalty: 13368.553711 Iteration 198Q: 3 clusters Score -1.168748e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 46471 members Entering Unmasked Estep Score: -11687526.000000 Penalty: 13368.553711 Iteration 199Q: 3 clusters Score -1.168753e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 46536 members Entering Unmasked Estep Score: -11687569.000000 Penalty: 13368.553711 Iteration 200F: 3 clusters Score -1.168757e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 46580 members Entering Unmasked Estep Score: -11687597.000000 Penalty: 13368.553711 Iteration 201Q: 3 clusters Score -1.16876e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 46623 members Entering Unmasked Estep Score: -11687603.000000 Penalty: 13368.553711 Iteration 202Q: 3 clusters Score -1.16876e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 46662 members Entering Unmasked Estep Score: -11687602.000000 Penalty: 13368.553711 Iteration 203Q: 3 clusters Score -1.16876e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 46706 members Entering Unmasked Estep Score: -11687630.000000 Penalty: 13368.553711 Iteration 204Q: 3 clusters Score -1.168763e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 46748 members Entering Unmasked Estep Score: -11687626.000000 Penalty: 13368.553711 Iteration 205Q: 3 clusters Score -1.168763e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 46785 members Entering Unmasked Estep Score: -11687630.000000 Penalty: 13368.553711 Iteration 206Q: 3 clusters Score -1.168763e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 46816 members Entering Unmasked Estep Score: -11687651.000000 Penalty: 13368.553711 Iteration 207Q: 3 clusters Score -1.168765e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 46838 members Entering Unmasked Estep Score: -11687647.000000 Penalty: 13368.553711 Iteration 208Q: 3 clusters Score -1.168765e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 46852 members Entering Unmasked Estep Score: -11687667.000000 Penalty: 13368.553711 Iteration 209Q: 3 clusters Score -1.168767e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 46864 members Entering Unmasked Estep Score: -11687658.000000 Penalty: 13368.553711 Iteration 210Q: 3 clusters Score -1.168766e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 46869 members Entering Unmasked Estep Score: -11687654.000000 Penalty: 13368.553711 Iteration 211Q: 3 clusters Score -1.168765e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 46873 members Entering Unmasked Estep Score: -11687656.000000 Penalty: 13368.553711 Iteration 212Q: 3 clusters Score -1.168766e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 46874 members Entering Unmasked Estep Score: -11687654.000000 Penalty: 13368.553711 Iteration 213Q: 3 clusters Score -1.168765e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 46875 members Entering Unmasked Estep Score: -11687648.000000 Penalty: 13368.553711 Iteration 214Q: 3 clusters Score -1.168765e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 46879 members Entering Unmasked Estep Score: -11687663.000000 Penalty: 13368.553711 Iteration 215Q: 3 clusters Score -1.168766e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 46883 members Entering Unmasked Estep Score: -11687670.000000 Penalty: 13368.553711 Iteration 216Q: 3 clusters Score -1.168767e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 46889 members Entering Unmasked Estep Score: -11687672.000000 Penalty: 13368.553711 Iteration 217Q: 3 clusters Score -1.168767e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 46895 members Entering Unmasked Estep Score: -11687671.000000 Penalty: 13368.553711 Iteration 218Q: 3 clusters Score -1.168767e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 46899 members Entering Unmasked Estep Score: -11687659.000000 Penalty: 13368.553711 Iteration 219Q: 3 clusters Score -1.168766e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 46899 members Entering Unmasked Estep Score: -11687672.000000 Penalty: 13368.553711 Iteration 220F: 3 clusters Score -1.168767e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 46899 members Entering Unmasked Estep Score: -11687677.000000 Penalty: 13368.553711 Iteration 221Q: 3 clusters Score -1.168768e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 46901 members Entering Unmasked Estep Score: -11687670.000000 Penalty: 13368.553711 Iteration 222Q: 3 clusters Score -1.168767e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7989 members Mstep: Class 2 contains 46902 members Entering Unmasked Estep Score: -11687661.000000 Penalty: 13368.553711 Iteration 223Q: 3 clusters Score -1.168766e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7989 members Mstep: Class 2 contains 46902 members Entering Unmasked Estep Score: -11687661.000000 Penalty: 13368.553711 Iteration 224F: 3 clusters Score -1.168766e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (41912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41912 members Entering Unmasked Estep Score: -8924993.000000 Penalty: 6519.038086 Iteration 0F: 2 clusters Score -8924993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21096 members Mstep: Class 2 contains 20816 members Entering Unmasked Estep Score: -8894705.000000 Penalty: 13038.076172 Iteration 0F: 3 clusters Score -8894705 nChanged 18153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21787 members Mstep: Class 2 contains 20125 members Entering Unmasked Estep Score: -8904386.000000 Penalty: 13038.076172 Iteration 1F: 3 clusters Score -8904386 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22153 members Mstep: Class 2 contains 19759 members Entering Unmasked Estep Score: -8905293.000000 Penalty: 13038.076172 Iteration 2F: 3 clusters Score -8905293 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22680 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -8906028.000000 Penalty: 13038.076172 Iteration 3Q: 3 clusters Score -8906028 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23338 members Mstep: Class 2 contains 18574 members Entering Unmasked Estep Score: -8906633.000000 Penalty: 13038.076172 Iteration 4Q: 3 clusters Score -8906633 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24149 members Mstep: Class 2 contains 17763 members Entering Unmasked Estep Score: -8907312.000000 Penalty: 13038.076172 Iteration 5Q: 3 clusters Score -8907312 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25144 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -8907942.000000 Penalty: 13038.076172 Iteration 6Q: 3 clusters Score -8907942 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26388 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -8908701.000000 Penalty: 13038.076172 Iteration 7Q: 3 clusters Score -8908701 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27917 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -8909709.000000 Penalty: 13038.076172 Iteration 8Q: 3 clusters Score -8909709 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29745 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -8911019.000000 Penalty: 13038.076172 Iteration 9F: 3 clusters Score -8911019 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31788 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -8912515.000000 Penalty: 13038.076172 Iteration 10F: 3 clusters Score -8912515 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33857 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -8914038.000000 Penalty: 13038.076172 Iteration 11F: 3 clusters Score -8914038 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35703 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -8915385.000000 Penalty: 13038.076172 Iteration 12Q: 3 clusters Score -8915385 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37212 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -8916509.000000 Penalty: 13038.076172 Iteration 13Q: 3 clusters Score -8916509 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38380 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -8917382.000000 Penalty: 13038.076172 Iteration 14Q: 3 clusters Score -8917382 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39211 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -8918058.000000 Penalty: 13038.076172 Iteration 15Q: 3 clusters Score -8918058 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39787 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -8918537.000000 Penalty: 13038.076172 Iteration 16Q: 3 clusters Score -8918537 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40152 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -8918831.000000 Penalty: 13038.076172 Iteration 17Q: 3 clusters Score -8918831 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40387 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -8919025.000000 Penalty: 13038.076172 Iteration 18Q: 3 clusters Score -8919025 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40536 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -8919136.000000 Penalty: 13038.076172 Iteration 19Q: 3 clusters Score -8919136 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40628 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -8919239.000000 Penalty: 13038.076172 Iteration 20F: 3 clusters Score -8919239 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40695 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -8919309.000000 Penalty: 13038.076172 Iteration 21Q: 3 clusters Score -8919309 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40741 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -8919314.000000 Penalty: 13038.076172 Iteration 22Q: 3 clusters Score -8919314 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40771 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -8919348.000000 Penalty: 13038.076172 Iteration 23Q: 3 clusters Score -8919348 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40802 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -8919378.000000 Penalty: 13038.076172 Iteration 24Q: 3 clusters Score -8919378 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40832 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -8919394.000000 Penalty: 13038.076172 Iteration 25Q: 3 clusters Score -8919394 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40849 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -8919410.000000 Penalty: 13038.076172 Iteration 26Q: 3 clusters Score -8919410 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40864 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -8919435.000000 Penalty: 13038.076172 Iteration 27Q: 3 clusters Score -8919435 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40872 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -8919432.000000 Penalty: 13038.076172 Iteration 28Q: 3 clusters Score -8919432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40878 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -8919442.000000 Penalty: 13038.076172 Iteration 29Q: 3 clusters Score -8919442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40880 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -8919450.000000 Penalty: 13038.076172 Iteration 30Q: 3 clusters Score -8919450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40883 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -8919448.000000 Penalty: 13038.076172 Iteration 31Q: 3 clusters Score -8919448 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40889 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -8919471.000000 Penalty: 13038.076172 Iteration 32Q: 3 clusters Score -8919471 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40896 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -8919461.000000 Penalty: 13038.076172 Iteration 33Q: 3 clusters Score -8919461 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40904 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -8919452.000000 Penalty: 13038.076172 Iteration 34Q: 3 clusters Score -8919452 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40918 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -8919454.000000 Penalty: 13038.076172 Iteration 35Q: 3 clusters Score -8919454 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40926 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -8919476.000000 Penalty: 13038.076172 Iteration 36Q: 3 clusters Score -8919476 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40936 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -8919486.000000 Penalty: 13038.076172 Iteration 37Q: 3 clusters Score -8919486 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40946 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -8919493.000000 Penalty: 13038.076172 Iteration 38Q: 3 clusters Score -8919493 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40954 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -8919501.000000 Penalty: 13038.076172 Iteration 39Q: 3 clusters Score -8919501 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40957 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -8919511.000000 Penalty: 13038.076172 Iteration 40F: 3 clusters Score -8919511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40960 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -8919511.000000 Penalty: 13038.076172 Iteration 41Q: 3 clusters Score -8919511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40958 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -8919516.000000 Penalty: 13038.076172 Iteration 42Q: 3 clusters Score -8919516 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40962 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -8919520.000000 Penalty: 13038.076172 Iteration 43Q: 3 clusters Score -8919520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40963 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -8919525.000000 Penalty: 13038.076172 Iteration 44Q: 3 clusters Score -8919525 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40963 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -8919525.000000 Penalty: 13038.076172 Iteration 45F: 3 clusters Score -8919525 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (167291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167291 members Entering Unmasked Estep Score: -35341804.000000 Penalty: 7366.837402 Iteration 0F: 2 clusters Score -3.53418e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83424 members Mstep: Class 2 contains 83867 members Entering Unmasked Estep Score: -35229424.000000 Penalty: 14733.674805 Iteration 0F: 3 clusters Score -3.522942e+07 nChanged 78261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82043 members Mstep: Class 2 contains 85248 members Entering Unmasked Estep Score: -35273244.000000 Penalty: 14733.674805 Iteration 1F: 3 clusters Score -3.527324e+07 nChanged 5732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81157 members Mstep: Class 2 contains 86134 members Entering Unmasked Estep Score: -35274648.000000 Penalty: 14733.674805 Iteration 2Q: 3 clusters Score -3.527465e+07 nChanged 5626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79995 members Mstep: Class 2 contains 87296 members Entering Unmasked Estep Score: -35275900.000000 Penalty: 14733.674805 Iteration 3Q: 3 clusters Score -3.52759e+07 nChanged 5479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78484 members Mstep: Class 2 contains 88807 members Entering Unmasked Estep Score: -35277360.000000 Penalty: 14733.674805 Iteration 4Q: 3 clusters Score -3.527736e+07 nChanged 5585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76301 members Mstep: Class 2 contains 90990 members Entering Unmasked Estep Score: -35279224.000000 Penalty: 14733.674805 Iteration 5Q: 3 clusters Score -3.527922e+07 nChanged 6019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73108 members Mstep: Class 2 contains 94183 members Entering Unmasked Estep Score: -35281332.000000 Penalty: 14733.674805 Iteration 6Q: 3 clusters Score -3.528133e+07 nChanged 6638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68638 members Mstep: Class 2 contains 98653 members Entering Unmasked Estep Score: -35284096.000000 Penalty: 14733.674805 Iteration 7Q: 3 clusters Score -3.52841e+07 nChanged 7430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62622 members Mstep: Class 2 contains 104669 members Entering Unmasked Estep Score: -35287984.000000 Penalty: 14733.674805 Iteration 8Q: 3 clusters Score -3.528798e+07 nChanged 8660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54734 members Mstep: Class 2 contains 112557 members Entering Unmasked Estep Score: -35293424.000000 Penalty: 14733.674805 Iteration 9F: 3 clusters Score -3.529342e+07 nChanged 10058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45008 members Mstep: Class 2 contains 122283 members Entering Unmasked Estep Score: -35300836.000000 Penalty: 14733.674805 Iteration 10F: 3 clusters Score -3.530084e+07 nChanged 11216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33904 members Mstep: Class 2 contains 133387 members Entering Unmasked Estep Score: -35309272.000000 Penalty: 14733.674805 Iteration 11F: 3 clusters Score -3.530927e+07 nChanged 10897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23041 members Mstep: Class 2 contains 144250 members Entering Unmasked Estep Score: -35317736.000000 Penalty: 14733.674805 Iteration 12F: 3 clusters Score -3.531774e+07 nChanged 8995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 153241 members Entering Unmasked Estep Score: -35324928.000000 Penalty: 14733.674805 Iteration 13F: 3 clusters Score -3.532493e+07 nChanged 6205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 159442 members Entering Unmasked Estep Score: -35329912.000000 Penalty: 14733.674805 Iteration 14Q: 3 clusters Score -3.532991e+07 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 162826 members Entering Unmasked Estep Score: -35332548.000000 Penalty: 14733.674805 Iteration 15Q: 3 clusters Score -3.533255e+07 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 164449 members Entering Unmasked Estep Score: -35333796.000000 Penalty: 14733.674805 Iteration 16Q: 3 clusters Score -3.53338e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 165229 members Entering Unmasked Estep Score: -35334412.000000 Penalty: 14733.674805 Iteration 17Q: 3 clusters Score -3.533441e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 165628 members Entering Unmasked Estep Score: -35334760.000000 Penalty: 14733.674805 Iteration 18Q: 3 clusters Score -3.533476e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 165853 members Entering Unmasked Estep Score: -35334904.000000 Penalty: 14733.674805 Iteration 19Q: 3 clusters Score -3.53349e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 165976 members Entering Unmasked Estep Score: -35335080.000000 Penalty: 14733.674805 Iteration 20F: 3 clusters Score -3.533508e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 166058 members Entering Unmasked Estep Score: -35335132.000000 Penalty: 14733.674805 Iteration 21Q: 3 clusters Score -3.533513e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 166112 members Entering Unmasked Estep Score: -35335184.000000 Penalty: 14733.674805 Iteration 22Q: 3 clusters Score -3.533518e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 166158 members Entering Unmasked Estep Score: -35335188.000000 Penalty: 14733.674805 Iteration 23Q: 3 clusters Score -3.533519e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 166192 members Entering Unmasked Estep Score: -35335264.000000 Penalty: 14733.674805 Iteration 24Q: 3 clusters Score -3.533526e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 166206 members Entering Unmasked Estep Score: -35335292.000000 Penalty: 14733.674805 Iteration 25Q: 3 clusters Score -3.533529e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 166220 members Entering Unmasked Estep Score: -35335296.000000 Penalty: 14733.674805 Iteration 26Q: 3 clusters Score -3.53353e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 166231 members Entering Unmasked Estep Score: -35335332.000000 Penalty: 14733.674805 Iteration 27Q: 3 clusters Score -3.533533e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 166240 members Entering Unmasked Estep Score: -35335300.000000 Penalty: 14733.674805 Iteration 28Q: 3 clusters Score -3.53353e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 166244 members Entering Unmasked Estep Score: -35335312.000000 Penalty: 14733.674805 Iteration 29Q: 3 clusters Score -3.533531e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 166249 members Entering Unmasked Estep Score: -35335332.000000 Penalty: 14733.674805 Iteration 30Q: 3 clusters Score -3.533533e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 166250 members Entering Unmasked Estep Score: -35335316.000000 Penalty: 14733.674805 Iteration 31Q: 3 clusters Score -3.533532e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 166254 members Entering Unmasked Estep Score: -35335320.000000 Penalty: 14733.674805 Iteration 32Q: 3 clusters Score -3.533532e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 166254 members Entering Unmasked Estep Score: -35335320.000000 Penalty: 14733.674805 Iteration 33F: 3 clusters Score -3.533532e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Entering Unmasked Estep Score: -508829.625000 Penalty: 4775.337402 Iteration 0F: 2 clusters Score -508829.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -503530.656250 Penalty: 9550.674805 Iteration 0F: 3 clusters Score -503530.7 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -504271.937500 Penalty: 9550.674805 Iteration 1F: 3 clusters Score -504271.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -504619.406250 Penalty: 9550.674805 Iteration 2F: 3 clusters Score -504619.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -504988.156250 Penalty: 9550.674805 Iteration 3Q: 3 clusters Score -504988.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -505622.187500 Penalty: 9550.674805 Iteration 4Q: 3 clusters Score -505622.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -506154.281250 Penalty: 9550.674805 Iteration 5F: 3 clusters Score -506154.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -506482.687500 Penalty: 9550.674805 Iteration 6F: 3 clusters Score -506482.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -506794.281250 Penalty: 9550.674805 Iteration 7F: 3 clusters Score -506794.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -507086.156250 Penalty: 9550.674805 Iteration 8Q: 3 clusters Score -507086.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -507356.000000 Penalty: 9550.674805 Iteration 9Q: 3 clusters Score -507356 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -507500.031250 Penalty: 9550.674805 Iteration 10Q: 3 clusters Score -507500 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -507571.687500 Penalty: 9550.674805 Iteration 11Q: 3 clusters Score -507571.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -507610.031250 Penalty: 9550.674805 Iteration 12Q: 3 clusters Score -507610 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -507629.968750 Penalty: 9550.674805 Iteration 13Q: 3 clusters Score -507630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -507642.906250 Penalty: 9550.674805 Iteration 14Q: 3 clusters Score -507642.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -507656.656250 Penalty: 9550.674805 Iteration 15Q: 3 clusters Score -507656.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -507664.187500 Penalty: 9550.674805 Iteration 16Q: 3 clusters Score -507664.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -507671.031250 Penalty: 9550.674805 Iteration 17Q: 3 clusters Score -507671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -507680.437500 Penalty: 9550.674805 Iteration 18Q: 3 clusters Score -507680.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -507686.312500 Penalty: 9550.674805 Iteration 19Q: 3 clusters Score -507686.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -507688.343750 Penalty: 9550.674805 Iteration 20F: 3 clusters Score -507688.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Entering Unmasked Estep Score: -1773466.875000 Penalty: 5537.524414 Iteration 0F: 2 clusters Score -1773467 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1764197.000000 Penalty: 11075.048828 Iteration 0F: 3 clusters Score -1764197 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1766003.125000 Penalty: 11075.048828 Iteration 1F: 3 clusters Score -1766003 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1766508.125000 Penalty: 11075.048828 Iteration 2F: 3 clusters Score -1766508 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1766982.500000 Penalty: 11075.048828 Iteration 3F: 3 clusters Score -1766982 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1767453.625000 Penalty: 11075.048828 Iteration 4F: 3 clusters Score -1767454 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1767885.625000 Penalty: 11075.048828 Iteration 5F: 3 clusters Score -1767886 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1768284.000000 Penalty: 11075.048828 Iteration 6F: 3 clusters Score -1768284 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1768641.750000 Penalty: 11075.048828 Iteration 7Q: 3 clusters Score -1768642 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1768948.625000 Penalty: 11075.048828 Iteration 8Q: 3 clusters Score -1768949 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -1769212.250000 Penalty: 11075.048828 Iteration 9Q: 3 clusters Score -1769212 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1769422.250000 Penalty: 11075.048828 Iteration 10Q: 3 clusters Score -1769422 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1769601.500000 Penalty: 11075.048828 Iteration 11Q: 3 clusters Score -1769602 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -1769740.375000 Penalty: 11075.048828 Iteration 12Q: 3 clusters Score -1769740 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -1769833.000000 Penalty: 11075.048828 Iteration 13Q: 3 clusters Score -1769833 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1769898.250000 Penalty: 11075.048828 Iteration 14Q: 3 clusters Score -1769898 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1769955.875000 Penalty: 11075.048828 Iteration 15Q: 3 clusters Score -1769956 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1770000.250000 Penalty: 11075.048828 Iteration 16Q: 3 clusters Score -1770000 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1770027.125000 Penalty: 11075.048828 Iteration 17Q: 3 clusters Score -1770027 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1770044.500000 Penalty: 11075.048828 Iteration 18Q: 3 clusters Score -1770044 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1770057.500000 Penalty: 11075.048828 Iteration 19Q: 3 clusters Score -1770058 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1770068.750000 Penalty: 11075.048828 Iteration 20F: 3 clusters Score -1770069 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1770077.375000 Penalty: 11075.048828 Iteration 21Q: 3 clusters Score -1770077 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1770089.750000 Penalty: 11075.048828 Iteration 22Q: 3 clusters Score -1770090 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1770098.625000 Penalty: 11075.048828 Iteration 23Q: 3 clusters Score -1770099 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -1770111.000000 Penalty: 11075.048828 Iteration 24Q: 3 clusters Score -1770111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1770111.625000 Penalty: 11075.048828 Iteration 25Q: 3 clusters Score -1770112 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1770115.125000 Penalty: 11075.048828 Iteration 26Q: 3 clusters Score -1770115 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1770112.625000 Penalty: 11075.048828 Iteration 27Q: 3 clusters Score -1770113 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1770116.500000 Penalty: 11075.048828 Iteration 28Q: 3 clusters Score -1770116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1770121.625000 Penalty: 11075.048828 Iteration 29Q: 3 clusters Score -1770122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -1770128.250000 Penalty: 11075.048828 Iteration 30Q: 3 clusters Score -1770128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1770128.375000 Penalty: 11075.048828 Iteration 31Q: 3 clusters Score -1770128 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1770126.375000 Penalty: 11075.048828 Iteration 32Q: 3 clusters Score -1770126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1770131.750000 Penalty: 11075.048828 Iteration 33Q: 3 clusters Score -1770132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1770132.000000 Penalty: 11075.048828 Iteration 34Q: 3 clusters Score -1770132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -1770130.125000 Penalty: 11075.048828 Iteration 35Q: 3 clusters Score -1770130 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -1770130.125000 Penalty: 11075.048828 Iteration 36F: 3 clusters Score -1770130 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15202 members Entering Unmasked Estep Score: -3261519.250000 Penalty: 5897.874023 Iteration 0F: 2 clusters Score -3261519 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -3248018.500000 Penalty: 11795.748047 Iteration 0F: 3 clusters Score -3248018 nChanged 5971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -3251346.000000 Penalty: 11795.748047 Iteration 1F: 3 clusters Score -3251346 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -3251960.250000 Penalty: 11795.748047 Iteration 2F: 3 clusters Score -3251960 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -3252337.500000 Penalty: 11795.748047 Iteration 3F: 3 clusters Score -3252338 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -3252615.250000 Penalty: 11795.748047 Iteration 4Q: 3 clusters Score -3252615 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -3252950.250000 Penalty: 11795.748047 Iteration 5Q: 3 clusters Score -3252950 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -3253312.000000 Penalty: 11795.748047 Iteration 6Q: 3 clusters Score -3253312 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -3253655.000000 Penalty: 11795.748047 Iteration 7Q: 3 clusters Score -3253655 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -3253937.250000 Penalty: 11795.748047 Iteration 8Q: 3 clusters Score -3253937 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -3254143.250000 Penalty: 11795.748047 Iteration 9Q: 3 clusters Score -3254143 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -3254344.500000 Penalty: 11795.748047 Iteration 10Q: 3 clusters Score -3254344 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -3254523.750000 Penalty: 11795.748047 Iteration 11Q: 3 clusters Score -3254524 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -3254679.000000 Penalty: 11795.748047 Iteration 12Q: 3 clusters Score -3254679 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -3254836.500000 Penalty: 11795.748047 Iteration 13Q: 3 clusters Score -3254836 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -3254978.000000 Penalty: 11795.748047 Iteration 14Q: 3 clusters Score -3254978 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -3255161.250000 Penalty: 11795.748047 Iteration 15Q: 3 clusters Score -3255161 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -3255360.000000 Penalty: 11795.748047 Iteration 16Q: 3 clusters Score -3255360 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -3255540.500000 Penalty: 11795.748047 Iteration 17Q: 3 clusters Score -3255540 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -3255716.250000 Penalty: 11795.748047 Iteration 18Q: 3 clusters Score -3255716 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -3255898.500000 Penalty: 11795.748047 Iteration 19Q: 3 clusters Score -3255898 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -3256086.250000 Penalty: 11795.748047 Iteration 20F: 3 clusters Score -3256086 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -3256274.500000 Penalty: 11795.748047 Iteration 21Q: 3 clusters Score -3256274 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -3256494.000000 Penalty: 11795.748047 Iteration 22Q: 3 clusters Score -3256494 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -3256723.250000 Penalty: 11795.748047 Iteration 23Q: 3 clusters Score -3256723 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -3256923.750000 Penalty: 11795.748047 Iteration 24Q: 3 clusters Score -3256924 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -3257119.000000 Penalty: 11795.748047 Iteration 25Q: 3 clusters Score -3257119 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -3257298.500000 Penalty: 11795.748047 Iteration 26Q: 3 clusters Score -3257298 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -3257476.750000 Penalty: 11795.748047 Iteration 27Q: 3 clusters Score -3257477 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12421 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -3257623.500000 Penalty: 11795.748047 Iteration 28Q: 3 clusters Score -3257624 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12636 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -3257738.750000 Penalty: 11795.748047 Iteration 29Q: 3 clusters Score -3257739 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12804 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -3257824.750000 Penalty: 11795.748047 Iteration 30Q: 3 clusters Score -3257825 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -3257880.500000 Penalty: 11795.748047 Iteration 31Q: 3 clusters Score -3257880 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13008 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -3257929.500000 Penalty: 11795.748047 Iteration 32Q: 3 clusters Score -3257930 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13083 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -3257974.500000 Penalty: 11795.748047 Iteration 33Q: 3 clusters Score -3257974 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -3258007.000000 Penalty: 11795.748047 Iteration 34Q: 3 clusters Score -3258007 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13208 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -3258033.750000 Penalty: 11795.748047 Iteration 35Q: 3 clusters Score -3258034 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -3258065.250000 Penalty: 11795.748047 Iteration 36Q: 3 clusters Score -3258065 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -3258086.000000 Penalty: 11795.748047 Iteration 37Q: 3 clusters Score -3258086 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13337 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -3258106.000000 Penalty: 11795.748047 Iteration 38Q: 3 clusters Score -3258106 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -3258130.000000 Penalty: 11795.748047 Iteration 39Q: 3 clusters Score -3258130 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -3258144.000000 Penalty: 11795.748047 Iteration 40F: 3 clusters Score -3258144 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -3258162.000000 Penalty: 11795.748047 Iteration 41Q: 3 clusters Score -3258162 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -3258168.250000 Penalty: 11795.748047 Iteration 42Q: 3 clusters Score -3258168 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -3258183.000000 Penalty: 11795.748047 Iteration 43Q: 3 clusters Score -3258183 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13497 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -3258197.500000 Penalty: 11795.748047 Iteration 44Q: 3 clusters Score -3258198 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13512 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -3258202.000000 Penalty: 11795.748047 Iteration 45Q: 3 clusters Score -3258202 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13529 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -3258206.000000 Penalty: 11795.748047 Iteration 46Q: 3 clusters Score -3258206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13544 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -3258211.500000 Penalty: 11795.748047 Iteration 47Q: 3 clusters Score -3258212 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13560 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -3258218.000000 Penalty: 11795.748047 Iteration 48Q: 3 clusters Score -3258218 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13572 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -3258219.750000 Penalty: 11795.748047 Iteration 49Q: 3 clusters Score -3258220 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13586 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -3258230.000000 Penalty: 11795.748047 Iteration 50Q: 3 clusters Score -3258230 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13594 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -3258231.750000 Penalty: 11795.748047 Iteration 51Q: 3 clusters Score -3258232 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13602 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -3258233.750000 Penalty: 11795.748047 Iteration 52Q: 3 clusters Score -3258234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13609 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -3258236.250000 Penalty: 11795.748047 Iteration 53Q: 3 clusters Score -3258236 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -3258230.000000 Penalty: 11795.748047 Iteration 54Q: 3 clusters Score -3258230 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13622 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -3258237.000000 Penalty: 11795.748047 Iteration 55Q: 3 clusters Score -3258237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13625 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -3258239.500000 Penalty: 11795.748047 Iteration 56Q: 3 clusters Score -3258240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13629 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -3258248.750000 Penalty: 11795.748047 Iteration 57Q: 3 clusters Score -3258249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13630 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -3258248.000000 Penalty: 11795.748047 Iteration 58Q: 3 clusters Score -3258248 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13633 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -3258249.500000 Penalty: 11795.748047 Iteration 59Q: 3 clusters Score -3258250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13634 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -3258248.000000 Penalty: 11795.748047 Iteration 60F: 3 clusters Score -3258248 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -3258246.000000 Penalty: 11795.748047 Iteration 61Q: 3 clusters Score -3258246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -3258246.000000 Penalty: 11795.748047 Iteration 62F: 3 clusters Score -3258246 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (25537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25537 members Entering Unmasked Estep Score: -5156587.500000 Penalty: 6215.578613 Iteration 0F: 2 clusters Score -5156588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12827 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -5136692.500000 Penalty: 12431.157227 Iteration 0F: 3 clusters Score -5136692 nChanged 10553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13002 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -5142297.000000 Penalty: 12431.157227 Iteration 1F: 3 clusters Score -5142297 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13190 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -5143079.000000 Penalty: 12431.157227 Iteration 2F: 3 clusters Score -5143079 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -5143706.500000 Penalty: 12431.157227 Iteration 3F: 3 clusters Score -5143706 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13603 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -5144362.000000 Penalty: 12431.157227 Iteration 4Q: 3 clusters Score -5144362 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13927 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -5145108.000000 Penalty: 12431.157227 Iteration 5Q: 3 clusters Score -5145108 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -5146077.500000 Penalty: 12431.157227 Iteration 6F: 3 clusters Score -5146078 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14751 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -5147022.500000 Penalty: 12431.157227 Iteration 7F: 3 clusters Score -5147022 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -5148036.000000 Penalty: 12431.157227 Iteration 8F: 3 clusters Score -5148036 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -5149026.500000 Penalty: 12431.157227 Iteration 9F: 3 clusters Score -5149026 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -5149811.000000 Penalty: 12431.157227 Iteration 10Q: 3 clusters Score -5149811 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -5150329.500000 Penalty: 12431.157227 Iteration 11Q: 3 clusters Score -5150330 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16861 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -5150672.500000 Penalty: 12431.157227 Iteration 12Q: 3 clusters Score -5150672 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17047 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -5150874.000000 Penalty: 12431.157227 Iteration 13Q: 3 clusters Score -5150874 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -5151002.500000 Penalty: 12431.157227 Iteration 14Q: 3 clusters Score -5151002 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17248 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -5151088.000000 Penalty: 12431.157227 Iteration 15Q: 3 clusters Score -5151088 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -5151161.500000 Penalty: 12431.157227 Iteration 16Q: 3 clusters Score -5151162 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17385 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -5151209.500000 Penalty: 12431.157227 Iteration 17Q: 3 clusters Score -5151210 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17413 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -5151263.500000 Penalty: 12431.157227 Iteration 18Q: 3 clusters Score -5151264 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17439 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -5151273.000000 Penalty: 12431.157227 Iteration 19Q: 3 clusters Score -5151273 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17449 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -5151297.500000 Penalty: 12431.157227 Iteration 20F: 3 clusters Score -5151298 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17450 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -5151313.500000 Penalty: 12431.157227 Iteration 21Q: 3 clusters Score -5151314 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -5151348.000000 Penalty: 12431.157227 Iteration 22Q: 3 clusters Score -5151348 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17476 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -5151343.500000 Penalty: 12431.157227 Iteration 23Q: 3 clusters Score -5151344 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17479 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -5151359.500000 Penalty: 12431.157227 Iteration 24Q: 3 clusters Score -5151360 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17483 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -5151375.000000 Penalty: 12431.157227 Iteration 25Q: 3 clusters Score -5151375 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17488 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -5151402.500000 Penalty: 12431.157227 Iteration 26Q: 3 clusters Score -5151402 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17489 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -5151415.500000 Penalty: 12431.157227 Iteration 27Q: 3 clusters Score -5151416 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17488 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -5151416.000000 Penalty: 12431.157227 Iteration 28Q: 3 clusters Score -5151416 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17493 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -5151415.000000 Penalty: 12431.157227 Iteration 29Q: 3 clusters Score -5151415 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17493 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -5151408.500000 Penalty: 12431.157227 Iteration 30Q: 3 clusters Score -5151408 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17498 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -5151411.500000 Penalty: 12431.157227 Iteration 31Q: 3 clusters Score -5151412 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17507 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -5151415.500000 Penalty: 12431.157227 Iteration 32Q: 3 clusters Score -5151416 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17513 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -5151424.500000 Penalty: 12431.157227 Iteration 33Q: 3 clusters Score -5151424 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17512 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -5151424.000000 Penalty: 12431.157227 Iteration 34Q: 3 clusters Score -5151424 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17512 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -5151427.000000 Penalty: 12431.157227 Iteration 35Q: 3 clusters Score -5151427 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17510 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -5151423.500000 Penalty: 12431.157227 Iteration 36Q: 3 clusters Score -5151424 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17506 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -5151422.000000 Penalty: 12431.157227 Iteration 37Q: 3 clusters Score -5151422 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17504 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -5151426.500000 Penalty: 12431.157227 Iteration 38Q: 3 clusters Score -5151426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -5151429.000000 Penalty: 12431.157227 Iteration 39Q: 3 clusters Score -5151429 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -5151426.000000 Penalty: 12431.157227 Iteration 40F: 3 clusters Score -5151426 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17504 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -5151425.000000 Penalty: 12431.157227 Iteration 41Q: 3 clusters Score -5151425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17504 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -5151423.000000 Penalty: 12431.157227 Iteration 42Q: 3 clusters Score -5151423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -5151426.500000 Penalty: 12431.157227 Iteration 43Q: 3 clusters Score -5151426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17500 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -5151428.500000 Penalty: 12431.157227 Iteration 44Q: 3 clusters Score -5151428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -5151424.500000 Penalty: 12431.157227 Iteration 45Q: 3 clusters Score -5151424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17504 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -5151430.000000 Penalty: 12431.157227 Iteration 46Q: 3 clusters Score -5151430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -5151426.500000 Penalty: 12431.157227 Iteration 47Q: 3 clusters Score -5151426 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -5151426.500000 Penalty: 12431.157227 Iteration 48F: 3 clusters Score -5151426 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Entering Unmasked Estep Score: -261890.828125 Penalty: 4392.168945 Iteration 0F: 2 clusters Score -261890.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -257514.625000 Penalty: 8784.337891 Iteration 0F: 3 clusters Score -257514.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -257970.812500 Penalty: 8784.337891 Iteration 1F: 3 clusters Score -257970.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -258118.062500 Penalty: 8784.337891 Iteration 2Q: 3 clusters Score -258118.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -258187.671875 Penalty: 8784.337891 Iteration 3Q: 3 clusters Score -258187.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -258221.468750 Penalty: 8784.337891 Iteration 4Q: 3 clusters Score -258221.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -258236.468750 Penalty: 8784.337891 Iteration 5Q: 3 clusters Score -258236.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -258248.828125 Penalty: 8784.337891 Iteration 6Q: 3 clusters Score -258248.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -258253.859375 Penalty: 8784.337891 Iteration 7Q: 3 clusters Score -258253.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -258258.625000 Penalty: 8784.337891 Iteration 8Q: 3 clusters Score -258258.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -258260.250000 Penalty: 8784.337891 Iteration 9Q: 3 clusters Score -258260.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -258260.250000 Penalty: 8784.337891 Iteration 10F: 3 clusters Score -258260.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Entering Unmasked Estep Score: -187678.468750 Penalty: 4268.996582 Iteration 0F: 2 clusters Score -187678.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -183660.859375 Penalty: 8537.993164 Iteration 0F: 3 clusters Score -183660.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -184470.562500 Penalty: 8537.993164 Iteration 1F: 3 clusters Score -184470.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -184921.296875 Penalty: 8537.993164 Iteration 2F: 3 clusters Score -184921.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -185275.156250 Penalty: 8537.993164 Iteration 3F: 3 clusters Score -185275.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -185692.312500 Penalty: 8537.993164 Iteration 4F: 3 clusters Score -185692.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -185954.656250 Penalty: 8537.993164 Iteration 5Q: 3 clusters Score -185954.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -186258.718750 Penalty: 8537.993164 Iteration 6Q: 3 clusters Score -186258.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -186632.000000 Penalty: 8537.993164 Iteration 7Q: 3 clusters Score -186632 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -186966.562500 Penalty: 8537.993164 Iteration 8Q: 3 clusters Score -186966.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -187155.015625 Penalty: 8537.993164 Iteration 9Q: 3 clusters Score -187155 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -187287.453125 Penalty: 8537.993164 Iteration 10Q: 3 clusters Score -187287.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -187441.593750 Penalty: 8537.993164 Iteration 11Q: 3 clusters Score -187441.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -187565.328125 Penalty: 8537.993164 Iteration 12Q: 3 clusters Score -187565.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -187714.765625 Penalty: 8537.993164 Iteration 13Q: 3 clusters Score -187714.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -187827.359375 Penalty: 8537.993164 Iteration 14Q: 3 clusters Score -187827.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -187872.734375 Penalty: 8537.993164 Iteration 15Q: 3 clusters Score -187872.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -187895.015625 Penalty: 8537.993164 Iteration 16Q: 3 clusters Score -187895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -187906.703125 Penalty: 8537.993164 Iteration 17Q: 3 clusters Score -187906.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -187911.187500 Penalty: 8537.993164 Iteration 18Q: 3 clusters Score -187911.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -187950.328125 Penalty: 8537.993164 Iteration 19F: 3 clusters Score -187950.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -188135.265625 Penalty: 8537.993164 Iteration 20F: 3 clusters Score -188135.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -188288.781250 Penalty: 8537.993164 Iteration 21Q: 3 clusters Score -188288.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -188409.765625 Penalty: 8537.993164 Iteration 22Q: 3 clusters Score -188409.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -188489.531250 Penalty: 8537.993164 Iteration 23Q: 3 clusters Score -188489.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -188570.843750 Penalty: 8537.993164 Iteration 24Q: 3 clusters Score -188570.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -188761.812500 Penalty: 8537.993164 Iteration 25Q: 3 clusters Score -188761.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -188870.187500 Penalty: 8537.993164 Iteration 26Q: 3 clusters Score -188870.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -188949.218750 Penalty: 8537.993164 Iteration 27Q: 3 clusters Score -188949.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -188973.031250 Penalty: 8537.993164 Iteration 28Q: 3 clusters Score -188973 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -188981.046875 Penalty: 8537.993164 Iteration 29Q: 3 clusters Score -188981 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -188986.640625 Penalty: 8537.993164 Iteration 30Q: 3 clusters Score -188986.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -189009.265625 Penalty: 8537.993164 Iteration 31Q: 3 clusters Score -189009.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -189084.890625 Penalty: 8537.993164 Iteration 32Q: 3 clusters Score -189084.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -189222.390625 Penalty: 8537.993164 Iteration 33Q: 3 clusters Score -189222.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -189329.593750 Penalty: 8537.993164 Iteration 34Q: 3 clusters Score -189329.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -189353.046875 Penalty: 8537.993164 Iteration 35Q: 3 clusters Score -189353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -189368.265625 Penalty: 8537.993164 Iteration 36Q: 3 clusters Score -189368.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -189375.765625 Penalty: 8537.993164 Iteration 37Q: 3 clusters Score -189375.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -189385.593750 Penalty: 8537.993164 Iteration 38Q: 3 clusters Score -189385.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -189393.750000 Penalty: 8537.993164 Iteration 39Q: 3 clusters Score -189393.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -189405.750000 Penalty: 8537.993164 Iteration 40F: 3 clusters Score -189405.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -189408.437500 Penalty: 8537.993164 Iteration 41Q: 3 clusters Score -189408.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -189411.937500 Penalty: 8537.993164 Iteration 42Q: 3 clusters Score -189411.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -189429.031250 Penalty: 8537.993164 Iteration 43Q: 3 clusters Score -189429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -189449.234375 Penalty: 8537.993164 Iteration 44Q: 3 clusters Score -189449.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -189457.125000 Penalty: 8537.993164 Iteration 45Q: 3 clusters Score -189457.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -189457.125000 Penalty: 8537.993164 Iteration 46F: 3 clusters Score -189457.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156929 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167291 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25537 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 474 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep Score: -119249376.000000 Penalty: 162390.671875 Splitting cluster 13 changes total score from -119251520.000000 to -119249376.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (28817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28817 members Entering Unmasked Estep Score: -6017596.500000 Penalty: 6289.591309 Iteration 0F: 2 clusters Score -6017596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14370 members Mstep: Class 2 contains 14447 members Entering Unmasked Estep Score: -5995430.500000 Penalty: 12579.182617 Iteration 0F: 3 clusters Score -5995430 nChanged 12068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14276 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -6001785.000000 Penalty: 12579.182617 Iteration 1F: 3 clusters Score -6001785 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 14653 members Entering Unmasked Estep Score: -6002523.000000 Penalty: 12579.182617 Iteration 2F: 3 clusters Score -6002523 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14049 members Mstep: Class 2 contains 14768 members Entering Unmasked Estep Score: -6003137.000000 Penalty: 12579.182617 Iteration 3Q: 3 clusters Score -6003137 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13908 members Mstep: Class 2 contains 14909 members Entering Unmasked Estep Score: -6003815.500000 Penalty: 12579.182617 Iteration 4Q: 3 clusters Score -6003816 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 15172 members Entering Unmasked Estep Score: -6004467.000000 Penalty: 12579.182617 Iteration 5Q: 3 clusters Score -6004467 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13235 members Mstep: Class 2 contains 15582 members Entering Unmasked Estep Score: -6005121.000000 Penalty: 12579.182617 Iteration 6Q: 3 clusters Score -6005121 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12654 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -6005791.000000 Penalty: 12579.182617 Iteration 7Q: 3 clusters Score -6005791 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 16919 members Entering Unmasked Estep Score: -6006494.000000 Penalty: 12579.182617 Iteration 8Q: 3 clusters Score -6006494 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11052 members Mstep: Class 2 contains 17765 members Entering Unmasked Estep Score: -6007215.000000 Penalty: 12579.182617 Iteration 9Q: 3 clusters Score -6007215 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 18756 members Entering Unmasked Estep Score: -6007996.000000 Penalty: 12579.182617 Iteration 10Q: 3 clusters Score -6007996 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 19770 members Entering Unmasked Estep Score: -6008734.000000 Penalty: 12579.182617 Iteration 11Q: 3 clusters Score -6008734 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -6009436.500000 Penalty: 12579.182617 Iteration 12Q: 3 clusters Score -6009436 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 21646 members Entering Unmasked Estep Score: -6010041.500000 Penalty: 12579.182617 Iteration 13Q: 3 clusters Score -6010042 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 22446 members Entering Unmasked Estep Score: -6010523.000000 Penalty: 12579.182617 Iteration 14Q: 3 clusters Score -6010523 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 23108 members Entering Unmasked Estep Score: -6010916.500000 Penalty: 12579.182617 Iteration 15Q: 3 clusters Score -6010916 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 23653 members Entering Unmasked Estep Score: -6011239.000000 Penalty: 12579.182617 Iteration 16Q: 3 clusters Score -6011239 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 24090 members Entering Unmasked Estep Score: -6011471.500000 Penalty: 12579.182617 Iteration 17Q: 3 clusters Score -6011472 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 24473 members Entering Unmasked Estep Score: -6011653.500000 Penalty: 12579.182617 Iteration 18Q: 3 clusters Score -6011654 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 24808 members Entering Unmasked Estep Score: -6011847.000000 Penalty: 12579.182617 Iteration 19Q: 3 clusters Score -6011847 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 25117 members Entering Unmasked Estep Score: -6012025.000000 Penalty: 12579.182617 Iteration 20F: 3 clusters Score -6012025 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 25372 members Entering Unmasked Estep Score: -6012179.000000 Penalty: 12579.182617 Iteration 21Q: 3 clusters Score -6012179 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 25586 members Entering Unmasked Estep Score: -6012337.000000 Penalty: 12579.182617 Iteration 22Q: 3 clusters Score -6012337 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 25795 members Entering Unmasked Estep Score: -6012497.500000 Penalty: 12579.182617 Iteration 23Q: 3 clusters Score -6012498 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 25976 members Entering Unmasked Estep Score: -6012697.000000 Penalty: 12579.182617 Iteration 24Q: 3 clusters Score -6012697 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 26139 members Entering Unmasked Estep Score: -6012860.500000 Penalty: 12579.182617 Iteration 25Q: 3 clusters Score -6012860 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -6013001.000000 Penalty: 12579.182617 Iteration 26Q: 3 clusters Score -6013001 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 26373 members Entering Unmasked Estep Score: -6013089.000000 Penalty: 12579.182617 Iteration 27Q: 3 clusters Score -6013089 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 26449 members Entering Unmasked Estep Score: -6013171.000000 Penalty: 12579.182617 Iteration 28Q: 3 clusters Score -6013171 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 26501 members Entering Unmasked Estep Score: -6013237.500000 Penalty: 12579.182617 Iteration 29Q: 3 clusters Score -6013238 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 26542 members Entering Unmasked Estep Score: -6013295.500000 Penalty: 12579.182617 Iteration 30Q: 3 clusters Score -6013296 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 26577 members Entering Unmasked Estep Score: -6013311.000000 Penalty: 12579.182617 Iteration 31Q: 3 clusters Score -6013311 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 26616 members Entering Unmasked Estep Score: -6013360.500000 Penalty: 12579.182617 Iteration 32Q: 3 clusters Score -6013360 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 26642 members Entering Unmasked Estep Score: -6013385.500000 Penalty: 12579.182617 Iteration 33Q: 3 clusters Score -6013386 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 26666 members Entering Unmasked Estep Score: -6013405.000000 Penalty: 12579.182617 Iteration 34Q: 3 clusters Score -6013405 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 26686 members Entering Unmasked Estep Score: -6013422.500000 Penalty: 12579.182617 Iteration 35Q: 3 clusters Score -6013422 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 26711 members Entering Unmasked Estep Score: -6013443.500000 Penalty: 12579.182617 Iteration 36Q: 3 clusters Score -6013444 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 26732 members Entering Unmasked Estep Score: -6013447.000000 Penalty: 12579.182617 Iteration 37Q: 3 clusters Score -6013447 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 26746 members Entering Unmasked Estep Score: -6013473.500000 Penalty: 12579.182617 Iteration 38Q: 3 clusters Score -6013474 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 26758 members Entering Unmasked Estep Score: -6013493.500000 Penalty: 12579.182617 Iteration 39Q: 3 clusters Score -6013494 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 26771 members Entering Unmasked Estep Score: -6013489.500000 Penalty: 12579.182617 Iteration 40F: 3 clusters Score -6013490 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 26787 members Entering Unmasked Estep Score: -6013501.500000 Penalty: 12579.182617 Iteration 41Q: 3 clusters Score -6013502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 26796 members Entering Unmasked Estep Score: -6013504.500000 Penalty: 12579.182617 Iteration 42Q: 3 clusters Score -6013504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 26803 members Entering Unmasked Estep Score: -6013511.500000 Penalty: 12579.182617 Iteration 43Q: 3 clusters Score -6013512 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 26809 members Entering Unmasked Estep Score: -6013511.000000 Penalty: 12579.182617 Iteration 44Q: 3 clusters Score -6013511 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 26812 members Entering Unmasked Estep Score: -6013509.500000 Penalty: 12579.182617 Iteration 45Q: 3 clusters Score -6013510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 26814 members Entering Unmasked Estep Score: -6013517.500000 Penalty: 12579.182617 Iteration 46Q: 3 clusters Score -6013518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 26814 members Entering Unmasked Estep Score: -6013518.500000 Penalty: 12579.182617 Iteration 47Q: 3 clusters Score -6013518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 26816 members Entering Unmasked Estep Score: -6013526.000000 Penalty: 12579.182617 Iteration 48Q: 3 clusters Score -6013526 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 26815 members Entering Unmasked Estep Score: -6013527.500000 Penalty: 12579.182617 Iteration 49Q: 3 clusters Score -6013528 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 26815 members Entering Unmasked Estep Score: -6013527.500000 Penalty: 12579.182617 Iteration 50F: 3 clusters Score -6013528 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Entering Unmasked Estep Score: -1736184.125000 Penalty: 5539.986816 Iteration 0F: 2 clusters Score -1736184 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1726893.750000 Penalty: 11079.973633 Iteration 0F: 3 clusters Score -1726894 nChanged 3052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1728868.250000 Penalty: 11079.973633 Iteration 1F: 3 clusters Score -1728868 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1729558.375000 Penalty: 11079.973633 Iteration 2F: 3 clusters Score -1729558 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1730294.875000 Penalty: 11079.973633 Iteration 3F: 3 clusters Score -1730295 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -1731102.750000 Penalty: 11079.973633 Iteration 4F: 3 clusters Score -1731103 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1731944.250000 Penalty: 11079.973633 Iteration 5F: 3 clusters Score -1731944 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -1732630.750000 Penalty: 11079.973633 Iteration 6F: 3 clusters Score -1732631 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1733112.000000 Penalty: 11079.973633 Iteration 7F: 3 clusters Score -1733112 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1733394.875000 Penalty: 11079.973633 Iteration 8Q: 3 clusters Score -1733395 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1733559.375000 Penalty: 11079.973633 Iteration 9Q: 3 clusters Score -1733559 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1733673.125000 Penalty: 11079.973633 Iteration 10Q: 3 clusters Score -1733673 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1733761.125000 Penalty: 11079.973633 Iteration 11Q: 3 clusters Score -1733761 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1733821.000000 Penalty: 11079.973633 Iteration 12Q: 3 clusters Score -1733821 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1733864.625000 Penalty: 11079.973633 Iteration 13Q: 3 clusters Score -1733865 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1733905.125000 Penalty: 11079.973633 Iteration 14Q: 3 clusters Score -1733905 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1733940.875000 Penalty: 11079.973633 Iteration 15Q: 3 clusters Score -1733941 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1733970.625000 Penalty: 11079.973633 Iteration 16Q: 3 clusters Score -1733971 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1733996.625000 Penalty: 11079.973633 Iteration 17Q: 3 clusters Score -1733997 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1734006.000000 Penalty: 11079.973633 Iteration 18Q: 3 clusters Score -1734006 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1734022.125000 Penalty: 11079.973633 Iteration 19Q: 3 clusters Score -1734022 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1734034.875000 Penalty: 11079.973633 Iteration 20F: 3 clusters Score -1734035 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1734033.000000 Penalty: 11079.973633 Iteration 21Q: 3 clusters Score -1734033 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1734040.250000 Penalty: 11079.973633 Iteration 22Q: 3 clusters Score -1734040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1734038.125000 Penalty: 11079.973633 Iteration 23Q: 3 clusters Score -1734038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1734041.125000 Penalty: 11079.973633 Iteration 24Q: 3 clusters Score -1734041 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1734042.250000 Penalty: 11079.973633 Iteration 25Q: 3 clusters Score -1734042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1734041.375000 Penalty: 11079.973633 Iteration 26Q: 3 clusters Score -1734041 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1734042.000000 Penalty: 11079.973633 Iteration 27Q: 3 clusters Score -1734042 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1734038.625000 Penalty: 11079.973633 Iteration 28Q: 3 clusters Score -1734039 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1734043.125000 Penalty: 11079.973633 Iteration 29Q: 3 clusters Score -1734043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1734044.875000 Penalty: 11079.973633 Iteration 30Q: 3 clusters Score -1734045 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1734046.500000 Penalty: 11079.973633 Iteration 31Q: 3 clusters Score -1734046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1734047.625000 Penalty: 11079.973633 Iteration 32Q: 3 clusters Score -1734048 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1734049.000000 Penalty: 11079.973633 Iteration 33Q: 3 clusters Score -1734049 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1734049.500000 Penalty: 11079.973633 Iteration 34Q: 3 clusters Score -1734050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1734054.375000 Penalty: 11079.973633 Iteration 35Q: 3 clusters Score -1734054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1734054.125000 Penalty: 11079.973633 Iteration 36Q: 3 clusters Score -1734054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1734059.750000 Penalty: 11079.973633 Iteration 37Q: 3 clusters Score -1734060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1734057.500000 Penalty: 11079.973633 Iteration 38Q: 3 clusters Score -1734058 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1734055.750000 Penalty: 11079.973633 Iteration 39Q: 3 clusters Score -1734056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1734056.875000 Penalty: 11079.973633 Iteration 40F: 3 clusters Score -1734057 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1734060.125000 Penalty: 11079.973633 Iteration 41Q: 3 clusters Score -1734060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1734061.125000 Penalty: 11079.973633 Iteration 42Q: 3 clusters Score -1734061 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1734060.000000 Penalty: 11079.973633 Iteration 43Q: 3 clusters Score -1734060 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1734063.375000 Penalty: 11079.973633 Iteration 44Q: 3 clusters Score -1734063 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1734063.375000 Penalty: 11079.973633 Iteration 45F: 3 clusters Score -1734063 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -264859.156250 Penalty: 4449.218262 Iteration 0F: 2 clusters Score -264859.2 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 668 members Entering Unmasked Estep Score: -260591.921875 Penalty: 8898.436523 Iteration 0F: 3 clusters Score -260591.9 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -261485.468750 Penalty: 8898.436523 Iteration 1F: 3 clusters Score -261485.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -261945.171875 Penalty: 8898.436523 Iteration 2F: 3 clusters Score -261945.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -262299.500000 Penalty: 8898.436523 Iteration 3F: 3 clusters Score -262299.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -262605.687500 Penalty: 8898.436523 Iteration 4F: 3 clusters Score -262605.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -262805.406250 Penalty: 8898.436523 Iteration 5Q: 3 clusters Score -262805.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -262936.312500 Penalty: 8898.436523 Iteration 6Q: 3 clusters Score -262936.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -262982.406250 Penalty: 8898.436523 Iteration 7Q: 3 clusters Score -262982.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -263007.250000 Penalty: 8898.436523 Iteration 8Q: 3 clusters Score -263007.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -263015.093750 Penalty: 8898.436523 Iteration 9Q: 3 clusters Score -263015.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -263018.000000 Penalty: 8898.436523 Iteration 10Q: 3 clusters Score -263018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -263019.781250 Penalty: 8898.436523 Iteration 11Q: 3 clusters Score -263019.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -263024.375000 Penalty: 8898.436523 Iteration 12Q: 3 clusters Score -263024.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -263026.062500 Penalty: 8898.436523 Iteration 13Q: 3 clusters Score -263026.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -263026.062500 Penalty: 8898.436523 Iteration 14F: 3 clusters Score -263026.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (34080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34080 members Entering Unmasked Estep Score: -7245849.000000 Penalty: 6392.335449 Iteration 0F: 2 clusters Score -7245849 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17179 members Mstep: Class 2 contains 16901 members Entering Unmasked Estep Score: -7220355.500000 Penalty: 12784.670898 Iteration 0F: 3 clusters Score -7220356 nChanged 14552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17863 members Mstep: Class 2 contains 16217 members Entering Unmasked Estep Score: -7228041.000000 Penalty: 12784.670898 Iteration 1F: 3 clusters Score -7228041 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18335 members Mstep: Class 2 contains 15745 members Entering Unmasked Estep Score: -7228821.000000 Penalty: 12784.670898 Iteration 2F: 3 clusters Score -7228821 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18880 members Mstep: Class 2 contains 15200 members Entering Unmasked Estep Score: -7229397.500000 Penalty: 12784.670898 Iteration 3Q: 3 clusters Score -7229398 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19602 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -7229959.000000 Penalty: 12784.670898 Iteration 4Q: 3 clusters Score -7229959 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20489 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -7230574.000000 Penalty: 12784.670898 Iteration 5Q: 3 clusters Score -7230574 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21565 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -7231295.500000 Penalty: 12784.670898 Iteration 6Q: 3 clusters Score -7231296 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22890 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -7232206.000000 Penalty: 12784.670898 Iteration 7Q: 3 clusters Score -7232206 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24353 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -7233286.500000 Penalty: 12784.670898 Iteration 8F: 3 clusters Score -7233286 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25939 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -7234506.000000 Penalty: 12784.670898 Iteration 9F: 3 clusters Score -7234506 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27499 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -7235812.000000 Penalty: 12784.670898 Iteration 10Q: 3 clusters Score -7235812 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28860 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -7236856.500000 Penalty: 12784.670898 Iteration 11Q: 3 clusters Score -7236856 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29946 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -7237770.000000 Penalty: 12784.670898 Iteration 12Q: 3 clusters Score -7237770 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30710 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -7238512.500000 Penalty: 12784.670898 Iteration 13Q: 3 clusters Score -7238512 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31258 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -7239084.000000 Penalty: 12784.670898 Iteration 14Q: 3 clusters Score -7239084 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31635 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -7239594.500000 Penalty: 12784.670898 Iteration 15Q: 3 clusters Score -7239594 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31893 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -7239969.000000 Penalty: 12784.670898 Iteration 16Q: 3 clusters Score -7239969 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32048 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -7240281.500000 Penalty: 12784.670898 Iteration 17Q: 3 clusters Score -7240282 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32145 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -7240539.500000 Penalty: 12784.670898 Iteration 18Q: 3 clusters Score -7240540 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32205 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -7240668.500000 Penalty: 12784.670898 Iteration 19Q: 3 clusters Score -7240668 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32239 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -7240777.500000 Penalty: 12784.670898 Iteration 20F: 3 clusters Score -7240778 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32268 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -7240862.000000 Penalty: 12784.670898 Iteration 21Q: 3 clusters Score -7240862 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32289 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -7240908.000000 Penalty: 12784.670898 Iteration 22Q: 3 clusters Score -7240908 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32305 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -7240941.000000 Penalty: 12784.670898 Iteration 23Q: 3 clusters Score -7240941 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32312 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -7240951.000000 Penalty: 12784.670898 Iteration 24Q: 3 clusters Score -7240951 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32319 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -7240975.000000 Penalty: 12784.670898 Iteration 25Q: 3 clusters Score -7240975 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32321 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -7240985.500000 Penalty: 12784.670898 Iteration 26Q: 3 clusters Score -7240986 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32323 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -7240996.500000 Penalty: 12784.670898 Iteration 27Q: 3 clusters Score -7240996 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32333 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -7241010.500000 Penalty: 12784.670898 Iteration 28Q: 3 clusters Score -7241010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32340 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -7241012.000000 Penalty: 12784.670898 Iteration 29Q: 3 clusters Score -7241012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32347 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -7241014.500000 Penalty: 12784.670898 Iteration 30Q: 3 clusters Score -7241014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32348 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -7241022.000000 Penalty: 12784.670898 Iteration 31Q: 3 clusters Score -7241022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32352 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -7241022.500000 Penalty: 12784.670898 Iteration 32Q: 3 clusters Score -7241022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32353 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -7241036.000000 Penalty: 12784.670898 Iteration 33Q: 3 clusters Score -7241036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32353 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -7241031.000000 Penalty: 12784.670898 Iteration 34Q: 3 clusters Score -7241031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32356 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -7241026.500000 Penalty: 12784.670898 Iteration 35Q: 3 clusters Score -7241026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32355 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -7241027.500000 Penalty: 12784.670898 Iteration 36Q: 3 clusters Score -7241028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32357 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -7241028.500000 Penalty: 12784.670898 Iteration 37Q: 3 clusters Score -7241028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32356 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -7241034.000000 Penalty: 12784.670898 Iteration 38Q: 3 clusters Score -7241034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32355 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -7241031.500000 Penalty: 12784.670898 Iteration 39Q: 3 clusters Score -7241032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32353 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -7241036.500000 Penalty: 12784.670898 Iteration 40F: 3 clusters Score -7241036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32351 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -7241042.000000 Penalty: 12784.670898 Iteration 41Q: 3 clusters Score -7241042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32350 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -7241039.500000 Penalty: 12784.670898 Iteration 42Q: 3 clusters Score -7241040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32350 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -7241039.500000 Penalty: 12784.670898 Iteration 43F: 3 clusters Score -7241040 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Entering Unmasked Estep Score: -252810.296875 Penalty: 4370.120605 Iteration 0F: 2 clusters Score -252810.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -248684.703125 Penalty: 8740.241211 Iteration 0F: 3 clusters Score -248684.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -249260.265625 Penalty: 8740.241211 Iteration 1F: 3 clusters Score -249260.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -249458.718750 Penalty: 8740.241211 Iteration 2F: 3 clusters Score -249458.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -249629.218750 Penalty: 8740.241211 Iteration 3Q: 3 clusters Score -249629.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -249732.468750 Penalty: 8740.241211 Iteration 4Q: 3 clusters Score -249732.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -249812.781250 Penalty: 8740.241211 Iteration 5Q: 3 clusters Score -249812.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -249884.875000 Penalty: 8740.241211 Iteration 6Q: 3 clusters Score -249884.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -249941.375000 Penalty: 8740.241211 Iteration 7Q: 3 clusters Score -249941.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -249973.078125 Penalty: 8740.241211 Iteration 8Q: 3 clusters Score -249973.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -249999.109375 Penalty: 8740.241211 Iteration 9Q: 3 clusters Score -249999.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -250022.218750 Penalty: 8740.241211 Iteration 10Q: 3 clusters Score -250022.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -250032.468750 Penalty: 8740.241211 Iteration 11Q: 3 clusters Score -250032.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -250048.296875 Penalty: 8740.241211 Iteration 12Q: 3 clusters Score -250048.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -250052.718750 Penalty: 8740.241211 Iteration 13Q: 3 clusters Score -250052.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -250072.875000 Penalty: 8740.241211 Iteration 14Q: 3 clusters Score -250072.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -250089.671875 Penalty: 8740.241211 Iteration 15Q: 3 clusters Score -250089.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -250101.531250 Penalty: 8740.241211 Iteration 16Q: 3 clusters Score -250101.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -250108.968750 Penalty: 8740.241211 Iteration 17Q: 3 clusters Score -250109 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -250111.421875 Penalty: 8740.241211 Iteration 18Q: 3 clusters Score -250111.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -250111.421875 Penalty: 8740.241211 Iteration 19F: 3 clusters Score -250111.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Entering Unmasked Estep Score: -185543.812500 Penalty: 4204.079590 Iteration 0F: 2 clusters Score -185543.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -181484.859375 Penalty: 8408.159180 Iteration 0F: 3 clusters Score -181484.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -181868.156250 Penalty: 8408.159180 Iteration 1F: 3 clusters Score -181868.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -182032.484375 Penalty: 8408.159180 Iteration 2Q: 3 clusters Score -182032.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -182200.765625 Penalty: 8408.159180 Iteration 3Q: 3 clusters Score -182200.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -182370.125000 Penalty: 8408.159180 Iteration 4Q: 3 clusters Score -182370.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -182462.468750 Penalty: 8408.159180 Iteration 5Q: 3 clusters Score -182462.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -182516.671875 Penalty: 8408.159180 Iteration 6Q: 3 clusters Score -182516.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -182571.312500 Penalty: 8408.159180 Iteration 7Q: 3 clusters Score -182571.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -182590.687500 Penalty: 8408.159180 Iteration 8Q: 3 clusters Score -182590.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -182600.875000 Penalty: 8408.159180 Iteration 9Q: 3 clusters Score -182600.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -182611.203125 Penalty: 8408.159180 Iteration 10Q: 3 clusters Score -182611.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -182624.203125 Penalty: 8408.159180 Iteration 11Q: 3 clusters Score -182624.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -182626.921875 Penalty: 8408.159180 Iteration 12Q: 3 clusters Score -182626.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -182626.921875 Penalty: 8408.159180 Iteration 13F: 3 clusters Score -182626.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156929 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167291 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25537 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251520.000000 Penalty: 154271.140625 Iteration 119Q: 20 clusters Score -1.192515e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156928 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167292 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25537 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251504.000000 Penalty: 154271.140625 Iteration 120F: 20 clusters Score -1.192515e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156928 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167293 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25536 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251496.000000 Penalty: 154271.140625 Iteration 121Q: 20 clusters Score -1.192515e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 156928 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167294 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25535 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251488.000000 Penalty: 154271.140625 Iteration 122Q: 20 clusters Score -1.192515e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 156928 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167294 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25534 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251512.000000 Penalty: 154271.140625 Iteration 123Q: 20 clusters Score -1.192515e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 156928 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167294 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25534 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -119251512.000000 Penalty: 154271.140625 Iteration 124F: 20 clusters Score -1.192515e+08 nChanged 0 Entering ConstructFrom: Score: -119251512.000000 Penalty: 154271.140625 Entering ConstructFrom: Trying to split cluster 1 (19998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19998 members Entering Unmasked Estep Score: -4236132.000000 Penalty: 6065.824707 Iteration 0F: 2 clusters Score -4236132 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -4219616.500000 Penalty: 12131.649414 Iteration 0F: 3 clusters Score -4219616 nChanged 8130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -4223828.500000 Penalty: 12131.649414 Iteration 1F: 3 clusters Score -4223828 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -4224414.500000 Penalty: 12131.649414 Iteration 2F: 3 clusters Score -4224414 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -4224802.500000 Penalty: 12131.649414 Iteration 3Q: 3 clusters Score -4224802 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -4225080.500000 Penalty: 12131.649414 Iteration 4Q: 3 clusters Score -4225080 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -4225308.500000 Penalty: 12131.649414 Iteration 5Q: 3 clusters Score -4225308 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11263 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -4225497.500000 Penalty: 12131.649414 Iteration 6Q: 3 clusters Score -4225498 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -4225679.000000 Penalty: 12131.649414 Iteration 7Q: 3 clusters Score -4225679 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -4225873.500000 Penalty: 12131.649414 Iteration 8Q: 3 clusters Score -4225874 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12234 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -4226056.000000 Penalty: 12131.649414 Iteration 9Q: 3 clusters Score -4226056 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12671 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -4226286.500000 Penalty: 12131.649414 Iteration 10Q: 3 clusters Score -4226286 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -4226553.500000 Penalty: 12131.649414 Iteration 11Q: 3 clusters Score -4226554 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13648 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -4226837.500000 Penalty: 12131.649414 Iteration 12Q: 3 clusters Score -4226838 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14232 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -4227180.500000 Penalty: 12131.649414 Iteration 13Q: 3 clusters Score -4227180 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14843 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -4227591.000000 Penalty: 12131.649414 Iteration 14Q: 3 clusters Score -4227591 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15476 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -4228042.500000 Penalty: 12131.649414 Iteration 15Q: 3 clusters Score -4228042 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -4228490.000000 Penalty: 12131.649414 Iteration 16Q: 3 clusters Score -4228490 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -4228932.500000 Penalty: 12131.649414 Iteration 17Q: 3 clusters Score -4228932 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17115 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -4229312.500000 Penalty: 12131.649414 Iteration 18Q: 3 clusters Score -4229312 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17517 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -4229632.500000 Penalty: 12131.649414 Iteration 19Q: 3 clusters Score -4229632 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17846 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -4229925.000000 Penalty: 12131.649414 Iteration 20F: 3 clusters Score -4229925 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18105 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -4230143.500000 Penalty: 12131.649414 Iteration 21Q: 3 clusters Score -4230144 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18287 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -4230322.000000 Penalty: 12131.649414 Iteration 22Q: 3 clusters Score -4230322 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18444 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -4230464.000000 Penalty: 12131.649414 Iteration 23Q: 3 clusters Score -4230464 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18569 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -4230570.500000 Penalty: 12131.649414 Iteration 24Q: 3 clusters Score -4230570 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18664 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -4230655.500000 Penalty: 12131.649414 Iteration 25Q: 3 clusters Score -4230656 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18736 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -4230713.000000 Penalty: 12131.649414 Iteration 26Q: 3 clusters Score -4230713 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18790 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -4230793.000000 Penalty: 12131.649414 Iteration 27Q: 3 clusters Score -4230793 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18832 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -4230828.500000 Penalty: 12131.649414 Iteration 28Q: 3 clusters Score -4230828 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18861 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -4230859.500000 Penalty: 12131.649414 Iteration 29Q: 3 clusters Score -4230860 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18886 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -4230892.500000 Penalty: 12131.649414 Iteration 30Q: 3 clusters Score -4230892 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18910 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -4230912.000000 Penalty: 12131.649414 Iteration 31Q: 3 clusters Score -4230912 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18918 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -4230926.500000 Penalty: 12131.649414 Iteration 32Q: 3 clusters Score -4230926 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18932 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -4230942.500000 Penalty: 12131.649414 Iteration 33Q: 3 clusters Score -4230942 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18942 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -4230951.500000 Penalty: 12131.649414 Iteration 34Q: 3 clusters Score -4230952 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18949 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -4230965.000000 Penalty: 12131.649414 Iteration 35Q: 3 clusters Score -4230965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18953 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -4230966.000000 Penalty: 12131.649414 Iteration 36Q: 3 clusters Score -4230966 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -4230973.000000 Penalty: 12131.649414 Iteration 37Q: 3 clusters Score -4230973 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18964 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -4230990.000000 Penalty: 12131.649414 Iteration 38Q: 3 clusters Score -4230990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18970 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -4231004.500000 Penalty: 12131.649414 Iteration 39Q: 3 clusters Score -4231004 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18975 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -4231005.500000 Penalty: 12131.649414 Iteration 40F: 3 clusters Score -4231006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18976 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -4231007.500000 Penalty: 12131.649414 Iteration 41Q: 3 clusters Score -4231008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18977 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -4231012.500000 Penalty: 12131.649414 Iteration 42Q: 3 clusters Score -4231012 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18979 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -4231012.000000 Penalty: 12131.649414 Iteration 43Q: 3 clusters Score -4231012 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18981 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -4231017.500000 Penalty: 12131.649414 Iteration 44Q: 3 clusters Score -4231018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18981 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -4231014.000000 Penalty: 12131.649414 Iteration 45Q: 3 clusters Score -4231014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18983 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -4231015.000000 Penalty: 12131.649414 Iteration 46Q: 3 clusters Score -4231015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18984 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -4231016.500000 Penalty: 12131.649414 Iteration 47Q: 3 clusters Score -4231016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18987 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -4231019.500000 Penalty: 12131.649414 Iteration 48Q: 3 clusters Score -4231020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18986 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -4231025.000000 Penalty: 12131.649414 Iteration 49Q: 3 clusters Score -4231025 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18986 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -4231025.000000 Penalty: 12131.649414 Iteration 50F: 3 clusters Score -4231025 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (156928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156928 members Entering Unmasked Estep Score: -33135262.000000 Penalty: 7327.669434 Iteration 0F: 2 clusters Score -3.313526e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78326 members Mstep: Class 2 contains 78602 members Entering Unmasked Estep Score: -33029312.000000 Penalty: 14655.338867 Iteration 0F: 3 clusters Score -3.302931e+07 nChanged 73040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75908 members Mstep: Class 2 contains 81020 members Entering Unmasked Estep Score: -33070750.000000 Penalty: 14655.338867 Iteration 1F: 3 clusters Score -3.307075e+07 nChanged 5871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74279 members Mstep: Class 2 contains 82649 members Entering Unmasked Estep Score: -33072296.000000 Penalty: 14655.338867 Iteration 2Q: 3 clusters Score -3.30723e+07 nChanged 6247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71780 members Mstep: Class 2 contains 85148 members Entering Unmasked Estep Score: -33074178.000000 Penalty: 14655.338867 Iteration 3Q: 3 clusters Score -3.307418e+07 nChanged 6857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68227 members Mstep: Class 2 contains 88701 members Entering Unmasked Estep Score: -33076540.000000 Penalty: 14655.338867 Iteration 4Q: 3 clusters Score -3.307654e+07 nChanged 7726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63261 members Mstep: Class 2 contains 93667 members Entering Unmasked Estep Score: -33079982.000000 Penalty: 14655.338867 Iteration 5Q: 3 clusters Score -3.307998e+07 nChanged 8886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56527 members Mstep: Class 2 contains 100401 members Entering Unmasked Estep Score: -33084458.000000 Penalty: 14655.338867 Iteration 6F: 3 clusters Score -3.308446e+07 nChanged 9808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48423 members Mstep: Class 2 contains 108505 members Entering Unmasked Estep Score: -33090294.000000 Penalty: 14655.338867 Iteration 7F: 3 clusters Score -3.309029e+07 nChanged 10129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39340 members Mstep: Class 2 contains 117588 members Entering Unmasked Estep Score: -33096946.000000 Penalty: 14655.338867 Iteration 8F: 3 clusters Score -3.309695e+07 nChanged 9670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30188 members Mstep: Class 2 contains 126740 members Entering Unmasked Estep Score: -33103668.000000 Penalty: 14655.338867 Iteration 9F: 3 clusters Score -3.310367e+07 nChanged 8687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21679 members Mstep: Class 2 contains 135249 members Entering Unmasked Estep Score: -33110218.000000 Penalty: 14655.338867 Iteration 10F: 3 clusters Score -3.311022e+07 nChanged 7463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 142674 members Entering Unmasked Estep Score: -33116890.000000 Penalty: 14655.338867 Iteration 11Q: 3 clusters Score -3.311689e+07 nChanged 5646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 148308 members Entering Unmasked Estep Score: -33122034.000000 Penalty: 14655.338867 Iteration 12Q: 3 clusters Score -3.312203e+07 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 151859 members Entering Unmasked Estep Score: -33125334.000000 Penalty: 14655.338867 Iteration 13Q: 3 clusters Score -3.312533e+07 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 153746 members Entering Unmasked Estep Score: -33127110.000000 Penalty: 14655.338867 Iteration 14Q: 3 clusters Score -3.312711e+07 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 154675 members Entering Unmasked Estep Score: -33127876.000000 Penalty: 14655.338867 Iteration 15Q: 3 clusters Score -3.312788e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 155116 members Entering Unmasked Estep Score: -33128360.000000 Penalty: 14655.338867 Iteration 16Q: 3 clusters Score -3.312836e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 155347 members Entering Unmasked Estep Score: -33128558.000000 Penalty: 14655.338867 Iteration 17Q: 3 clusters Score -3.312856e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 155483 members Entering Unmasked Estep Score: -33128694.000000 Penalty: 14655.338867 Iteration 18Q: 3 clusters Score -3.312869e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 155563 members Entering Unmasked Estep Score: -33128794.000000 Penalty: 14655.338867 Iteration 19Q: 3 clusters Score -3.312879e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 155617 members Entering Unmasked Estep Score: -33128846.000000 Penalty: 14655.338867 Iteration 20F: 3 clusters Score -3.312885e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 155659 members Entering Unmasked Estep Score: -33128874.000000 Penalty: 14655.338867 Iteration 21Q: 3 clusters Score -3.312887e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 155688 members Entering Unmasked Estep Score: -33128914.000000 Penalty: 14655.338867 Iteration 22Q: 3 clusters Score -3.312891e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 155720 members Entering Unmasked Estep Score: -33128924.000000 Penalty: 14655.338867 Iteration 23Q: 3 clusters Score -3.312892e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 155744 members Entering Unmasked Estep Score: -33128932.000000 Penalty: 14655.338867 Iteration 24Q: 3 clusters Score -3.312893e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 155760 members Entering Unmasked Estep Score: -33128966.000000 Penalty: 14655.338867 Iteration 25Q: 3 clusters Score -3.312897e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 155764 members Entering Unmasked Estep Score: -33128964.000000 Penalty: 14655.338867 Iteration 26Q: 3 clusters Score -3.312896e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 155774 members Entering Unmasked Estep Score: -33128930.000000 Penalty: 14655.338867 Iteration 27Q: 3 clusters Score -3.312893e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 155783 members Entering Unmasked Estep Score: -33128930.000000 Penalty: 14655.338867 Iteration 28Q: 3 clusters Score -3.312893e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 155785 members Entering Unmasked Estep Score: -33128942.000000 Penalty: 14655.338867 Iteration 29Q: 3 clusters Score -3.312894e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 155787 members Entering Unmasked Estep Score: -33128944.000000 Penalty: 14655.338867 Iteration 30Q: 3 clusters Score -3.312894e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 155787 members Entering Unmasked Estep Score: -33128928.000000 Penalty: 14655.338867 Iteration 31Q: 3 clusters Score -3.312893e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 155788 members Entering Unmasked Estep Score: -33128934.000000 Penalty: 14655.338867 Iteration 32Q: 3 clusters Score -3.312893e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 155793 members Entering Unmasked Estep Score: -33128934.000000 Penalty: 14655.338867 Iteration 33Q: 3 clusters Score -3.312893e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 155795 members Entering Unmasked Estep Score: -33128952.000000 Penalty: 14655.338867 Iteration 34Q: 3 clusters Score -3.312895e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 155799 members Entering Unmasked Estep Score: -33128960.000000 Penalty: 14655.338867 Iteration 35Q: 3 clusters Score -3.312896e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 155804 members Entering Unmasked Estep Score: -33128990.000000 Penalty: 14655.338867 Iteration 36Q: 3 clusters Score -3.312899e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 155809 members Entering Unmasked Estep Score: -33129006.000000 Penalty: 14655.338867 Iteration 37Q: 3 clusters Score -3.312901e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 155810 members Entering Unmasked Estep Score: -33128990.000000 Penalty: 14655.338867 Iteration 38Q: 3 clusters Score -3.312899e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 155811 members Entering Unmasked Estep Score: -33128996.000000 Penalty: 14655.338867 Iteration 39Q: 3 clusters Score -3.3129e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 155816 members Entering Unmasked Estep Score: -33129000.000000 Penalty: 14655.338867 Iteration 40F: 3 clusters Score -3.3129e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 155821 members Entering Unmasked Estep Score: -33129000.000000 Penalty: 14655.338867 Iteration 41Q: 3 clusters Score -3.3129e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 155821 members Entering Unmasked Estep Score: -33128986.000000 Penalty: 14655.338867 Iteration 42Q: 3 clusters Score -3.312899e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 155823 members Entering Unmasked Estep Score: -33129010.000000 Penalty: 14655.338867 Iteration 43Q: 3 clusters Score -3.312901e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 155823 members Entering Unmasked Estep Score: -33129006.000000 Penalty: 14655.338867 Iteration 44Q: 3 clusters Score -3.312901e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 155822 members Entering Unmasked Estep Score: -33129012.000000 Penalty: 14655.338867 Iteration 45Q: 3 clusters Score -3.312901e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 155822 members Entering Unmasked Estep Score: -33129012.000000 Penalty: 14655.338867 Iteration 46F: 3 clusters Score -3.312901e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Entering Unmasked Estep Score: -237578.468750 Penalty: 4416.625977 Iteration 0F: 2 clusters Score -237578.5 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 662 members Entering Unmasked Estep Score: -233494.390625 Penalty: 8833.251953 Iteration 0F: 3 clusters Score -233494.4 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -235298.203125 Penalty: 8833.251953 Iteration 1F: 3 clusters Score -235298.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -236636.765625 Penalty: 8833.251953 Iteration 2F: 3 clusters Score -236636.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -237184.062500 Penalty: 8833.251953 Iteration 3F: 3 clusters Score -237184.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -237473.734375 Penalty: 8833.251953 Iteration 4F: 3 clusters Score -237473.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -237790.109375 Penalty: 8833.251953 Iteration 5Q: 3 clusters Score -237790.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -238020.265625 Penalty: 8833.251953 Iteration 6Q: 3 clusters Score -238020.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -238155.687500 Penalty: 8833.251953 Iteration 7Q: 3 clusters Score -238155.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -238215.046875 Penalty: 8833.251953 Iteration 8Q: 3 clusters Score -238215 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -238227.734375 Penalty: 8833.251953 Iteration 9Q: 3 clusters Score -238227.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -238239.078125 Penalty: 8833.251953 Iteration 10Q: 3 clusters Score -238239.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -238239.078125 Penalty: 8833.251953 Iteration 11F: 3 clusters Score -238239.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 156928 members Mstep: Class 3 contains 387 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167294 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25534 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 1064 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 18 contains 967 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep Score: -119248576.000000 Penalty: 162390.671875 Splitting cluster 3 changes total score from -119251512.000000 to -119248576.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Entering Unmasked Estep Score: -43539.257812 Penalty: 3503.690918 Iteration 0F: 2 clusters Score -43539.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -40888.601562 Penalty: 7007.381836 Iteration 0F: 3 clusters Score -40888.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -41222.500000 Penalty: 7007.381836 Iteration 1F: 3 clusters Score -41222.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -41439.941406 Penalty: 7007.381836 Iteration 2Q: 3 clusters Score -41439.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -41577.976562 Penalty: 7007.381836 Iteration 3Q: 3 clusters Score -41577.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -41728.515625 Penalty: 7007.381836 Iteration 4Q: 3 clusters Score -41728.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -41780.148438 Penalty: 7007.381836 Iteration 5Q: 3 clusters Score -41780.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -41946.167969 Penalty: 7007.381836 Iteration 6Q: 3 clusters Score -41946.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -42003.898438 Penalty: 7007.381836 Iteration 7Q: 3 clusters Score -42003.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -42118.921875 Penalty: 7007.381836 Iteration 8Q: 3 clusters Score -42118.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -42149.035156 Penalty: 7007.381836 Iteration 9Q: 3 clusters Score -42149.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -42161.085938 Penalty: 7007.381836 Iteration 10Q: 3 clusters Score -42161.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -42173.574219 Penalty: 7007.381836 Iteration 11Q: 3 clusters Score -42173.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -42203.355469 Penalty: 7007.381836 Iteration 12Q: 3 clusters Score -42203.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -42215.183594 Penalty: 7007.381836 Iteration 13Q: 3 clusters Score -42215.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -42242.246094 Penalty: 7007.381836 Iteration 14Q: 3 clusters Score -42242.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -42258.320312 Penalty: 7007.381836 Iteration 15Q: 3 clusters Score -42258.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -42261.804688 Penalty: 7007.381836 Iteration 16F: 3 clusters Score -42261.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -42280.171875 Penalty: 7007.381836 Iteration 17Q: 3 clusters Score -42280.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -42280.171875 Penalty: 7007.381836 Iteration 18F: 3 clusters Score -42280.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (54891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54891 members Entering Unmasked Estep Score: -11692235.000000 Penalty: 6684.276855 Iteration 0F: 2 clusters Score -1.169224e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27453 members Mstep: Class 2 contains 27438 members Entering Unmasked Estep Score: -11653197.000000 Penalty: 13368.553711 Iteration 0F: 3 clusters Score -1.16532e+07 nChanged 24274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27721 members Mstep: Class 2 contains 27170 members Entering Unmasked Estep Score: -11666190.000000 Penalty: 13368.553711 Iteration 1F: 3 clusters Score -1.166619e+07 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27955 members Mstep: Class 2 contains 26936 members Entering Unmasked Estep Score: -11667315.000000 Penalty: 13368.553711 Iteration 2F: 3 clusters Score -1.166732e+07 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28465 members Mstep: Class 2 contains 26426 members Entering Unmasked Estep Score: -11668318.000000 Penalty: 13368.553711 Iteration 3Q: 3 clusters Score -1.166832e+07 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29122 members Mstep: Class 2 contains 25769 members Entering Unmasked Estep Score: -11669410.000000 Penalty: 13368.553711 Iteration 4Q: 3 clusters Score -1.166941e+07 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30064 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -11670809.000000 Penalty: 13368.553711 Iteration 5Q: 3 clusters Score -1.167081e+07 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31440 members Mstep: Class 2 contains 23451 members Entering Unmasked Estep Score: -11672320.000000 Penalty: 13368.553711 Iteration 6F: 3 clusters Score -1.167232e+07 nChanged 3094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33160 members Mstep: Class 2 contains 21731 members Entering Unmasked Estep Score: -11674158.000000 Penalty: 13368.553711 Iteration 7F: 3 clusters Score -1.167416e+07 nChanged 3200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35290 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -11676294.000000 Penalty: 13368.553711 Iteration 8F: 3 clusters Score -1.167629e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37592 members Mstep: Class 2 contains 17299 members Entering Unmasked Estep Score: -11678630.000000 Penalty: 13368.553711 Iteration 9F: 3 clusters Score -1.167863e+07 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39843 members Mstep: Class 2 contains 15048 members Entering Unmasked Estep Score: -11680953.000000 Penalty: 13368.553711 Iteration 10F: 3 clusters Score -1.168095e+07 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41822 members Mstep: Class 2 contains 13069 members Entering Unmasked Estep Score: -11682903.000000 Penalty: 13368.553711 Iteration 11Q: 3 clusters Score -1.16829e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43429 members Mstep: Class 2 contains 11462 members Entering Unmasked Estep Score: -11684514.000000 Penalty: 13368.553711 Iteration 12Q: 3 clusters Score -1.168451e+07 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44705 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -11685793.000000 Penalty: 13368.553711 Iteration 13Q: 3 clusters Score -1.168579e+07 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45616 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -11686715.000000 Penalty: 13368.553711 Iteration 14Q: 3 clusters Score -1.168672e+07 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46237 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -11687289.000000 Penalty: 13368.553711 Iteration 15Q: 3 clusters Score -1.168729e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46693 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -11687609.000000 Penalty: 13368.553711 Iteration 16Q: 3 clusters Score -1.168761e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46990 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -11687839.000000 Penalty: 13368.553711 Iteration 17Q: 3 clusters Score -1.168784e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47229 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -11687986.000000 Penalty: 13368.553711 Iteration 18Q: 3 clusters Score -1.168799e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47390 members Mstep: Class 2 contains 7501 members Entering Unmasked Estep Score: -11688045.000000 Penalty: 13368.553711 Iteration 19Q: 3 clusters Score -1.168804e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47540 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -11688086.000000 Penalty: 13368.553711 Iteration 20F: 3 clusters Score -1.168809e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47648 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -11688154.000000 Penalty: 13368.553711 Iteration 21Q: 3 clusters Score -1.168815e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47754 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -11688156.000000 Penalty: 13368.553711 Iteration 22Q: 3 clusters Score -1.168816e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47836 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -11688187.000000 Penalty: 13368.553711 Iteration 23Q: 3 clusters Score -1.168819e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47893 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -11688214.000000 Penalty: 13368.553711 Iteration 24Q: 3 clusters Score -1.168821e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47948 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -11688221.000000 Penalty: 13368.553711 Iteration 25Q: 3 clusters Score -1.168822e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47997 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -11688246.000000 Penalty: 13368.553711 Iteration 26Q: 3 clusters Score -1.168825e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48048 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -11688277.000000 Penalty: 13368.553711 Iteration 27Q: 3 clusters Score -1.168828e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48077 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -11688290.000000 Penalty: 13368.553711 Iteration 28Q: 3 clusters Score -1.168829e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48113 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -11688292.000000 Penalty: 13368.553711 Iteration 29Q: 3 clusters Score -1.168829e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48134 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -11688307.000000 Penalty: 13368.553711 Iteration 30Q: 3 clusters Score -1.168831e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48155 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -11688303.000000 Penalty: 13368.553711 Iteration 31Q: 3 clusters Score -1.16883e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48184 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -11688334.000000 Penalty: 13368.553711 Iteration 32Q: 3 clusters Score -1.168833e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48217 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -11688334.000000 Penalty: 13368.553711 Iteration 33Q: 3 clusters Score -1.168833e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48251 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -11688326.000000 Penalty: 13368.553711 Iteration 34Q: 3 clusters Score -1.168833e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48284 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -11688334.000000 Penalty: 13368.553711 Iteration 35Q: 3 clusters Score -1.168833e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48317 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -11688320.000000 Penalty: 13368.553711 Iteration 36Q: 3 clusters Score -1.168832e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48341 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -11688348.000000 Penalty: 13368.553711 Iteration 37Q: 3 clusters Score -1.168835e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48362 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -11688335.000000 Penalty: 13368.553711 Iteration 38Q: 3 clusters Score -1.168834e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48380 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -11688364.000000 Penalty: 13368.553711 Iteration 39Q: 3 clusters Score -1.168836e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48400 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -11688366.000000 Penalty: 13368.553711 Iteration 40F: 3 clusters Score -1.168837e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48410 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -11688364.000000 Penalty: 13368.553711 Iteration 41Q: 3 clusters Score -1.168836e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48420 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -11688368.000000 Penalty: 13368.553711 Iteration 42Q: 3 clusters Score -1.168837e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48425 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -11688370.000000 Penalty: 13368.553711 Iteration 43Q: 3 clusters Score -1.168837e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48431 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -11688374.000000 Penalty: 13368.553711 Iteration 44Q: 3 clusters Score -1.168837e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48437 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -11688387.000000 Penalty: 13368.553711 Iteration 45Q: 3 clusters Score -1.168839e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48442 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -11688388.000000 Penalty: 13368.553711 Iteration 46Q: 3 clusters Score -1.168839e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48451 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -11688385.000000 Penalty: 13368.553711 Iteration 47Q: 3 clusters Score -1.168838e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48457 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -11688360.000000 Penalty: 13368.553711 Iteration 48Q: 3 clusters Score -1.168836e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48465 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -11688356.000000 Penalty: 13368.553711 Iteration 49Q: 3 clusters Score -1.168836e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48472 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -11688356.000000 Penalty: 13368.553711 Iteration 50Q: 3 clusters Score -1.168836e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48478 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -11688363.000000 Penalty: 13368.553711 Iteration 51Q: 3 clusters Score -1.168836e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48490 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -11688363.000000 Penalty: 13368.553711 Iteration 52Q: 3 clusters Score -1.168836e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48500 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -11688380.000000 Penalty: 13368.553711 Iteration 53Q: 3 clusters Score -1.168838e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48512 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -11688361.000000 Penalty: 13368.553711 Iteration 54Q: 3 clusters Score -1.168836e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48527 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -11688365.000000 Penalty: 13368.553711 Iteration 55Q: 3 clusters Score -1.168836e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48546 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -11688383.000000 Penalty: 13368.553711 Iteration 56Q: 3 clusters Score -1.168838e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48561 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -11688398.000000 Penalty: 13368.553711 Iteration 57Q: 3 clusters Score -1.16884e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48572 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -11688384.000000 Penalty: 13368.553711 Iteration 58Q: 3 clusters Score -1.168838e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48579 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -11688395.000000 Penalty: 13368.553711 Iteration 59Q: 3 clusters Score -1.16884e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48585 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -11688398.000000 Penalty: 13368.553711 Iteration 60F: 3 clusters Score -1.16884e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48590 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -11688403.000000 Penalty: 13368.553711 Iteration 61Q: 3 clusters Score -1.16884e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48599 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -11688404.000000 Penalty: 13368.553711 Iteration 62Q: 3 clusters Score -1.16884e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48614 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -11688418.000000 Penalty: 13368.553711 Iteration 63Q: 3 clusters Score -1.168842e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48627 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -11688419.000000 Penalty: 13368.553711 Iteration 64Q: 3 clusters Score -1.168842e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48635 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -11688436.000000 Penalty: 13368.553711 Iteration 65Q: 3 clusters Score -1.168844e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48652 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -11688446.000000 Penalty: 13368.553711 Iteration 66Q: 3 clusters Score -1.168845e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48667 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -11688429.000000 Penalty: 13368.553711 Iteration 67Q: 3 clusters Score -1.168843e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48693 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -11688456.000000 Penalty: 13368.553711 Iteration 68Q: 3 clusters Score -1.168846e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48716 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -11688452.000000 Penalty: 13368.553711 Iteration 69Q: 3 clusters Score -1.168845e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48743 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -11688464.000000 Penalty: 13368.553711 Iteration 70Q: 3 clusters Score -1.168846e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48768 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -11688472.000000 Penalty: 13368.553711 Iteration 71Q: 3 clusters Score -1.168847e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48803 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -11688472.000000 Penalty: 13368.553711 Iteration 72Q: 3 clusters Score -1.168847e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48835 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -11688473.000000 Penalty: 13368.553711 Iteration 73Q: 3 clusters Score -1.168847e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48865 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -11688492.000000 Penalty: 13368.553711 Iteration 74Q: 3 clusters Score -1.168849e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48899 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -11688498.000000 Penalty: 13368.553711 Iteration 75Q: 3 clusters Score -1.16885e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48946 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -11688516.000000 Penalty: 13368.553711 Iteration 76Q: 3 clusters Score -1.168852e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49001 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -11688546.000000 Penalty: 13368.553711 Iteration 77Q: 3 clusters Score -1.168855e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49046 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -11688610.000000 Penalty: 13368.553711 Iteration 78Q: 3 clusters Score -1.168861e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49087 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -11688606.000000 Penalty: 13368.553711 Iteration 79Q: 3 clusters Score -1.168861e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49154 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -11688639.000000 Penalty: 13368.553711 Iteration 80F: 3 clusters Score -1.168864e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49217 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -11688671.000000 Penalty: 13368.553711 Iteration 81Q: 3 clusters Score -1.168867e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49268 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -11688672.000000 Penalty: 13368.553711 Iteration 82Q: 3 clusters Score -1.168867e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49305 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -11688691.000000 Penalty: 13368.553711 Iteration 83Q: 3 clusters Score -1.168869e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49338 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -11688720.000000 Penalty: 13368.553711 Iteration 84Q: 3 clusters Score -1.168872e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49359 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -11688726.000000 Penalty: 13368.553711 Iteration 85Q: 3 clusters Score -1.168873e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49383 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -11688743.000000 Penalty: 13368.553711 Iteration 86Q: 3 clusters Score -1.168874e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49398 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -11688735.000000 Penalty: 13368.553711 Iteration 87Q: 3 clusters Score -1.168874e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49414 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -11688748.000000 Penalty: 13368.553711 Iteration 88Q: 3 clusters Score -1.168875e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49425 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -11688750.000000 Penalty: 13368.553711 Iteration 89Q: 3 clusters Score -1.168875e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49442 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -11688762.000000 Penalty: 13368.553711 Iteration 90Q: 3 clusters Score -1.168876e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49451 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -11688764.000000 Penalty: 13368.553711 Iteration 91Q: 3 clusters Score -1.168876e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49460 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -11688763.000000 Penalty: 13368.553711 Iteration 92Q: 3 clusters Score -1.168876e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49471 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -11688772.000000 Penalty: 13368.553711 Iteration 93Q: 3 clusters Score -1.168877e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49476 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -11688771.000000 Penalty: 13368.553711 Iteration 94Q: 3 clusters Score -1.168877e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49482 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -11688782.000000 Penalty: 13368.553711 Iteration 95Q: 3 clusters Score -1.168878e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49485 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -11688790.000000 Penalty: 13368.553711 Iteration 96Q: 3 clusters Score -1.168879e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49487 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -11688782.000000 Penalty: 13368.553711 Iteration 97Q: 3 clusters Score -1.168878e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49491 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -11688773.000000 Penalty: 13368.553711 Iteration 98Q: 3 clusters Score -1.168877e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49495 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -11688791.000000 Penalty: 13368.553711 Iteration 99Q: 3 clusters Score -1.168879e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49496 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -11688787.000000 Penalty: 13368.553711 Iteration 100F: 3 clusters Score -1.168879e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49497 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -11688776.000000 Penalty: 13368.553711 Iteration 101Q: 3 clusters Score -1.168878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49498 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -11688783.000000 Penalty: 13368.553711 Iteration 102Q: 3 clusters Score -1.168878e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49498 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -11688782.000000 Penalty: 13368.553711 Iteration 103Q: 3 clusters Score -1.168878e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49498 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -11688778.000000 Penalty: 13368.553711 Iteration 104Q: 3 clusters Score -1.168878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49499 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -11688780.000000 Penalty: 13368.553711 Iteration 105Q: 3 clusters Score -1.168878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49500 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -11688786.000000 Penalty: 13368.553711 Iteration 106Q: 3 clusters Score -1.168879e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49501 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -11688780.000000 Penalty: 13368.553711 Iteration 107Q: 3 clusters Score -1.168878e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49503 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -11688777.000000 Penalty: 13368.553711 Iteration 108Q: 3 clusters Score -1.168878e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49506 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -11688786.000000 Penalty: 13368.553711 Iteration 109Q: 3 clusters Score -1.168879e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49505 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -11688785.000000 Penalty: 13368.553711 Iteration 110Q: 3 clusters Score -1.168878e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49505 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -11688785.000000 Penalty: 13368.553711 Iteration 111F: 3 clusters Score -1.168878e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (41912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41912 members Entering Unmasked Estep Score: -8924993.000000 Penalty: 6519.038086 Iteration 0F: 2 clusters Score -8924993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 20954 members Entering Unmasked Estep Score: -8894552.000000 Penalty: 13038.076172 Iteration 0F: 3 clusters Score -8894552 nChanged 18232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21166 members Mstep: Class 2 contains 20746 members Entering Unmasked Estep Score: -8904144.000000 Penalty: 13038.076172 Iteration 1F: 3 clusters Score -8904144 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21267 members Mstep: Class 2 contains 20645 members Entering Unmasked Estep Score: -8905081.000000 Penalty: 13038.076172 Iteration 2F: 3 clusters Score -8905081 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21423 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -8905708.000000 Penalty: 13038.076172 Iteration 3Q: 3 clusters Score -8905708 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21598 members Mstep: Class 2 contains 20314 members Entering Unmasked Estep Score: -8906304.000000 Penalty: 13038.076172 Iteration 4Q: 3 clusters Score -8906304 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21830 members Mstep: Class 2 contains 20082 members Entering Unmasked Estep Score: -8906778.000000 Penalty: 13038.076172 Iteration 5Q: 3 clusters Score -8906778 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22111 members Mstep: Class 2 contains 19801 members Entering Unmasked Estep Score: -8907196.000000 Penalty: 13038.076172 Iteration 6Q: 3 clusters Score -8907196 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22486 members Mstep: Class 2 contains 19426 members Entering Unmasked Estep Score: -8907580.000000 Penalty: 13038.076172 Iteration 7Q: 3 clusters Score -8907580 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22953 members Mstep: Class 2 contains 18959 members Entering Unmasked Estep Score: -8908056.000000 Penalty: 13038.076172 Iteration 8Q: 3 clusters Score -8908056 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23538 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -8908547.000000 Penalty: 13038.076172 Iteration 9Q: 3 clusters Score -8908547 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24243 members Mstep: Class 2 contains 17669 members Entering Unmasked Estep Score: -8909067.000000 Penalty: 13038.076172 Iteration 10Q: 3 clusters Score -8909067 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25139 members Mstep: Class 2 contains 16773 members Entering Unmasked Estep Score: -8909694.000000 Penalty: 13038.076172 Iteration 11Q: 3 clusters Score -8909694 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26227 members Mstep: Class 2 contains 15685 members Entering Unmasked Estep Score: -8910407.000000 Penalty: 13038.076172 Iteration 12Q: 3 clusters Score -8910407 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27438 members Mstep: Class 2 contains 14474 members Entering Unmasked Estep Score: -8911167.000000 Penalty: 13038.076172 Iteration 13Q: 3 clusters Score -8911167 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28822 members Mstep: Class 2 contains 13090 members Entering Unmasked Estep Score: -8912039.000000 Penalty: 13038.076172 Iteration 14Q: 3 clusters Score -8912039 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30262 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -8912946.000000 Penalty: 13038.076172 Iteration 15Q: 3 clusters Score -8912946 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31766 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -8913859.000000 Penalty: 13038.076172 Iteration 16Q: 3 clusters Score -8913859 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33221 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -8914803.000000 Penalty: 13038.076172 Iteration 17Q: 3 clusters Score -8914803 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34583 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -8915650.000000 Penalty: 13038.076172 Iteration 18Q: 3 clusters Score -8915650 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35794 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -8916464.000000 Penalty: 13038.076172 Iteration 19Q: 3 clusters Score -8916464 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36890 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -8917205.000000 Penalty: 13038.076172 Iteration 20F: 3 clusters Score -8917205 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37744 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -8917774.000000 Penalty: 13038.076172 Iteration 21Q: 3 clusters Score -8917774 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38415 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -8918237.000000 Penalty: 13038.076172 Iteration 22Q: 3 clusters Score -8918237 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38962 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -8918626.000000 Penalty: 13038.076172 Iteration 23Q: 3 clusters Score -8918626 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39356 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -8918964.000000 Penalty: 13038.076172 Iteration 24Q: 3 clusters Score -8918964 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39612 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -8919167.000000 Penalty: 13038.076172 Iteration 25Q: 3 clusters Score -8919167 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39774 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -8919259.000000 Penalty: 13038.076172 Iteration 26Q: 3 clusters Score -8919259 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39912 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -8919344.000000 Penalty: 13038.076172 Iteration 27Q: 3 clusters Score -8919344 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39998 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -8919398.000000 Penalty: 13038.076172 Iteration 28Q: 3 clusters Score -8919398 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40074 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -8919424.000000 Penalty: 13038.076172 Iteration 29Q: 3 clusters Score -8919424 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40126 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -8919465.000000 Penalty: 13038.076172 Iteration 30Q: 3 clusters Score -8919465 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40157 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -8919500.000000 Penalty: 13038.076172 Iteration 31Q: 3 clusters Score -8919500 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40186 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -8919522.000000 Penalty: 13038.076172 Iteration 32Q: 3 clusters Score -8919522 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40214 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -8919539.000000 Penalty: 13038.076172 Iteration 33Q: 3 clusters Score -8919539 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40242 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -8919582.000000 Penalty: 13038.076172 Iteration 34Q: 3 clusters Score -8919582 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40269 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -8919589.000000 Penalty: 13038.076172 Iteration 35Q: 3 clusters Score -8919589 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40298 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -8919605.000000 Penalty: 13038.076172 Iteration 36Q: 3 clusters Score -8919605 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40324 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -8919616.000000 Penalty: 13038.076172 Iteration 37Q: 3 clusters Score -8919616 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40345 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -8919638.000000 Penalty: 13038.076172 Iteration 38Q: 3 clusters Score -8919638 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40363 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -8919665.000000 Penalty: 13038.076172 Iteration 39Q: 3 clusters Score -8919665 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40377 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -8919659.000000 Penalty: 13038.076172 Iteration 40F: 3 clusters Score -8919659 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40385 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -8919665.000000 Penalty: 13038.076172 Iteration 41Q: 3 clusters Score -8919665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40388 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -8919677.000000 Penalty: 13038.076172 Iteration 42Q: 3 clusters Score -8919677 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40390 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -8919675.000000 Penalty: 13038.076172 Iteration 43Q: 3 clusters Score -8919675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40392 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -8919664.000000 Penalty: 13038.076172 Iteration 44Q: 3 clusters Score -8919664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40393 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -8919671.000000 Penalty: 13038.076172 Iteration 45Q: 3 clusters Score -8919671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40398 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -8919663.000000 Penalty: 13038.076172 Iteration 46Q: 3 clusters Score -8919663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40405 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -8919664.000000 Penalty: 13038.076172 Iteration 47Q: 3 clusters Score -8919664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40411 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -8919666.000000 Penalty: 13038.076172 Iteration 48Q: 3 clusters Score -8919666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40415 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -8919669.000000 Penalty: 13038.076172 Iteration 49Q: 3 clusters Score -8919669 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40415 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -8919669.000000 Penalty: 13038.076172 Iteration 50F: 3 clusters Score -8919669 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (167294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167294 members Entering Unmasked Estep Score: -35342392.000000 Penalty: 7366.848633 Iteration 0F: 2 clusters Score -3.534239e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83729 members Mstep: Class 2 contains 83565 members Entering Unmasked Estep Score: -35230660.000000 Penalty: 14733.697266 Iteration 0F: 3 clusters Score -3.523066e+07 nChanged 77576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84323 members Mstep: Class 2 contains 82971 members Entering Unmasked Estep Score: -35274000.000000 Penalty: 14733.697266 Iteration 1F: 3 clusters Score -3.5274e+07 nChanged 5273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85058 members Mstep: Class 2 contains 82236 members Entering Unmasked Estep Score: -35274860.000000 Penalty: 14733.697266 Iteration 2Q: 3 clusters Score -3.527486e+07 nChanged 4969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86223 members Mstep: Class 2 contains 81071 members Entering Unmasked Estep Score: -35275884.000000 Penalty: 14733.697266 Iteration 3Q: 3 clusters Score -3.527588e+07 nChanged 4825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87978 members Mstep: Class 2 contains 79316 members Entering Unmasked Estep Score: -35276956.000000 Penalty: 14733.697266 Iteration 4Q: 3 clusters Score -3.527696e+07 nChanged 5063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90589 members Mstep: Class 2 contains 76705 members Entering Unmasked Estep Score: -35277952.000000 Penalty: 14733.697266 Iteration 5Q: 3 clusters Score -3.527795e+07 nChanged 5619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94268 members Mstep: Class 2 contains 73026 members Entering Unmasked Estep Score: -35279596.000000 Penalty: 14733.697266 Iteration 6Q: 3 clusters Score -3.52796e+07 nChanged 6675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99459 members Mstep: Class 2 contains 67835 members Entering Unmasked Estep Score: -35282108.000000 Penalty: 14733.697266 Iteration 7Q: 3 clusters Score -3.528211e+07 nChanged 8345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106762 members Mstep: Class 2 contains 60532 members Entering Unmasked Estep Score: -35286328.000000 Penalty: 14733.697266 Iteration 8Q: 3 clusters Score -3.528633e+07 nChanged 10576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116588 members Mstep: Class 2 contains 50706 members Entering Unmasked Estep Score: -35292884.000000 Penalty: 14733.697266 Iteration 9F: 3 clusters Score -3.529288e+07 nChanged 12480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128600 members Mstep: Class 2 contains 38694 members Entering Unmasked Estep Score: -35302544.000000 Penalty: 14733.697266 Iteration 10F: 3 clusters Score -3.530254e+07 nChanged 12896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141224 members Mstep: Class 2 contains 26070 members Entering Unmasked Estep Score: -35314132.000000 Penalty: 14733.697266 Iteration 11F: 3 clusters Score -3.531413e+07 nChanged 10719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151819 members Mstep: Class 2 contains 15475 members Entering Unmasked Estep Score: -35324120.000000 Penalty: 14733.697266 Iteration 12F: 3 clusters Score -3.532412e+07 nChanged 7092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158845 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -35330408.000000 Penalty: 14733.697266 Iteration 13Q: 3 clusters Score -3.533041e+07 nChanged 3870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162683 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -35333616.000000 Penalty: 14733.697266 Iteration 14Q: 3 clusters Score -3.533362e+07 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164437 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -35335124.000000 Penalty: 14733.697266 Iteration 15Q: 3 clusters Score -3.533512e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165216 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -35335632.000000 Penalty: 14733.697266 Iteration 16Q: 3 clusters Score -3.533563e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165571 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -35335956.000000 Penalty: 14733.697266 Iteration 17Q: 3 clusters Score -3.533596e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165780 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -35336104.000000 Penalty: 14733.697266 Iteration 18Q: 3 clusters Score -3.53361e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165892 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -35336196.000000 Penalty: 14733.697266 Iteration 19Q: 3 clusters Score -3.53362e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165968 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -35336252.000000 Penalty: 14733.697266 Iteration 20F: 3 clusters Score -3.533625e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166021 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -35336324.000000 Penalty: 14733.697266 Iteration 21Q: 3 clusters Score -3.533632e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166056 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -35336372.000000 Penalty: 14733.697266 Iteration 22Q: 3 clusters Score -3.533637e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166074 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -35336376.000000 Penalty: 14733.697266 Iteration 23Q: 3 clusters Score -3.533638e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166096 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -35336412.000000 Penalty: 14733.697266 Iteration 24Q: 3 clusters Score -3.533641e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166107 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -35336436.000000 Penalty: 14733.697266 Iteration 25Q: 3 clusters Score -3.533644e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166124 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -35336448.000000 Penalty: 14733.697266 Iteration 26Q: 3 clusters Score -3.533645e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166137 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -35336468.000000 Penalty: 14733.697266 Iteration 27Q: 3 clusters Score -3.533647e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166145 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -35336464.000000 Penalty: 14733.697266 Iteration 28Q: 3 clusters Score -3.533646e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166149 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -35336480.000000 Penalty: 14733.697266 Iteration 29Q: 3 clusters Score -3.533648e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166154 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -35336464.000000 Penalty: 14733.697266 Iteration 30Q: 3 clusters Score -3.533646e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166159 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -35336448.000000 Penalty: 14733.697266 Iteration 31Q: 3 clusters Score -3.533645e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166166 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -35336464.000000 Penalty: 14733.697266 Iteration 32Q: 3 clusters Score -3.533646e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166170 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -35336472.000000 Penalty: 14733.697266 Iteration 33Q: 3 clusters Score -3.533647e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166176 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -35336464.000000 Penalty: 14733.697266 Iteration 34Q: 3 clusters Score -3.533646e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166181 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -35336468.000000 Penalty: 14733.697266 Iteration 35Q: 3 clusters Score -3.533647e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166184 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -35336456.000000 Penalty: 14733.697266 Iteration 36Q: 3 clusters Score -3.533646e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166184 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -35336460.000000 Penalty: 14733.697266 Iteration 37Q: 3 clusters Score -3.533646e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166185 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -35336456.000000 Penalty: 14733.697266 Iteration 38Q: 3 clusters Score -3.533646e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166188 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -35336460.000000 Penalty: 14733.697266 Iteration 39Q: 3 clusters Score -3.533646e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166189 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -35336460.000000 Penalty: 14733.697266 Iteration 40F: 3 clusters Score -3.533646e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Entering Unmasked Estep Score: -508829.625000 Penalty: 4775.337402 Iteration 0F: 2 clusters Score -508829.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -503555.750000 Penalty: 9550.674805 Iteration 0F: 3 clusters Score -503555.8 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -504791.750000 Penalty: 9550.674805 Iteration 1F: 3 clusters Score -504791.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -505940.343750 Penalty: 9550.674805 Iteration 2F: 3 clusters Score -505940.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -506533.593750 Penalty: 9550.674805 Iteration 3F: 3 clusters Score -506533.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -506963.125000 Penalty: 9550.674805 Iteration 4F: 3 clusters Score -506963.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -507276.250000 Penalty: 9550.674805 Iteration 5F: 3 clusters Score -507276.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -507459.843750 Penalty: 9550.674805 Iteration 6Q: 3 clusters Score -507459.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -507541.375000 Penalty: 9550.674805 Iteration 7Q: 3 clusters Score -507541.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -507591.656250 Penalty: 9550.674805 Iteration 8Q: 3 clusters Score -507591.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -507622.093750 Penalty: 9550.674805 Iteration 9Q: 3 clusters Score -507622.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -507645.125000 Penalty: 9550.674805 Iteration 10Q: 3 clusters Score -507645.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -507658.906250 Penalty: 9550.674805 Iteration 11Q: 3 clusters Score -507658.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -507670.062500 Penalty: 9550.674805 Iteration 12Q: 3 clusters Score -507670.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -507672.843750 Penalty: 9550.674805 Iteration 13Q: 3 clusters Score -507672.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -507672.843750 Penalty: 9550.674805 Iteration 14F: 3 clusters Score -507672.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Entering Unmasked Estep Score: -1773466.875000 Penalty: 5537.524414 Iteration 0F: 2 clusters Score -1773467 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1764201.875000 Penalty: 11075.048828 Iteration 0F: 3 clusters Score -1764202 nChanged 3012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1765974.500000 Penalty: 11075.048828 Iteration 1F: 3 clusters Score -1765974 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -1766438.375000 Penalty: 11075.048828 Iteration 2F: 3 clusters Score -1766438 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1766817.625000 Penalty: 11075.048828 Iteration 3F: 3 clusters Score -1766818 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1767189.875000 Penalty: 11075.048828 Iteration 4Q: 3 clusters Score -1767190 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1767505.125000 Penalty: 11075.048828 Iteration 5Q: 3 clusters Score -1767505 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1767806.375000 Penalty: 11075.048828 Iteration 6Q: 3 clusters Score -1767806 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1768140.875000 Penalty: 11075.048828 Iteration 7Q: 3 clusters Score -1768141 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1768496.625000 Penalty: 11075.048828 Iteration 8Q: 3 clusters Score -1768497 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1768829.125000 Penalty: 11075.048828 Iteration 9Q: 3 clusters Score -1768829 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1769113.750000 Penalty: 11075.048828 Iteration 10Q: 3 clusters Score -1769114 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -1769387.250000 Penalty: 11075.048828 Iteration 11Q: 3 clusters Score -1769387 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1769598.750000 Penalty: 11075.048828 Iteration 12Q: 3 clusters Score -1769599 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -1769771.125000 Penalty: 11075.048828 Iteration 13Q: 3 clusters Score -1769771 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -1769904.875000 Penalty: 11075.048828 Iteration 14Q: 3 clusters Score -1769905 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1769993.250000 Penalty: 11075.048828 Iteration 15Q: 3 clusters Score -1769993 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1770051.875000 Penalty: 11075.048828 Iteration 16Q: 3 clusters Score -1770052 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1770100.625000 Penalty: 11075.048828 Iteration 17Q: 3 clusters Score -1770101 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -1770134.750000 Penalty: 11075.048828 Iteration 18Q: 3 clusters Score -1770135 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -1770172.375000 Penalty: 11075.048828 Iteration 19Q: 3 clusters Score -1770172 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -1770193.625000 Penalty: 11075.048828 Iteration 20F: 3 clusters Score -1770194 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1770202.375000 Penalty: 11075.048828 Iteration 21Q: 3 clusters Score -1770202 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -1770226.625000 Penalty: 11075.048828 Iteration 22Q: 3 clusters Score -1770227 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1770245.500000 Penalty: 11075.048828 Iteration 23Q: 3 clusters Score -1770246 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1770262.250000 Penalty: 11075.048828 Iteration 24Q: 3 clusters Score -1770262 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -1770272.750000 Penalty: 11075.048828 Iteration 25Q: 3 clusters Score -1770273 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1770293.375000 Penalty: 11075.048828 Iteration 26Q: 3 clusters Score -1770293 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1770313.375000 Penalty: 11075.048828 Iteration 27Q: 3 clusters Score -1770313 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1770328.125000 Penalty: 11075.048828 Iteration 28Q: 3 clusters Score -1770328 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -1770339.875000 Penalty: 11075.048828 Iteration 29Q: 3 clusters Score -1770340 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1770340.875000 Penalty: 11075.048828 Iteration 30Q: 3 clusters Score -1770341 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -1770345.750000 Penalty: 11075.048828 Iteration 31Q: 3 clusters Score -1770346 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -1770344.375000 Penalty: 11075.048828 Iteration 32Q: 3 clusters Score -1770344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1770351.750000 Penalty: 11075.048828 Iteration 33Q: 3 clusters Score -1770352 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -1770358.125000 Penalty: 11075.048828 Iteration 34Q: 3 clusters Score -1770358 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1770359.750000 Penalty: 11075.048828 Iteration 35Q: 3 clusters Score -1770360 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1770363.500000 Penalty: 11075.048828 Iteration 36Q: 3 clusters Score -1770364 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -1770366.500000 Penalty: 11075.048828 Iteration 37Q: 3 clusters Score -1770366 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -1770377.625000 Penalty: 11075.048828 Iteration 38Q: 3 clusters Score -1770378 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1770381.125000 Penalty: 11075.048828 Iteration 39Q: 3 clusters Score -1770381 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1770387.250000 Penalty: 11075.048828 Iteration 40F: 3 clusters Score -1770387 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1770387.125000 Penalty: 11075.048828 Iteration 41Q: 3 clusters Score -1770387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1770387.125000 Penalty: 11075.048828 Iteration 42Q: 3 clusters Score -1770387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -1770388.375000 Penalty: 11075.048828 Iteration 43Q: 3 clusters Score -1770388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1770387.000000 Penalty: 11075.048828 Iteration 44Q: 3 clusters Score -1770387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -1770389.750000 Penalty: 11075.048828 Iteration 45Q: 3 clusters Score -1770390 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1770388.625000 Penalty: 11075.048828 Iteration 46Q: 3 clusters Score -1770389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1770389.500000 Penalty: 11075.048828 Iteration 47Q: 3 clusters Score -1770390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1770389.500000 Penalty: 11075.048828 Iteration 48F: 3 clusters Score -1770390 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15202 members Entering Unmasked Estep Score: -3261519.250000 Penalty: 5897.874023 Iteration 0F: 2 clusters Score -3261519 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -3248042.500000 Penalty: 11795.748047 Iteration 0F: 3 clusters Score -3248042 nChanged 5909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -3251390.000000 Penalty: 11795.748047 Iteration 1F: 3 clusters Score -3251390 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -3252290.000000 Penalty: 11795.748047 Iteration 2F: 3 clusters Score -3252290 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -3253053.250000 Penalty: 11795.748047 Iteration 3F: 3 clusters Score -3253053 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -3253727.750000 Penalty: 11795.748047 Iteration 4F: 3 clusters Score -3253728 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -3254254.000000 Penalty: 11795.748047 Iteration 5F: 3 clusters Score -3254254 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -3254682.750000 Penalty: 11795.748047 Iteration 6Q: 3 clusters Score -3254683 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -3255135.250000 Penalty: 11795.748047 Iteration 7Q: 3 clusters Score -3255135 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -3255547.750000 Penalty: 11795.748047 Iteration 8Q: 3 clusters Score -3255548 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -3255987.000000 Penalty: 11795.748047 Iteration 9Q: 3 clusters Score -3255987 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -3256415.000000 Penalty: 11795.748047 Iteration 10Q: 3 clusters Score -3256415 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -3256780.000000 Penalty: 11795.748047 Iteration 11Q: 3 clusters Score -3256780 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -3257115.000000 Penalty: 11795.748047 Iteration 12Q: 3 clusters Score -3257115 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12209 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -3257379.750000 Penalty: 11795.748047 Iteration 13Q: 3 clusters Score -3257380 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -3257594.000000 Penalty: 11795.748047 Iteration 14Q: 3 clusters Score -3257594 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12709 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -3257746.000000 Penalty: 11795.748047 Iteration 15Q: 3 clusters Score -3257746 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12885 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -3257847.750000 Penalty: 11795.748047 Iteration 16Q: 3 clusters Score -3257848 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13025 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -3257932.750000 Penalty: 11795.748047 Iteration 17Q: 3 clusters Score -3257933 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13120 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -3257994.500000 Penalty: 11795.748047 Iteration 18Q: 3 clusters Score -3257994 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13213 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -3258036.750000 Penalty: 11795.748047 Iteration 19Q: 3 clusters Score -3258037 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13278 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -3258074.750000 Penalty: 11795.748047 Iteration 20F: 3 clusters Score -3258075 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13322 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -3258091.000000 Penalty: 11795.748047 Iteration 21Q: 3 clusters Score -3258091 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -3258106.750000 Penalty: 11795.748047 Iteration 22Q: 3 clusters Score -3258107 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13392 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -3258126.750000 Penalty: 11795.748047 Iteration 23Q: 3 clusters Score -3258127 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -3258143.750000 Penalty: 11795.748047 Iteration 24Q: 3 clusters Score -3258144 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -3258164.000000 Penalty: 11795.748047 Iteration 25Q: 3 clusters Score -3258164 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13496 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -3258181.750000 Penalty: 11795.748047 Iteration 26Q: 3 clusters Score -3258182 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13525 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -3258204.500000 Penalty: 11795.748047 Iteration 27Q: 3 clusters Score -3258204 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13544 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -3258206.250000 Penalty: 11795.748047 Iteration 28Q: 3 clusters Score -3258206 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -3258219.500000 Penalty: 11795.748047 Iteration 29Q: 3 clusters Score -3258220 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13569 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -3258212.500000 Penalty: 11795.748047 Iteration 30Q: 3 clusters Score -3258212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -3258219.000000 Penalty: 11795.748047 Iteration 31Q: 3 clusters Score -3258219 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -3258221.250000 Penalty: 11795.748047 Iteration 32Q: 3 clusters Score -3258221 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -3258225.000000 Penalty: 11795.748047 Iteration 33Q: 3 clusters Score -3258225 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13592 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3258224.750000 Penalty: 11795.748047 Iteration 34Q: 3 clusters Score -3258225 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -3258229.750000 Penalty: 11795.748047 Iteration 35Q: 3 clusters Score -3258230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13603 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -3258229.750000 Penalty: 11795.748047 Iteration 36Q: 3 clusters Score -3258230 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -3258228.000000 Penalty: 11795.748047 Iteration 37Q: 3 clusters Score -3258228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13607 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -3258231.000000 Penalty: 11795.748047 Iteration 38Q: 3 clusters Score -3258231 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -3258231.250000 Penalty: 11795.748047 Iteration 39Q: 3 clusters Score -3258231 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13612 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -3258236.500000 Penalty: 11795.748047 Iteration 40F: 3 clusters Score -3258236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -3258238.000000 Penalty: 11795.748047 Iteration 41Q: 3 clusters Score -3258238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -3258239.250000 Penalty: 11795.748047 Iteration 42Q: 3 clusters Score -3258239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -3258239.250000 Penalty: 11795.748047 Iteration 43F: 3 clusters Score -3258239 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (25534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25534 members Entering Unmasked Estep Score: -5155976.500000 Penalty: 6215.506836 Iteration 0F: 2 clusters Score -5155976 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12591 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -5135930.000000 Penalty: 12431.013672 Iteration 0F: 3 clusters Score -5135930 nChanged 10515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 13366 members Entering Unmasked Estep Score: -5141550.500000 Penalty: 12431.013672 Iteration 1F: 3 clusters Score -5141550 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 13570 members Entering Unmasked Estep Score: -5142305.000000 Penalty: 12431.013672 Iteration 2F: 3 clusters Score -5142305 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -5142900.500000 Penalty: 12431.013672 Iteration 3F: 3 clusters Score -5142900 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 14165 members Entering Unmasked Estep Score: -5143521.500000 Penalty: 12431.013672 Iteration 4Q: 3 clusters Score -5143522 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10944 members Mstep: Class 2 contains 14590 members Entering Unmasked Estep Score: -5144184.000000 Penalty: 12431.013672 Iteration 5Q: 3 clusters Score -5144184 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -5145004.000000 Penalty: 12431.013672 Iteration 6Q: 3 clusters Score -5145004 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 15836 members Entering Unmasked Estep Score: -5146081.000000 Penalty: 12431.013672 Iteration 7F: 3 clusters Score -5146081 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 16549 members Entering Unmasked Estep Score: -5147347.000000 Penalty: 12431.013672 Iteration 8F: 3 clusters Score -5147347 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 17158 members Entering Unmasked Estep Score: -5148481.000000 Penalty: 12431.013672 Iteration 9F: 3 clusters Score -5148481 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 17565 members Entering Unmasked Estep Score: -5149288.500000 Penalty: 12431.013672 Iteration 10Q: 3 clusters Score -5149288 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 17830 members Entering Unmasked Estep Score: -5149782.000000 Penalty: 12431.013672 Iteration 11Q: 3 clusters Score -5149782 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 17985 members Entering Unmasked Estep Score: -5150072.500000 Penalty: 12431.013672 Iteration 12Q: 3 clusters Score -5150072 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 18078 members Entering Unmasked Estep Score: -5150232.500000 Penalty: 12431.013672 Iteration 13Q: 3 clusters Score -5150232 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 18107 members Entering Unmasked Estep Score: -5150399.000000 Penalty: 12431.013672 Iteration 14Q: 3 clusters Score -5150399 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 18128 members Entering Unmasked Estep Score: -5150484.000000 Penalty: 12431.013672 Iteration 15Q: 3 clusters Score -5150484 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 18151 members Entering Unmasked Estep Score: -5150525.000000 Penalty: 12431.013672 Iteration 16Q: 3 clusters Score -5150525 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 18167 members Entering Unmasked Estep Score: -5150564.500000 Penalty: 12431.013672 Iteration 17Q: 3 clusters Score -5150564 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 18174 members Entering Unmasked Estep Score: -5150607.500000 Penalty: 12431.013672 Iteration 18Q: 3 clusters Score -5150608 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 18172 members Entering Unmasked Estep Score: -5150622.000000 Penalty: 12431.013672 Iteration 19Q: 3 clusters Score -5150622 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 18189 members Entering Unmasked Estep Score: -5150650.500000 Penalty: 12431.013672 Iteration 20F: 3 clusters Score -5150650 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 18189 members Entering Unmasked Estep Score: -5150667.000000 Penalty: 12431.013672 Iteration 21Q: 3 clusters Score -5150667 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 18192 members Entering Unmasked Estep Score: -5150687.500000 Penalty: 12431.013672 Iteration 22Q: 3 clusters Score -5150688 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 18191 members Entering Unmasked Estep Score: -5150682.000000 Penalty: 12431.013672 Iteration 23Q: 3 clusters Score -5150682 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 18199 members Entering Unmasked Estep Score: -5150711.000000 Penalty: 12431.013672 Iteration 24Q: 3 clusters Score -5150711 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 18202 members Entering Unmasked Estep Score: -5150715.500000 Penalty: 12431.013672 Iteration 25Q: 3 clusters Score -5150716 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 18209 members Entering Unmasked Estep Score: -5150719.000000 Penalty: 12431.013672 Iteration 26Q: 3 clusters Score -5150719 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 18209 members Entering Unmasked Estep Score: -5150723.000000 Penalty: 12431.013672 Iteration 27Q: 3 clusters Score -5150723 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 18213 members Entering Unmasked Estep Score: -5150730.000000 Penalty: 12431.013672 Iteration 28Q: 3 clusters Score -5150730 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 18218 members Entering Unmasked Estep Score: -5150723.500000 Penalty: 12431.013672 Iteration 29Q: 3 clusters Score -5150724 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 18217 members Entering Unmasked Estep Score: -5150729.500000 Penalty: 12431.013672 Iteration 30Q: 3 clusters Score -5150730 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 18218 members Entering Unmasked Estep Score: -5150725.500000 Penalty: 12431.013672 Iteration 31Q: 3 clusters Score -5150726 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 18226 members Entering Unmasked Estep Score: -5150729.500000 Penalty: 12431.013672 Iteration 32Q: 3 clusters Score -5150730 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 18229 members Entering Unmasked Estep Score: -5150741.500000 Penalty: 12431.013672 Iteration 33Q: 3 clusters Score -5150742 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 18235 members Entering Unmasked Estep Score: -5150750.000000 Penalty: 12431.013672 Iteration 34Q: 3 clusters Score -5150750 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 18235 members Entering Unmasked Estep Score: -5150749.000000 Penalty: 12431.013672 Iteration 35Q: 3 clusters Score -5150749 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 18230 members Entering Unmasked Estep Score: -5150753.000000 Penalty: 12431.013672 Iteration 36Q: 3 clusters Score -5150753 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 18226 members Entering Unmasked Estep Score: -5150755.500000 Penalty: 12431.013672 Iteration 37Q: 3 clusters Score -5150756 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 18230 members Entering Unmasked Estep Score: -5150758.500000 Penalty: 12431.013672 Iteration 38Q: 3 clusters Score -5150758 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 18235 members Entering Unmasked Estep Score: -5150753.000000 Penalty: 12431.013672 Iteration 39Q: 3 clusters Score -5150753 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 18235 members Entering Unmasked Estep Score: -5150762.000000 Penalty: 12431.013672 Iteration 40F: 3 clusters Score -5150762 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 18234 members Entering Unmasked Estep Score: -5150761.000000 Penalty: 12431.013672 Iteration 41Q: 3 clusters Score -5150761 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 18239 members Entering Unmasked Estep Score: -5150769.000000 Penalty: 12431.013672 Iteration 42Q: 3 clusters Score -5150769 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 18237 members Entering Unmasked Estep Score: -5150770.500000 Penalty: 12431.013672 Iteration 43Q: 3 clusters Score -5150770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 18237 members Entering Unmasked Estep Score: -5150775.000000 Penalty: 12431.013672 Iteration 44Q: 3 clusters Score -5150775 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 18234 members Entering Unmasked Estep Score: -5150779.000000 Penalty: 12431.013672 Iteration 45Q: 3 clusters Score -5150779 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 18233 members Entering Unmasked Estep Score: -5150781.000000 Penalty: 12431.013672 Iteration 46Q: 3 clusters Score -5150781 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 18229 members Entering Unmasked Estep Score: -5150778.500000 Penalty: 12431.013672 Iteration 47Q: 3 clusters Score -5150778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 18228 members Entering Unmasked Estep Score: -5150768.500000 Penalty: 12431.013672 Iteration 48Q: 3 clusters Score -5150768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 18226 members Entering Unmasked Estep Score: -5150777.500000 Penalty: 12431.013672 Iteration 49Q: 3 clusters Score -5150778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -5150777.000000 Penalty: 12431.013672 Iteration 50Q: 3 clusters Score -5150777 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -5150777.000000 Penalty: 12431.013672 Iteration 51F: 3 clusters Score -5150777 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Entering Unmasked Estep Score: -261890.828125 Penalty: 4392.168945 Iteration 0F: 2 clusters Score -261890.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -257564.203125 Penalty: 8784.337891 Iteration 0F: 3 clusters Score -257564.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -257961.125000 Penalty: 8784.337891 Iteration 1F: 3 clusters Score -257961.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -258086.140625 Penalty: 8784.337891 Iteration 2Q: 3 clusters Score -258086.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -258154.203125 Penalty: 8784.337891 Iteration 3Q: 3 clusters Score -258154.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -258188.312500 Penalty: 8784.337891 Iteration 4Q: 3 clusters Score -258188.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -258238.093750 Penalty: 8784.337891 Iteration 5Q: 3 clusters Score -258238.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -258274.953125 Penalty: 8784.337891 Iteration 6Q: 3 clusters Score -258275 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -258287.828125 Penalty: 8784.337891 Iteration 7Q: 3 clusters Score -258287.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -258305.937500 Penalty: 8784.337891 Iteration 8Q: 3 clusters Score -258305.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -258316.203125 Penalty: 8784.337891 Iteration 9Q: 3 clusters Score -258316.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -258327.562500 Penalty: 8784.337891 Iteration 10Q: 3 clusters Score -258327.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -258334.265625 Penalty: 8784.337891 Iteration 11Q: 3 clusters Score -258334.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -258341.859375 Penalty: 8784.337891 Iteration 12Q: 3 clusters Score -258341.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -258354.968750 Penalty: 8784.337891 Iteration 13Q: 3 clusters Score -258355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -258369.828125 Penalty: 8784.337891 Iteration 14Q: 3 clusters Score -258369.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -258382.625000 Penalty: 8784.337891 Iteration 15Q: 3 clusters Score -258382.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -258397.937500 Penalty: 8784.337891 Iteration 16Q: 3 clusters Score -258397.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -258401.109375 Penalty: 8784.337891 Iteration 17Q: 3 clusters Score -258401.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -258403.296875 Penalty: 8784.337891 Iteration 18Q: 3 clusters Score -258403.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -258408.562500 Penalty: 8784.337891 Iteration 19Q: 3 clusters Score -258408.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -258418.156250 Penalty: 8784.337891 Iteration 20F: 3 clusters Score -258418.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -258438.234375 Penalty: 8784.337891 Iteration 21Q: 3 clusters Score -258438.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -258469.765625 Penalty: 8784.337891 Iteration 22Q: 3 clusters Score -258469.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -258501.406250 Penalty: 8784.337891 Iteration 23Q: 3 clusters Score -258501.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -258574.781250 Penalty: 8784.337891 Iteration 24Q: 3 clusters Score -258574.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -258647.828125 Penalty: 8784.337891 Iteration 25Q: 3 clusters Score -258647.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -258692.421875 Penalty: 8784.337891 Iteration 26Q: 3 clusters Score -258692.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -258708.203125 Penalty: 8784.337891 Iteration 27Q: 3 clusters Score -258708.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -258716.312500 Penalty: 8784.337891 Iteration 28Q: 3 clusters Score -258716.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -258728.812500 Penalty: 8784.337891 Iteration 29Q: 3 clusters Score -258728.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -258733.187500 Penalty: 8784.337891 Iteration 30Q: 3 clusters Score -258733.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -258736.796875 Penalty: 8784.337891 Iteration 31Q: 3 clusters Score -258736.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -258736.796875 Penalty: 8784.337891 Iteration 32F: 3 clusters Score -258736.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Entering Unmasked Estep Score: -187678.468750 Penalty: 4268.996582 Iteration 0F: 2 clusters Score -187678.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -183694.140625 Penalty: 8537.993164 Iteration 0F: 3 clusters Score -183694.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -184750.484375 Penalty: 8537.993164 Iteration 1F: 3 clusters Score -184750.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -185324.500000 Penalty: 8537.993164 Iteration 2F: 3 clusters Score -185324.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -185850.281250 Penalty: 8537.993164 Iteration 3F: 3 clusters Score -185850.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -186192.984375 Penalty: 8537.993164 Iteration 4F: 3 clusters Score -186193 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -186471.312500 Penalty: 8537.993164 Iteration 5Q: 3 clusters Score -186471.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -186630.984375 Penalty: 8537.993164 Iteration 6Q: 3 clusters Score -186631 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -186799.593750 Penalty: 8537.993164 Iteration 7Q: 3 clusters Score -186799.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -186966.812500 Penalty: 8537.993164 Iteration 8Q: 3 clusters Score -186966.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -187270.203125 Penalty: 8537.993164 Iteration 9Q: 3 clusters Score -187270.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -187751.312500 Penalty: 8537.993164 Iteration 10Q: 3 clusters Score -187751.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -188070.125000 Penalty: 8537.993164 Iteration 11Q: 3 clusters Score -188070.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -188228.765625 Penalty: 8537.993164 Iteration 12Q: 3 clusters Score -188228.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -188559.859375 Penalty: 8537.993164 Iteration 13Q: 3 clusters Score -188559.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -188700.671875 Penalty: 8537.993164 Iteration 14Q: 3 clusters Score -188700.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -188867.125000 Penalty: 8537.993164 Iteration 15Q: 3 clusters Score -188867.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -188943.515625 Penalty: 8537.993164 Iteration 16Q: 3 clusters Score -188943.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -189014.421875 Penalty: 8537.993164 Iteration 17Q: 3 clusters Score -189014.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -189064.687500 Penalty: 8537.993164 Iteration 18Q: 3 clusters Score -189064.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -189075.375000 Penalty: 8537.993164 Iteration 19Q: 3 clusters Score -189075.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -189084.656250 Penalty: 8537.993164 Iteration 20F: 3 clusters Score -189084.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -189091.921875 Penalty: 8537.993164 Iteration 21Q: 3 clusters Score -189091.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -189091.921875 Penalty: 8537.993164 Iteration 22F: 3 clusters Score -189091.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 156928 members Mstep: Class 3 contains 1354 members Mstep: Class 4 contains 305 members Mstep: Class 5 contains 54891 members Mstep: Class 6 contains 41912 members Mstep: Class 7 contains 167294 members Mstep: Class 8 contains 2432 members Mstep: Class 9 contains 8441 members Mstep: Class 10 contains 15202 members Mstep: Class 11 contains 25534 members Mstep: Class 12 contains 1301 members Mstep: Class 13 contains 415 members Mstep: Class 14 contains 28817 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 34080 members Mstep: Class 18 contains 649 members Mstep: Class 19 contains 1255 members Mstep: Class 20 contains 957 members Entering Unmasked Estep Score: -119248872.000000 Penalty: 162390.671875 Splitting cluster 13 changes total score from -119251512.000000 to -119248872.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (28817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28817 members Entering Unmasked Estep Score: -6017596.500000 Penalty: 6289.591309 Iteration 0F: 2 clusters Score -6017596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14427 members Mstep: Class 2 contains 14390 members Entering Unmasked Estep Score: -5995564.500000 Penalty: 12579.182617 Iteration 0F: 3 clusters Score -5995564 nChanged 12071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14488 members Mstep: Class 2 contains 14329 members Entering Unmasked Estep Score: -6001977.000000 Penalty: 12579.182617 Iteration 1F: 3 clusters Score -6001977 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14559 members Mstep: Class 2 contains 14258 members Entering Unmasked Estep Score: -6002765.000000 Penalty: 12579.182617 Iteration 2F: 3 clusters Score -6002765 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14606 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -6003329.000000 Penalty: 12579.182617 Iteration 3Q: 3 clusters Score -6003329 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14640 members Mstep: Class 2 contains 14177 members Entering Unmasked Estep Score: -6003771.500000 Penalty: 12579.182617 Iteration 4Q: 3 clusters Score -6003772 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14650 members Mstep: Class 2 contains 14167 members Entering Unmasked Estep Score: -6004225.000000 Penalty: 12579.182617 Iteration 5Q: 3 clusters Score -6004225 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14575 members Mstep: Class 2 contains 14242 members Entering Unmasked Estep Score: -6004692.500000 Penalty: 12579.182617 Iteration 6Q: 3 clusters Score -6004692 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 14385 members Entering Unmasked Estep Score: -6005222.500000 Penalty: 12579.182617 Iteration 7Q: 3 clusters Score -6005222 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -6005804.500000 Penalty: 12579.182617 Iteration 8Q: 3 clusters Score -6005804 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -6006410.000000 Penalty: 12579.182617 Iteration 9Q: 3 clusters Score -6006410 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13362 members Mstep: Class 2 contains 15455 members Entering Unmasked Estep Score: -6006987.000000 Penalty: 12579.182617 Iteration 10Q: 3 clusters Score -6006987 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 15976 members Entering Unmasked Estep Score: -6007493.500000 Penalty: 12579.182617 Iteration 11Q: 3 clusters Score -6007494 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12281 members Mstep: Class 2 contains 16536 members Entering Unmasked Estep Score: -6007988.500000 Penalty: 12579.182617 Iteration 12Q: 3 clusters Score -6007988 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 17111 members Entering Unmasked Estep Score: -6008404.500000 Penalty: 12579.182617 Iteration 13Q: 3 clusters Score -6008404 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 17702 members Entering Unmasked Estep Score: -6008805.000000 Penalty: 12579.182617 Iteration 14Q: 3 clusters Score -6008805 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10515 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -6009126.500000 Penalty: 12579.182617 Iteration 15Q: 3 clusters Score -6009126 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 18913 members Entering Unmasked Estep Score: -6009433.000000 Penalty: 12579.182617 Iteration 16Q: 3 clusters Score -6009433 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 19499 members Entering Unmasked Estep Score: -6009700.500000 Penalty: 12579.182617 Iteration 17Q: 3 clusters Score -6009700 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 19997 members Entering Unmasked Estep Score: -6009893.000000 Penalty: 12579.182617 Iteration 18Q: 3 clusters Score -6009893 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8307 members Mstep: Class 2 contains 20510 members Entering Unmasked Estep Score: -6010124.000000 Penalty: 12579.182617 Iteration 19Q: 3 clusters Score -6010124 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 21004 members Entering Unmasked Estep Score: -6010362.000000 Penalty: 12579.182617 Iteration 20F: 3 clusters Score -6010362 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 21517 members Entering Unmasked Estep Score: -6010552.500000 Penalty: 12579.182617 Iteration 21Q: 3 clusters Score -6010552 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 22043 members Entering Unmasked Estep Score: -6010801.000000 Penalty: 12579.182617 Iteration 22Q: 3 clusters Score -6010801 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 22503 members Entering Unmasked Estep Score: -6010992.000000 Penalty: 12579.182617 Iteration 23Q: 3 clusters Score -6010992 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -6011166.000000 Penalty: 12579.182617 Iteration 24Q: 3 clusters Score -6011166 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 23326 members Entering Unmasked Estep Score: -6011329.500000 Penalty: 12579.182617 Iteration 25Q: 3 clusters Score -6011330 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -6011479.500000 Penalty: 12579.182617 Iteration 26Q: 3 clusters Score -6011480 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -6011617.500000 Penalty: 12579.182617 Iteration 27Q: 3 clusters Score -6011618 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 24330 members Entering Unmasked Estep Score: -6011793.000000 Penalty: 12579.182617 Iteration 28Q: 3 clusters Score -6011793 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 24625 members Entering Unmasked Estep Score: -6011908.000000 Penalty: 12579.182617 Iteration 29Q: 3 clusters Score -6011908 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 24865 members Entering Unmasked Estep Score: -6012028.500000 Penalty: 12579.182617 Iteration 30Q: 3 clusters Score -6012028 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 25072 members Entering Unmasked Estep Score: -6012135.000000 Penalty: 12579.182617 Iteration 31Q: 3 clusters Score -6012135 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 25259 members Entering Unmasked Estep Score: -6012216.500000 Penalty: 12579.182617 Iteration 32Q: 3 clusters Score -6012216 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 25441 members Entering Unmasked Estep Score: -6012288.000000 Penalty: 12579.182617 Iteration 33Q: 3 clusters Score -6012288 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 25599 members Entering Unmasked Estep Score: -6012369.000000 Penalty: 12579.182617 Iteration 34Q: 3 clusters Score -6012369 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 25744 members Entering Unmasked Estep Score: -6012443.500000 Penalty: 12579.182617 Iteration 35Q: 3 clusters Score -6012444 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 25866 members Entering Unmasked Estep Score: -6012495.000000 Penalty: 12579.182617 Iteration 36Q: 3 clusters Score -6012495 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 25961 members Entering Unmasked Estep Score: -6012555.000000 Penalty: 12579.182617 Iteration 37Q: 3 clusters Score -6012555 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 26060 members Entering Unmasked Estep Score: -6012638.500000 Penalty: 12579.182617 Iteration 38Q: 3 clusters Score -6012638 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 26144 members Entering Unmasked Estep Score: -6012696.000000 Penalty: 12579.182617 Iteration 39Q: 3 clusters Score -6012696 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 26216 members Entering Unmasked Estep Score: -6012748.000000 Penalty: 12579.182617 Iteration 40F: 3 clusters Score -6012748 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 26282 members Entering Unmasked Estep Score: -6012807.000000 Penalty: 12579.182617 Iteration 41Q: 3 clusters Score -6012807 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 26346 members Entering Unmasked Estep Score: -6012883.000000 Penalty: 12579.182617 Iteration 42Q: 3 clusters Score -6012883 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 26406 members Entering Unmasked Estep Score: -6012925.500000 Penalty: 12579.182617 Iteration 43Q: 3 clusters Score -6012926 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 26458 members Entering Unmasked Estep Score: -6012984.000000 Penalty: 12579.182617 Iteration 44Q: 3 clusters Score -6012984 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 26508 members Entering Unmasked Estep Score: -6013035.000000 Penalty: 12579.182617 Iteration 45Q: 3 clusters Score -6013035 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 26560 members Entering Unmasked Estep Score: -6013087.000000 Penalty: 12579.182617 Iteration 46Q: 3 clusters Score -6013087 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 26608 members Entering Unmasked Estep Score: -6013123.000000 Penalty: 12579.182617 Iteration 47Q: 3 clusters Score -6013123 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 26650 members Entering Unmasked Estep Score: -6013162.000000 Penalty: 12579.182617 Iteration 48Q: 3 clusters Score -6013162 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 26677 members Entering Unmasked Estep Score: -6013220.500000 Penalty: 12579.182617 Iteration 49Q: 3 clusters Score -6013220 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 26699 members Entering Unmasked Estep Score: -6013236.500000 Penalty: 12579.182617 Iteration 50Q: 3 clusters Score -6013236 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 26715 members Entering Unmasked Estep Score: -6013254.000000 Penalty: 12579.182617 Iteration 51Q: 3 clusters Score -6013254 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 26719 members Entering Unmasked Estep Score: -6013270.500000 Penalty: 12579.182617 Iteration 52Q: 3 clusters Score -6013270 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 26722 members Entering Unmasked Estep Score: -6013276.000000 Penalty: 12579.182617 Iteration 53Q: 3 clusters Score -6013276 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 26730 members Entering Unmasked Estep Score: -6013282.500000 Penalty: 12579.182617 Iteration 54Q: 3 clusters Score -6013282 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 26738 members Entering Unmasked Estep Score: -6013285.000000 Penalty: 12579.182617 Iteration 55Q: 3 clusters Score -6013285 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 26749 members Entering Unmasked Estep Score: -6013293.500000 Penalty: 12579.182617 Iteration 56Q: 3 clusters Score -6013294 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 26755 members Entering Unmasked Estep Score: -6013305.500000 Penalty: 12579.182617 Iteration 57Q: 3 clusters Score -6013306 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 26761 members Entering Unmasked Estep Score: -6013302.500000 Penalty: 12579.182617 Iteration 58Q: 3 clusters Score -6013302 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 26765 members Entering Unmasked Estep Score: -6013312.500000 Penalty: 12579.182617 Iteration 59Q: 3 clusters Score -6013312 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 26769 members Entering Unmasked Estep Score: -6013321.500000 Penalty: 12579.182617 Iteration 60F: 3 clusters Score -6013322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 26770 members Entering Unmasked Estep Score: -6013323.000000 Penalty: 12579.182617 Iteration 61Q: 3 clusters Score -6013323 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 26777 members Entering Unmasked Estep Score: -6013320.000000 Penalty: 12579.182617 Iteration 62Q: 3 clusters Score -6013320 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 26784 members Entering Unmasked Estep Score: -6013333.500000 Penalty: 12579.182617 Iteration 63Q: 3 clusters Score -6013334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 26791 members Entering Unmasked Estep Score: -6013352.500000 Penalty: 12579.182617 Iteration 64Q: 3 clusters Score -6013352 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 26798 members Entering Unmasked Estep Score: -6013357.000000 Penalty: 12579.182617 Iteration 65Q: 3 clusters Score -6013357 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 26806 members Entering Unmasked Estep Score: -6013367.500000 Penalty: 12579.182617 Iteration 66Q: 3 clusters Score -6013368 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 26819 members Entering Unmasked Estep Score: -6013387.500000 Penalty: 12579.182617 Iteration 67Q: 3 clusters Score -6013388 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 26831 members Entering Unmasked Estep Score: -6013403.500000 Penalty: 12579.182617 Iteration 68Q: 3 clusters Score -6013404 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 26837 members Entering Unmasked Estep Score: -6013406.000000 Penalty: 12579.182617 Iteration 69Q: 3 clusters Score -6013406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 26844 members Entering Unmasked Estep Score: -6013413.500000 Penalty: 12579.182617 Iteration 70Q: 3 clusters Score -6013414 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 26849 members Entering Unmasked Estep Score: -6013420.000000 Penalty: 12579.182617 Iteration 71Q: 3 clusters Score -6013420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 26854 members Entering Unmasked Estep Score: -6013419.500000 Penalty: 12579.182617 Iteration 72Q: 3 clusters Score -6013420 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 26860 members Entering Unmasked Estep Score: -6013420.500000 Penalty: 12579.182617 Iteration 73Q: 3 clusters Score -6013420 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 26862 members Entering Unmasked Estep Score: -6013421.500000 Penalty: 12579.182617 Iteration 74Q: 3 clusters Score -6013422 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 26867 members Entering Unmasked Estep Score: -6013427.000000 Penalty: 12579.182617 Iteration 75Q: 3 clusters Score -6013427 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 26871 members Entering Unmasked Estep Score: -6013429.000000 Penalty: 12579.182617 Iteration 76Q: 3 clusters Score -6013429 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 26871 members Entering Unmasked Estep Score: -6013432.000000 Penalty: 12579.182617 Iteration 77Q: 3 clusters Score -6013432 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 26872 members Entering Unmasked Estep Score: -6013437.000000 Penalty: 12579.182617 Iteration 78Q: 3 clusters Score -6013437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 26871 members Entering Unmasked Estep Score: -6013438.500000 Penalty: 12579.182617 Iteration 79Q: 3 clusters Score -6013438 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 26871 members Entering Unmasked Estep Score: -6013438.500000 Penalty: 12579.182617 Iteration 80F: 3 clusters Score -6013438 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Entering Unmasked Estep Score: -1736184.125000 Penalty: 5539.986816 Iteration 0F: 2 clusters Score -1736184 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1726876.875000 Penalty: 11079.973633 Iteration 0F: 3 clusters Score -1726877 nChanged 2991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1728598.875000 Penalty: 11079.973633 Iteration 1F: 3 clusters Score -1728599 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1729047.875000 Penalty: 11079.973633 Iteration 2F: 3 clusters Score -1729048 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1729340.875000 Penalty: 11079.973633 Iteration 3F: 3 clusters Score -1729341 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1729563.125000 Penalty: 11079.973633 Iteration 4Q: 3 clusters Score -1729563 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1729723.875000 Penalty: 11079.973633 Iteration 5Q: 3 clusters Score -1729724 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1729885.250000 Penalty: 11079.973633 Iteration 6Q: 3 clusters Score -1729885 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1730086.750000 Penalty: 11079.973633 Iteration 7Q: 3 clusters Score -1730087 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1730346.625000 Penalty: 11079.973633 Iteration 8Q: 3 clusters Score -1730347 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1730661.625000 Penalty: 11079.973633 Iteration 9Q: 3 clusters Score -1730662 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1731070.500000 Penalty: 11079.973633 Iteration 10Q: 3 clusters Score -1731070 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1731521.750000 Penalty: 11079.973633 Iteration 11Q: 3 clusters Score -1731522 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1732003.375000 Penalty: 11079.973633 Iteration 12Q: 3 clusters Score -1732003 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -1732466.875000 Penalty: 11079.973633 Iteration 13Q: 3 clusters Score -1732467 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1732811.875000 Penalty: 11079.973633 Iteration 14Q: 3 clusters Score -1732812 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -1733039.500000 Penalty: 11079.973633 Iteration 15Q: 3 clusters Score -1733040 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1733177.625000 Penalty: 11079.973633 Iteration 16Q: 3 clusters Score -1733178 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1733275.250000 Penalty: 11079.973633 Iteration 17Q: 3 clusters Score -1733275 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1733365.125000 Penalty: 11079.973633 Iteration 18Q: 3 clusters Score -1733365 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1733459.500000 Penalty: 11079.973633 Iteration 19Q: 3 clusters Score -1733460 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -1733545.250000 Penalty: 11079.973633 Iteration 20F: 3 clusters Score -1733545 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -1733647.000000 Penalty: 11079.973633 Iteration 21Q: 3 clusters Score -1733647 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -1733729.250000 Penalty: 11079.973633 Iteration 22Q: 3 clusters Score -1733729 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1733799.000000 Penalty: 11079.973633 Iteration 23Q: 3 clusters Score -1733799 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1733843.000000 Penalty: 11079.973633 Iteration 24Q: 3 clusters Score -1733843 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1733871.250000 Penalty: 11079.973633 Iteration 25Q: 3 clusters Score -1733871 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1733890.375000 Penalty: 11079.973633 Iteration 26Q: 3 clusters Score -1733890 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1733902.750000 Penalty: 11079.973633 Iteration 27Q: 3 clusters Score -1733903 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1733916.875000 Penalty: 11079.973633 Iteration 28Q: 3 clusters Score -1733917 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1733925.750000 Penalty: 11079.973633 Iteration 29Q: 3 clusters Score -1733926 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1733936.250000 Penalty: 11079.973633 Iteration 30Q: 3 clusters Score -1733936 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1733944.125000 Penalty: 11079.973633 Iteration 31Q: 3 clusters Score -1733944 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1733950.625000 Penalty: 11079.973633 Iteration 32Q: 3 clusters Score -1733951 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1733952.375000 Penalty: 11079.973633 Iteration 33Q: 3 clusters Score -1733952 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1733956.625000 Penalty: 11079.973633 Iteration 34Q: 3 clusters Score -1733957 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1733960.625000 Penalty: 11079.973633 Iteration 35Q: 3 clusters Score -1733961 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1733963.875000 Penalty: 11079.973633 Iteration 36Q: 3 clusters Score -1733964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1733964.000000 Penalty: 11079.973633 Iteration 37Q: 3 clusters Score -1733964 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1733964.000000 Penalty: 11079.973633 Iteration 38F: 3 clusters Score -1733964 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -264859.156250 Penalty: 4449.218262 Iteration 0F: 2 clusters Score -264859.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -260620.125000 Penalty: 8898.436523 Iteration 0F: 3 clusters Score -260620.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -261302.937500 Penalty: 8898.436523 Iteration 1F: 3 clusters Score -261302.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -261622.328125 Penalty: 8898.436523 Iteration 2F: 3 clusters Score -261622.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -261869.671875 Penalty: 8898.436523 Iteration 3F: 3 clusters Score -261869.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -262073.140625 Penalty: 8898.436523 Iteration 4F: 3 clusters Score -262073.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -262252.281250 Penalty: 8898.436523 Iteration 5Q: 3 clusters Score -262252.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -262376.156250 Penalty: 8898.436523 Iteration 6Q: 3 clusters Score -262376.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -262480.375000 Penalty: 8898.436523 Iteration 7Q: 3 clusters Score -262480.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -262536.218750 Penalty: 8898.436523 Iteration 8Q: 3 clusters Score -262536.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -262590.937500 Penalty: 8898.436523 Iteration 9Q: 3 clusters Score -262590.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -262651.968750 Penalty: 8898.436523 Iteration 10Q: 3 clusters Score -262652 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -262720.937500 Penalty: 8898.436523 Iteration 11Q: 3 clusters Score -262720.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -262749.062500 Penalty: 8898.436523 Iteration 12Q: 3 clusters Score -262749.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -262759.187500 Penalty: 8898.436523 Iteration 13Q: 3 clusters Score -262759.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -262766.000000 Penalty: 8898.436523 Iteration 14Q: 3 clusters Score -262766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -262767.312500 Penalty: 8898.436523 Iteration 15Q: 3 clusters Score -262767.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -262771.343750 Penalty: 8898.436523 Iteration 16F: 3 clusters Score -262771.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -262780.906250 Penalty: 8898.436523 Iteration 17Q: 3 clusters Score -262780.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -262793.968750 Penalty: 8898.436523 Iteration 18Q: 3 clusters Score -262794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -262814.562500 Penalty: 8898.436523 Iteration 19Q: 3 clusters Score -262814.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -262818.062500 Penalty: 8898.436523 Iteration 20F: 3 clusters Score -262818.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -262826.343750 Penalty: 8898.436523 Iteration 21Q: 3 clusters Score -262826.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -262827.531250 Penalty: 8898.436523 Iteration 22Q: 3 clusters Score -262827.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -262829.562500 Penalty: 8898.436523 Iteration 23Q: 3 clusters Score -262829.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -262829.562500 Penalty: 8898.436523 Iteration 24F: 3 clusters Score -262829.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (34080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34080 members Entering Unmasked Estep Score: -7245849.000000 Penalty: 6392.335449 Iteration 0F: 2 clusters Score -7245849 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17118 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -7220371.500000 Penalty: 12784.670898 Iteration 0F: 3 clusters Score -7220372 nChanged 14634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17300 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -7228211.000000 Penalty: 12784.670898 Iteration 1F: 3 clusters Score -7228211 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 16581 members Entering Unmasked Estep Score: -7229036.000000 Penalty: 12784.670898 Iteration 2F: 3 clusters Score -7229036 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17708 members Mstep: Class 2 contains 16372 members Entering Unmasked Estep Score: -7229694.000000 Penalty: 12784.670898 Iteration 3Q: 3 clusters Score -7229694 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17982 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -7230191.000000 Penalty: 12784.670898 Iteration 4Q: 3 clusters Score -7230191 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 15772 members Entering Unmasked Estep Score: -7230636.000000 Penalty: 12784.670898 Iteration 5Q: 3 clusters Score -7230636 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18702 members Mstep: Class 2 contains 15378 members Entering Unmasked Estep Score: -7231123.000000 Penalty: 12784.670898 Iteration 6Q: 3 clusters Score -7231123 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19184 members Mstep: Class 2 contains 14896 members Entering Unmasked Estep Score: -7231550.000000 Penalty: 12784.670898 Iteration 7Q: 3 clusters Score -7231550 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19718 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -7231967.500000 Penalty: 12784.670898 Iteration 8Q: 3 clusters Score -7231968 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20295 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -7232381.000000 Penalty: 12784.670898 Iteration 9Q: 3 clusters Score -7232381 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20914 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -7232784.500000 Penalty: 12784.670898 Iteration 10Q: 3 clusters Score -7232784 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21550 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -7233093.000000 Penalty: 12784.670898 Iteration 11Q: 3 clusters Score -7233093 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22220 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -7233409.500000 Penalty: 12784.670898 Iteration 12Q: 3 clusters Score -7233410 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23013 members Mstep: Class 2 contains 11067 members Entering Unmasked Estep Score: -7233808.000000 Penalty: 12784.670898 Iteration 13Q: 3 clusters Score -7233808 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23907 members Mstep: Class 2 contains 10173 members Entering Unmasked Estep Score: -7234245.500000 Penalty: 12784.670898 Iteration 14Q: 3 clusters Score -7234246 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24908 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -7234782.000000 Penalty: 12784.670898 Iteration 15Q: 3 clusters Score -7234782 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25999 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -7235370.000000 Penalty: 12784.670898 Iteration 16Q: 3 clusters Score -7235370 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27141 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -7236011.000000 Penalty: 12784.670898 Iteration 17Q: 3 clusters Score -7236011 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28289 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -7236754.500000 Penalty: 12784.670898 Iteration 18Q: 3 clusters Score -7236754 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29372 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -7237474.000000 Penalty: 12784.670898 Iteration 19Q: 3 clusters Score -7237474 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30350 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -7238143.000000 Penalty: 12784.670898 Iteration 20F: 3 clusters Score -7238143 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31136 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -7238686.000000 Penalty: 12784.670898 Iteration 21Q: 3 clusters Score -7238686 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31724 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -7239107.500000 Penalty: 12784.670898 Iteration 22Q: 3 clusters Score -7239108 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32144 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -7239397.000000 Penalty: 12784.670898 Iteration 23Q: 3 clusters Score -7239397 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32442 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -7239656.500000 Penalty: 12784.670898 Iteration 24Q: 3 clusters Score -7239656 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32635 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -7239824.500000 Penalty: 12784.670898 Iteration 25Q: 3 clusters Score -7239824 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32766 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -7239948.500000 Penalty: 12784.670898 Iteration 26Q: 3 clusters Score -7239948 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32856 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -7240024.500000 Penalty: 12784.670898 Iteration 27Q: 3 clusters Score -7240024 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32919 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -7240074.000000 Penalty: 12784.670898 Iteration 28Q: 3 clusters Score -7240074 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32957 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -7240105.000000 Penalty: 12784.670898 Iteration 29Q: 3 clusters Score -7240105 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32991 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -7240138.500000 Penalty: 12784.670898 Iteration 30Q: 3 clusters Score -7240138 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33016 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -7240157.500000 Penalty: 12784.670898 Iteration 31Q: 3 clusters Score -7240158 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33035 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -7240185.000000 Penalty: 12784.670898 Iteration 32Q: 3 clusters Score -7240185 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33055 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -7240202.500000 Penalty: 12784.670898 Iteration 33Q: 3 clusters Score -7240202 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33070 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -7240223.000000 Penalty: 12784.670898 Iteration 34Q: 3 clusters Score -7240223 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33088 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -7240248.000000 Penalty: 12784.670898 Iteration 35Q: 3 clusters Score -7240248 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33106 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -7240261.000000 Penalty: 12784.670898 Iteration 36Q: 3 clusters Score -7240261 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33117 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -7240276.000000 Penalty: 12784.670898 Iteration 37Q: 3 clusters Score -7240276 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33131 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -7240286.000000 Penalty: 12784.670898 Iteration 38Q: 3 clusters Score -7240286 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33139 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -7240293.500000 Penalty: 12784.670898 Iteration 39Q: 3 clusters Score -7240294 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33146 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -7240300.500000 Penalty: 12784.670898 Iteration 40F: 3 clusters Score -7240300 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33150 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -7240318.000000 Penalty: 12784.670898 Iteration 41Q: 3 clusters Score -7240318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33150 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -7240313.000000 Penalty: 12784.670898 Iteration 42Q: 3 clusters Score -7240313 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33151 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -7240317.000000 Penalty: 12784.670898 Iteration 43Q: 3 clusters Score -7240317 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33153 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -7240318.000000 Penalty: 12784.670898 Iteration 44Q: 3 clusters Score -7240318 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33153 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -7240318.000000 Penalty: 12784.670898 Iteration 45F: 3 clusters Score -7240318 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Entering Unmasked Estep Score: -252810.296875 Penalty: 4370.120605 Iteration 0F: 2 clusters Score -252810.3 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 621 members Entering Unmasked Estep Score: -248479.078125 Penalty: 8740.241211 Iteration 0F: 3 clusters Score -248479.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -248957.437500 Penalty: 8740.241211 Iteration 1F: 3 clusters Score -248957.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -249148.578125 Penalty: 8740.241211 Iteration 2F: 3 clusters Score -249148.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -249294.359375 Penalty: 8740.241211 Iteration 3Q: 3 clusters Score -249294.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -249432.031250 Penalty: 8740.241211 Iteration 4Q: 3 clusters Score -249432 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -249592.093750 Penalty: 8740.241211 Iteration 5Q: 3 clusters Score -249592.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -249733.750000 Penalty: 8740.241211 Iteration 6Q: 3 clusters Score -249733.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -249865.000000 Penalty: 8740.241211 Iteration 7Q: 3 clusters Score -249865 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -250076.062500 Penalty: 8740.241211 Iteration 8Q: 3 clusters Score -250076.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -250191.140625 Penalty: 8740.241211 Iteration 9Q: 3 clusters Score -250191.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -250283.953125 Penalty: 8740.241211 Iteration 10Q: 3 clusters Score -250284 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -250408.156250 Penalty: 8740.241211 Iteration 11Q: 3 clusters Score -250408.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -250475.390625 Penalty: 8740.241211 Iteration 12Q: 3 clusters Score -250475.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -250546.781250 Penalty: 8740.241211 Iteration 13Q: 3 clusters Score -250546.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -250574.406250 Penalty: 8740.241211 Iteration 14Q: 3 clusters Score -250574.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -250598.156250 Penalty: 8740.241211 Iteration 15Q: 3 clusters Score -250598.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -250630.687500 Penalty: 8740.241211 Iteration 16Q: 3 clusters Score -250630.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -250650.500000 Penalty: 8740.241211 Iteration 17Q: 3 clusters Score -250650.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -250658.218750 Penalty: 8740.241211 Iteration 18Q: 3 clusters Score -250658.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -250665.343750 Penalty: 8740.241211 Iteration 19Q: 3 clusters Score -250665.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -250680.906250 Penalty: 8740.241211 Iteration 20F: 3 clusters Score -250680.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -250693.359375 Penalty: 8740.241211 Iteration 21Q: 3 clusters Score -250693.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -250696.609375 Penalty: 8740.241211 Iteration 22Q: 3 clusters Score -250696.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -250701.921875 Penalty: 8740.241211 Iteration 23Q: 3 clusters Score -250701.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -250711.750000 Penalty: 8740.241211 Iteration 24Q: 3 clusters Score -250711.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -250714.062500 Penalty: 8740.241211 Iteration 25Q: 3 clusters Score -250714.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -250714.062500 Penalty: 8740.241211 Iteration 26F: 3 clusters Score -250714.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Entering Unmasked Estep Score: -185543.812500 Penalty: 4204.079590 Iteration 0F: 2 clusters Score -185543.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -181483.515625 Penalty: 8408.159180 Iteration 0F: 3 clusters Score -181483.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -181854.421875 Penalty: 8408.159180 Iteration 1F: 3 clusters Score -181854.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -182080.843750 Penalty: 8408.159180 Iteration 2Q: 3 clusters Score -182080.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -182357.703125 Penalty: 8408.159180 Iteration 3Q: 3 clusters Score -182357.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -182607.968750 Penalty: 8408.159180 Iteration 4Q: 3 clusters Score -182608 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -182693.609375 Penalty: 8408.159180 Iteration 5Q: 3 clusters Score -182693.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -182762.718750 Penalty: 8408.159180 Iteration 6Q: 3 clusters Score -182762.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -182816.625000 Penalty: 8408.159180 Iteration 7Q: 3 clusters Score -182816.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -182841.000000 Penalty: 8408.159180 Iteration 8Q: 3 clusters Score -182841 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -182849.968750 Penalty: 8408.159180 Iteration 9Q: 3 clusters Score -182850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -182869.062500 Penalty: 8408.159180 Iteration 10Q: 3 clusters Score -182869.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -182887.234375 Penalty: 8408.159180 Iteration 11Q: 3 clusters Score -182887.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -182891.046875 Penalty: 8408.159180 Iteration 12Q: 3 clusters Score -182891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -182891.046875 Penalty: 8408.159180 Iteration 13F: 3 clusters Score -182891 nChanged 0 --- Evaluating fit on full set of 1715121 points --- Entering Unmasked Estep Score: -358543328.000000 Penalty: 167056.234375 22->20 Clusters: Score -358543328.000000, best is -358723456.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 571707 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26007 members Mstep: Class 2 contains 26022 members Mstep: Class 3 contains 26062 members Mstep: Class 4 contains 25886 members Mstep: Class 5 contains 25906 members Mstep: Class 6 contains 25704 members Mstep: Class 7 contains 26239 members Mstep: Class 8 contains 25820 members Mstep: Class 9 contains 26071 members Mstep: Class 10 contains 26002 members Mstep: Class 11 contains 26048 members Mstep: Class 12 contains 26144 members Mstep: Class 13 contains 25989 members Mstep: Class 14 contains 26030 members Mstep: Class 15 contains 25793 members Mstep: Class 16 contains 25815 members Mstep: Class 17 contains 25984 members Mstep: Class 18 contains 25820 members Mstep: Class 19 contains 26010 members Mstep: Class 20 contains 26082 members Mstep: Class 21 contains 26367 members Mstep: Class 22 contains 25906 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 473.091553 but Gain 8119.531250 Score: -113575168.000000 Penalty: 170510.218750 Iteration 0F: 22 clusters Score -1.135752e+08 nChanged 541617 Entering Unmasked Mstep Mstep: Class 0 contains 2366 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 19812 members Mstep: Class 3 contains 22208 members Mstep: Class 4 contains 3935 members Mstep: Class 5 contains 8035 members Mstep: Class 6 contains 14950 members Mstep: Class 7 contains 18951 members Mstep: Class 8 contains 41625 members Mstep: Class 9 contains 31490 members Mstep: Class 10 contains 8858 members Mstep: Class 11 contains 24301 members Mstep: Class 12 contains 12310 members Mstep: Class 13 contains 10130 members Mstep: Class 14 contains 3253 members Mstep: Class 15 contains 30825 members Mstep: Class 17 contains 8331 members Mstep: Class 18 contains 18468 members Mstep: Class 19 contains 132718 members Mstep: Class 20 contains 54823 members Mstep: Class 21 contains 63610 members Mstep: Class 22 contains 29232 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 5125.895508 but Gain 8119.546875 Score: -117575856.000000 Penalty: 162390.671875 Iteration 1F: 21 clusters Score -1.175759e+08 nChanged 225349 Entering Unmasked Mstep Mstep: Class 0 contains 2167 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 8302 members Mstep: Class 3 contains 21704 members Mstep: Class 4 contains 2591 members Mstep: Class 5 contains 1678 members Mstep: Class 6 contains 3521 members Mstep: Class 7 contains 18950 members Mstep: Class 8 contains 39324 members Mstep: Class 9 contains 20415 members Mstep: Class 10 contains 4786 members Mstep: Class 11 contains 17528 members Mstep: Class 12 contains 8806 members Mstep: Class 14 contains 1913 members Mstep: Class 15 contains 28173 members Mstep: Class 17 contains 4594 members Mstep: Class 18 contains 16731 members Mstep: Class 19 contains 180681 members Mstep: Class 20 contains 77350 members Mstep: Class 21 contains 85600 members Mstep: Class 22 contains 22331 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 4453.226074 but Gain 8119.531250 Score: -118190448.000000 Penalty: 154271.140625 Iteration 2F: 20 clusters Score -1.181904e+08 nChanged 153329 Entering Unmasked Mstep Mstep: Class 0 contains 1830 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 4822 members Mstep: Class 3 contains 20950 members Mstep: Class 4 contains 1846 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 1689 members Mstep: Class 7 contains 21430 members Mstep: Class 8 contains 30837 members Mstep: Class 9 contains 11724 members Mstep: Class 10 contains 4109 members Mstep: Class 11 contains 15787 members Mstep: Class 12 contains 5830 members Mstep: Class 14 contains 1930 members Mstep: Class 15 contains 21213 members Mstep: Class 18 contains 12019 members Mstep: Class 19 contains 190432 members Mstep: Class 20 contains 119232 members Mstep: Class 21 contains 89460 members Mstep: Class 22 contains 13014 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 5281.327637 but Gain 8119.531250 Score: -118535784.000000 Penalty: 146151.609375 Iteration 3F: 19 clusters Score -1.185358e+08 nChanged 104091 Entering Unmasked Mstep Mstep: Class 0 contains 1226 members Mstep: Class 1 contains 1556 members Mstep: Class 3 contains 20347 members Mstep: Class 4 contains 1482 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 1464 members Mstep: Class 7 contains 24566 members Mstep: Class 8 contains 24802 members Mstep: Class 9 contains 8010 members Mstep: Class 10 contains 4725 members Mstep: Class 11 contains 15659 members Mstep: Class 12 contains 4225 members Mstep: Class 14 contains 2229 members Mstep: Class 15 contains 17183 members Mstep: Class 18 contains 9518 members Mstep: Class 19 contains 190042 members Mstep: Class 20 contains 141617 members Mstep: Class 21 contains 92759 members Mstep: Class 22 contains 9466 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 6538.147949 but Gain 8119.531250 Score: -118799720.000000 Penalty: 138032.078125 Iteration 4F: 18 clusters Score -1.187997e+08 nChanged 72650 Entering Unmasked Mstep Mstep: Class 0 contains 472 members Mstep: Class 1 contains 1375 members Mstep: Class 3 contains 18947 members Mstep: Class 4 contains 1358 members Mstep: Class 5 contains 1059 members Mstep: Class 6 contains 1411 members Mstep: Class 7 contains 25483 members Mstep: Class 8 contains 21513 members Mstep: Class 9 contains 6282 members Mstep: Class 10 contains 7543 members Mstep: Class 11 contains 16307 members Mstep: Class 14 contains 2529 members Mstep: Class 15 contains 15399 members Mstep: Class 18 contains 8320 members Mstep: Class 19 contains 184614 members Mstep: Class 20 contains 151967 members Mstep: Class 21 contains 98666 members Mstep: Class 22 contains 8462 members Entering Unmasked Estep ConsiderDeletion Score: -118963816.000000 Penalty: 138032.078125 Iteration 5F: 18 clusters Score -1.189638e+08 nChanged 51395 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 1463 members Mstep: Class 3 contains 17553 members Mstep: Class 4 contains 1313 members Mstep: Class 5 contains 1141 members Mstep: Class 6 contains 1374 members Mstep: Class 7 contains 25429 members Mstep: Class 8 contains 21024 members Mstep: Class 9 contains 5294 members Mstep: Class 10 contains 9151 members Mstep: Class 11 contains 17147 members Mstep: Class 14 contains 2611 members Mstep: Class 15 contains 15322 members Mstep: Class 18 contains 7784 members Mstep: Class 19 contains 179345 members Mstep: Class 20 contains 154557 members Mstep: Class 21 contains 102980 members Mstep: Class 22 contains 8061 members Entering Unmasked Estep ConsiderDeletion Score: -119034704.000000 Penalty: 138032.078125 Iteration 6F: 18 clusters Score -1.190347e+08 nChanged 39752 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1423 members Mstep: Class 3 contains 16813 members Mstep: Class 4 contains 1292 members Mstep: Class 5 contains 1176 members Mstep: Class 6 contains 1363 members Mstep: Class 7 contains 25347 members Mstep: Class 8 contains 22625 members Mstep: Class 9 contains 4697 members Mstep: Class 10 contains 10563 members Mstep: Class 11 contains 17372 members Mstep: Class 14 contains 2655 members Mstep: Class 15 contains 16472 members Mstep: Class 18 contains 7689 members Mstep: Class 19 contains 174156 members Mstep: Class 20 contains 155725 members Mstep: Class 21 contains 104390 members Mstep: Class 22 contains 7854 members Entering Unmasked Estep ConsiderDeletion Score: -119071504.000000 Penalty: 138032.078125 Iteration 7F: 18 clusters Score -1.190715e+08 nChanged 32836 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 16611 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1180 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 25087 members Mstep: Class 8 contains 24766 members Mstep: Class 9 contains 4136 members Mstep: Class 10 contains 11873 members Mstep: Class 11 contains 17241 members Mstep: Class 14 contains 2678 members Mstep: Class 15 contains 19344 members Mstep: Class 18 contains 7901 members Mstep: Class 19 contains 169000 members Mstep: Class 20 contains 156281 members Mstep: Class 21 contains 103673 members Mstep: Class 22 contains 7781 members Entering Unmasked Estep ConsiderDeletion Score: -119099008.000000 Penalty: 138032.078125 Iteration 8F: 18 clusters Score -1.19099e+08 nChanged 27916 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 1407 members Mstep: Class 3 contains 16839 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1188 members Mstep: Class 6 contains 1363 members Mstep: Class 7 contains 24741 members Mstep: Class 8 contains 26074 members Mstep: Class 9 contains 3621 members Mstep: Class 10 contains 12994 members Mstep: Class 11 contains 17005 members Mstep: Class 14 contains 2689 members Mstep: Class 15 contains 23964 members Mstep: Class 18 contains 8398 members Mstep: Class 19 contains 163730 members Mstep: Class 20 contains 156614 members Mstep: Class 21 contains 101951 members Mstep: Class 22 contains 7749 members Entering Unmasked Estep ConsiderDeletion Score: -119120408.000000 Penalty: 138032.078125 Iteration 9Q: 18 clusters Score -1.191204e+08 nChanged 23478 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 1389 members Mstep: Class 3 contains 17325 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1207 members Mstep: Class 6 contains 1363 members Mstep: Class 7 contains 24188 members Mstep: Class 8 contains 26731 members Mstep: Class 9 contains 3174 members Mstep: Class 10 contains 14030 members Mstep: Class 11 contains 16740 members Mstep: Class 14 contains 2723 members Mstep: Class 15 contains 29123 members Mstep: Class 18 contains 9255 members Mstep: Class 19 contains 158628 members Mstep: Class 20 contains 156753 members Mstep: Class 21 contains 99961 members Mstep: Class 22 contains 7738 members Entering Unmasked Estep ConsiderDeletion Score: -119138528.000000 Penalty: 138032.078125 Iteration 10Q: 18 clusters Score -1.191385e+08 nChanged 20186 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 1359 members Mstep: Class 3 contains 17884 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1237 members Mstep: Class 6 contains 1365 members Mstep: Class 7 contains 23622 members Mstep: Class 8 contains 27226 members Mstep: Class 9 contains 2793 members Mstep: Class 10 contains 14986 members Mstep: Class 11 contains 16499 members Mstep: Class 14 contains 2755 members Mstep: Class 15 contains 33878 members Mstep: Class 18 contains 10248 members Mstep: Class 19 contains 153471 members Mstep: Class 20 contains 156929 members Mstep: Class 21 contains 98337 members Mstep: Class 22 contains 7738 members Entering Unmasked Estep ConsiderDeletion Score: -119153504.000000 Penalty: 138032.078125 Iteration 11Q: 18 clusters Score -1.191535e+08 nChanged 17573 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1328 members Mstep: Class 3 contains 18371 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1268 members Mstep: Class 6 contains 1365 members Mstep: Class 7 contains 23223 members Mstep: Class 8 contains 27791 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 15809 members Mstep: Class 11 contains 16318 members Mstep: Class 14 contains 2790 members Mstep: Class 15 contains 38099 members Mstep: Class 18 contains 11197 members Mstep: Class 19 contains 148351 members Mstep: Class 20 contains 157030 members Mstep: Class 21 contains 97111 members Mstep: Class 22 contains 7756 members Entering Unmasked Estep ConsiderDeletion Score: -119164528.000000 Penalty: 138032.078125 Iteration 12Q: 18 clusters Score -1.191645e+08 nChanged 15478 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1313 members Mstep: Class 3 contains 18911 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1283 members Mstep: Class 6 contains 1365 members Mstep: Class 7 contains 22876 members Mstep: Class 8 contains 28750 members Mstep: Class 9 contains 2316 members Mstep: Class 10 contains 16637 members Mstep: Class 11 contains 16183 members Mstep: Class 14 contains 2827 members Mstep: Class 15 contains 41680 members Mstep: Class 18 contains 11990 members Mstep: Class 19 contains 143328 members Mstep: Class 20 contains 156825 members Mstep: Class 21 contains 96293 members Mstep: Class 22 contains 7748 members Entering Unmasked Estep ConsiderDeletion Score: -119174008.000000 Penalty: 138032.078125 Iteration 13Q: 18 clusters Score -1.19174e+08 nChanged 14036 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1298 members Mstep: Class 3 contains 19307 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1297 members Mstep: Class 6 contains 1366 members Mstep: Class 7 contains 22557 members Mstep: Class 8 contains 29955 members Mstep: Class 9 contains 2181 members Mstep: Class 10 contains 17366 members Mstep: Class 11 contains 16084 members Mstep: Class 14 contains 2863 members Mstep: Class 15 contains 44830 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 138259 members Mstep: Class 20 contains 156575 members Mstep: Class 21 contains 95943 members Mstep: Class 22 contains 7743 members Entering Unmasked Estep ConsiderDeletion Score: -119180752.000000 Penalty: 138032.078125 Iteration 14Q: 18 clusters Score -1.191808e+08 nChanged 13043 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1290 members Mstep: Class 3 contains 19585 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1303 members Mstep: Class 6 contains 1368 members Mstep: Class 7 contains 22297 members Mstep: Class 8 contains 31346 members Mstep: Class 9 contains 2082 members Mstep: Class 10 contains 17955 members Mstep: Class 11 contains 15984 members Mstep: Class 14 contains 2904 members Mstep: Class 15 contains 47494 members Mstep: Class 18 contains 13470 members Mstep: Class 19 contains 133014 members Mstep: Class 20 contains 156343 members Mstep: Class 21 contains 96169 members Mstep: Class 22 contains 7721 members Entering Unmasked Estep ConsiderDeletion Score: -119186496.000000 Penalty: 138032.078125 Iteration 15Q: 18 clusters Score -1.191865e+08 nChanged 12258 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 19877 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1303 members Mstep: Class 6 contains 1369 members Mstep: Class 7 contains 22034 members Mstep: Class 8 contains 32842 members Mstep: Class 9 contains 2005 members Mstep: Class 10 contains 18474 members Mstep: Class 11 contains 15900 members Mstep: Class 14 contains 2940 members Mstep: Class 15 contains 49742 members Mstep: Class 18 contains 14258 members Mstep: Class 19 contains 127701 members Mstep: Class 20 contains 156043 members Mstep: Class 21 contains 96832 members Mstep: Class 22 contains 7717 members Entering Unmasked Estep ConsiderDeletion Score: -119191832.000000 Penalty: 138032.078125 Iteration 16Q: 18 clusters Score -1.191918e+08 nChanged 11761 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 1287 members Mstep: Class 3 contains 20181 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1303 members Mstep: Class 6 contains 1369 members Mstep: Class 7 contains 21810 members Mstep: Class 8 contains 34306 members Mstep: Class 9 contains 1957 members Mstep: Class 10 contains 18919 members Mstep: Class 11 contains 15823 members Mstep: Class 14 contains 2979 members Mstep: Class 15 contains 51580 members Mstep: Class 18 contains 15159 members Mstep: Class 19 contains 122307 members Mstep: Class 20 contains 155752 members Mstep: Class 21 contains 97900 members Mstep: Class 22 contains 7694 members Entering Unmasked Estep ConsiderDeletion Score: -119197232.000000 Penalty: 138032.078125 Iteration 17Q: 18 clusters Score -1.191972e+08 nChanged 11509 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 1287 members Mstep: Class 3 contains 20516 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1303 members Mstep: Class 6 contains 1370 members Mstep: Class 7 contains 21579 members Mstep: Class 8 contains 35685 members Mstep: Class 9 contains 1921 members Mstep: Class 10 contains 19291 members Mstep: Class 11 contains 15767 members Mstep: Class 14 contains 3016 members Mstep: Class 15 contains 53060 members Mstep: Class 18 contains 16195 members Mstep: Class 19 contains 116863 members Mstep: Class 20 contains 155449 members Mstep: Class 21 contains 99363 members Mstep: Class 22 contains 7661 members Entering Unmasked Estep ConsiderDeletion Score: -119203496.000000 Penalty: 138032.078125 Iteration 18Q: 18 clusters Score -1.192035e+08 nChanged 11528 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 1287 members Mstep: Class 3 contains 20825 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1303 members Mstep: Class 6 contains 1370 members Mstep: Class 7 contains 21376 members Mstep: Class 8 contains 36917 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 19631 members Mstep: Class 11 contains 15728 members Mstep: Class 14 contains 3043 members Mstep: Class 15 contains 54282 members Mstep: Class 18 contains 17287 members Mstep: Class 19 contains 111343 members Mstep: Class 20 contains 155188 members Mstep: Class 21 contains 101225 members Mstep: Class 22 contains 7638 members Entering Unmasked Estep ConsiderDeletion Score: -119209424.000000 Penalty: 138032.078125 Iteration 19Q: 18 clusters Score -1.192094e+08 nChanged 11368 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 1287 members Mstep: Class 3 contains 21175 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1303 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 21185 members Mstep: Class 8 contains 37993 members Mstep: Class 9 contains 1854 members Mstep: Class 10 contains 19879 members Mstep: Class 11 contains 15692 members Mstep: Class 14 contains 3065 members Mstep: Class 15 contains 55238 members Mstep: Class 18 contains 18375 members Mstep: Class 19 contains 105892 members Mstep: Class 20 contains 155022 members Mstep: Class 21 contains 103386 members Mstep: Class 22 contains 7613 members Entering Unmasked Estep ConsiderDeletion Score: -119215480.000000 Penalty: 138032.078125 Iteration 20F: 18 clusters Score -1.192155e+08 nChanged 11511 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21415 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 21081 members Mstep: Class 8 contains 39119 members Mstep: Class 9 contains 1814 members Mstep: Class 10 contains 20067 members Mstep: Class 11 contains 15649 members Mstep: Class 14 contains 3088 members Mstep: Class 15 contains 56208 members Mstep: Class 18 contains 19386 members Mstep: Class 19 contains 100233 members Mstep: Class 20 contains 154939 members Mstep: Class 21 contains 105776 members Mstep: Class 22 contains 7594 members Entering Unmasked Estep ConsiderDeletion Score: -119220192.000000 Penalty: 138032.078125 Iteration 21Q: 18 clusters Score -1.192202e+08 nChanged 10822 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21534 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 20954 members Mstep: Class 8 contains 40010 members Mstep: Class 9 contains 1754 members Mstep: Class 10 contains 20214 members Mstep: Class 11 contains 15590 members Mstep: Class 14 contains 3109 members Mstep: Class 15 contains 56990 members Mstep: Class 18 contains 20250 members Mstep: Class 19 contains 94882 members Mstep: Class 20 contains 155021 members Mstep: Class 21 contains 108474 members Mstep: Class 22 contains 7586 members Entering Unmasked Estep ConsiderDeletion Score: -119224008.000000 Penalty: 138032.078125 Iteration 22Q: 18 clusters Score -1.19224e+08 nChanged 9923 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21689 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 20888 members Mstep: Class 8 contains 40710 members Mstep: Class 9 contains 1671 members Mstep: Class 10 contains 20345 members Mstep: Class 11 contains 15558 members Mstep: Class 14 contains 3127 members Mstep: Class 15 contains 57628 members Mstep: Class 18 contains 20924 members Mstep: Class 19 contains 89741 members Mstep: Class 20 contains 155284 members Mstep: Class 21 contains 111236 members Mstep: Class 22 contains 7567 members Entering Unmasked Estep ConsiderDeletion Score: -119227752.000000 Penalty: 138032.078125 Iteration 23Q: 18 clusters Score -1.192278e+08 nChanged 9299 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21798 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 20866 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 1588 members Mstep: Class 10 contains 20471 members Mstep: Class 11 contains 15526 members Mstep: Class 14 contains 3145 members Mstep: Class 15 contains 58139 members Mstep: Class 18 contains 21424 members Mstep: Class 19 contains 84703 members Mstep: Class 20 contains 155797 members Mstep: Class 21 contains 114068 members Mstep: Class 22 contains 7540 members Entering Unmasked Estep ConsiderDeletion Score: -119231888.000000 Penalty: 138032.078125 Iteration 24Q: 18 clusters Score -1.192319e+08 nChanged 8461 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21889 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 20908 members Mstep: Class 8 contains 41701 members Mstep: Class 9 contains 1518 members Mstep: Class 10 contains 20617 members Mstep: Class 11 contains 15506 members Mstep: Class 14 contains 3167 members Mstep: Class 15 contains 58567 members Mstep: Class 18 contains 21816 members Mstep: Class 19 contains 79843 members Mstep: Class 20 contains 156553 members Mstep: Class 21 contains 116765 members Mstep: Class 22 contains 7516 members Entering Unmasked Estep ConsiderDeletion Score: -119235400.000000 Penalty: 138032.078125 Iteration 25Q: 18 clusters Score -1.192354e+08 nChanged 8028 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21963 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 20947 members Mstep: Class 8 contains 41968 members Mstep: Class 9 contains 1445 members Mstep: Class 10 contains 20742 members Mstep: Class 11 contains 15507 members Mstep: Class 14 contains 3177 members Mstep: Class 15 contains 58914 members Mstep: Class 18 contains 22173 members Mstep: Class 19 contains 75129 members Mstep: Class 20 contains 157607 members Mstep: Class 21 contains 119284 members Mstep: Class 22 contains 7510 members Entering Unmasked Estep ConsiderDeletion Score: -119239072.000000 Penalty: 138032.078125 Iteration 26Q: 18 clusters Score -1.192391e+08 nChanged 7460 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21969 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1366 members Mstep: Class 7 contains 20997 members Mstep: Class 8 contains 42165 members Mstep: Class 9 contains 1393 members Mstep: Class 10 contains 20868 members Mstep: Class 11 contains 15508 members Mstep: Class 14 contains 3185 members Mstep: Class 15 contains 59183 members Mstep: Class 18 contains 22503 members Mstep: Class 19 contains 70791 members Mstep: Class 20 contains 158811 members Mstep: Class 21 contains 121504 members Mstep: Class 22 contains 7490 members Entering Unmasked Estep ConsiderDeletion Score: -119242048.000000 Penalty: 138032.078125 Iteration 27Q: 18 clusters Score -1.19242e+08 nChanged 6682 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21937 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1364 members Mstep: Class 7 contains 21033 members Mstep: Class 8 contains 42296 members Mstep: Class 9 contains 1338 members Mstep: Class 10 contains 21008 members Mstep: Class 11 contains 15511 members Mstep: Class 14 contains 3201 members Mstep: Class 15 contains 59423 members Mstep: Class 18 contains 22831 members Mstep: Class 19 contains 66947 members Mstep: Class 20 contains 160061 members Mstep: Class 21 contains 123313 members Mstep: Class 22 contains 7470 members Entering Unmasked Estep ConsiderDeletion Score: -119243824.000000 Penalty: 138032.078125 Iteration 28Q: 18 clusters Score -1.192438e+08 nChanged 5788 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21888 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1363 members Mstep: Class 7 contains 21041 members Mstep: Class 8 contains 42377 members Mstep: Class 9 contains 1290 members Mstep: Class 10 contains 21177 members Mstep: Class 11 contains 15512 members Mstep: Class 14 contains 3217 members Mstep: Class 15 contains 59655 members Mstep: Class 18 contains 23087 members Mstep: Class 19 contains 63652 members Mstep: Class 20 contains 161242 members Mstep: Class 21 contains 124774 members Mstep: Class 22 contains 7458 members Entering Unmasked Estep ConsiderDeletion Score: -119245096.000000 Penalty: 138032.078125 Iteration 29Q: 18 clusters Score -1.192451e+08 nChanged 4891 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21892 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20974 members Mstep: Class 8 contains 42436 members Mstep: Class 9 contains 1253 members Mstep: Class 10 contains 21377 members Mstep: Class 11 contains 15512 members Mstep: Class 14 contains 3226 members Mstep: Class 15 contains 59855 members Mstep: Class 18 contains 23312 members Mstep: Class 19 contains 60939 members Mstep: Class 20 contains 162265 members Mstep: Class 21 contains 125884 members Mstep: Class 22 contains 7446 members Entering Unmasked Estep ConsiderDeletion Score: -119246424.000000 Penalty: 138032.078125 Iteration 30Q: 18 clusters Score -1.192464e+08 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 21931 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20886 members Mstep: Class 8 contains 42469 members Mstep: Class 9 contains 1225 members Mstep: Class 10 contains 21555 members Mstep: Class 11 contains 15531 members Mstep: Class 14 contains 3233 members Mstep: Class 15 contains 60015 members Mstep: Class 18 contains 23491 members Mstep: Class 19 contains 58756 members Mstep: Class 20 contains 163096 members Mstep: Class 21 contains 126747 members Mstep: Class 22 contains 7436 members Entering Unmasked Estep ConsiderDeletion Score: -119247096.000000 Penalty: 138032.078125 Iteration 31Q: 18 clusters Score -1.192471e+08 nChanged 3275 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22000 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20759 members Mstep: Class 8 contains 42470 members Mstep: Class 9 contains 1196 members Mstep: Class 10 contains 21722 members Mstep: Class 11 contains 15546 members Mstep: Class 14 contains 3239 members Mstep: Class 15 contains 60149 members Mstep: Class 18 contains 23654 members Mstep: Class 19 contains 56967 members Mstep: Class 20 contains 163788 members Mstep: Class 21 contains 127454 members Mstep: Class 22 contains 7427 members Entering Unmasked Estep ConsiderDeletion Score: -119247320.000000 Penalty: 138032.078125 Iteration 32Q: 18 clusters Score -1.192473e+08 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22080 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20674 members Mstep: Class 8 contains 42464 members Mstep: Class 9 contains 1171 members Mstep: Class 10 contains 21895 members Mstep: Class 11 contains 15552 members Mstep: Class 14 contains 3246 members Mstep: Class 15 contains 60283 members Mstep: Class 18 contains 23797 members Mstep: Class 19 contains 55442 members Mstep: Class 20 contains 164388 members Mstep: Class 21 contains 127959 members Mstep: Class 22 contains 7420 members Entering Unmasked Estep ConsiderDeletion Score: -119247616.000000 Penalty: 138032.078125 Iteration 33Q: 18 clusters Score -1.192476e+08 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22133 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20598 members Mstep: Class 8 contains 42443 members Mstep: Class 9 contains 1144 members Mstep: Class 10 contains 22080 members Mstep: Class 11 contains 15582 members Mstep: Class 14 contains 3251 members Mstep: Class 15 contains 60419 members Mstep: Class 18 contains 23913 members Mstep: Class 19 contains 54174 members Mstep: Class 20 contains 164903 members Mstep: Class 21 contains 128316 members Mstep: Class 22 contains 7415 members Entering Unmasked Estep ConsiderDeletion Score: -119247768.000000 Penalty: 138032.078125 Iteration 34Q: 18 clusters Score -1.192478e+08 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22205 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20530 members Mstep: Class 8 contains 42429 members Mstep: Class 9 contains 1125 members Mstep: Class 10 contains 22246 members Mstep: Class 11 contains 15613 members Mstep: Class 14 contains 3259 members Mstep: Class 15 contains 60517 members Mstep: Class 18 contains 24020 members Mstep: Class 19 contains 53155 members Mstep: Class 20 contains 165297 members Mstep: Class 21 contains 128571 members Mstep: Class 22 contains 7404 members Entering Unmasked Estep ConsiderDeletion Score: -119248184.000000 Penalty: 138032.078125 Iteration 35Q: 18 clusters Score -1.192482e+08 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22257 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20461 members Mstep: Class 8 contains 42419 members Mstep: Class 9 contains 1117 members Mstep: Class 10 contains 22411 members Mstep: Class 11 contains 15630 members Mstep: Class 14 contains 3267 members Mstep: Class 15 contains 60596 members Mstep: Class 18 contains 24125 members Mstep: Class 19 contains 52284 members Mstep: Class 20 contains 165603 members Mstep: Class 21 contains 128804 members Mstep: Class 22 contains 7397 members Entering Unmasked Estep ConsiderDeletion Score: -119248304.000000 Penalty: 138032.078125 Iteration 36Q: 18 clusters Score -1.192483e+08 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22286 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20393 members Mstep: Class 8 contains 42406 members Mstep: Class 9 contains 1112 members Mstep: Class 10 contains 22562 members Mstep: Class 11 contains 15644 members Mstep: Class 14 contains 3276 members Mstep: Class 15 contains 60665 members Mstep: Class 18 contains 24219 members Mstep: Class 19 contains 51510 members Mstep: Class 20 contains 165884 members Mstep: Class 21 contains 129026 members Mstep: Class 22 contains 7388 members Entering Unmasked Estep ConsiderDeletion Score: -119248480.000000 Penalty: 138032.078125 Iteration 37Q: 18 clusters Score -1.192485e+08 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22328 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20315 members Mstep: Class 8 contains 42394 members Mstep: Class 9 contains 1106 members Mstep: Class 10 contains 22711 members Mstep: Class 11 contains 15683 members Mstep: Class 14 contains 3291 members Mstep: Class 15 contains 60706 members Mstep: Class 18 contains 24301 members Mstep: Class 19 contains 50850 members Mstep: Class 20 contains 166103 members Mstep: Class 21 contains 129210 members Mstep: Class 22 contains 7373 members Entering Unmasked Estep ConsiderDeletion Score: -119248696.000000 Penalty: 138032.078125 Iteration 38Q: 18 clusters Score -1.192487e+08 nChanged 1024 Entering ConstructFrom: Score: -119248696.000000 Penalty: 138032.078125 Entering ConstructFrom: Trying to split cluster 1 (1288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Entering Unmasked Estep Score: -218002.968750 Penalty: 4386.018066 Iteration 0F: 2 clusters Score -218003 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -214219.984375 Penalty: 8772.036133 Iteration 0F: 3 clusters Score -214220 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -216833.359375 Penalty: 8772.036133 Iteration 1F: 3 clusters Score -216833.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -219514.359375 Penalty: 8772.036133 Iteration 2F: 3 clusters Score -219514.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -220749.062500 Penalty: 8772.036133 Iteration 3F: 3 clusters Score -220749.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -221122.890625 Penalty: 8772.036133 Iteration 4Q: 3 clusters Score -221122.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -221340.734375 Penalty: 8772.036133 Iteration 5Q: 3 clusters Score -221340.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -221421.250000 Penalty: 8772.036133 Iteration 6Q: 3 clusters Score -221421.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -221504.656250 Penalty: 8772.036133 Iteration 7Q: 3 clusters Score -221504.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -221519.609375 Penalty: 8772.036133 Iteration 8Q: 3 clusters Score -221519.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -221532.468750 Penalty: 8772.036133 Iteration 9Q: 3 clusters Score -221532.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -221541.156250 Penalty: 8772.036133 Iteration 10Q: 3 clusters Score -221541.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -221554.656250 Penalty: 8772.036133 Iteration 11F: 3 clusters Score -221554.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -221583.546875 Penalty: 8772.036133 Iteration 12Q: 3 clusters Score -221583.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -221583.546875 Penalty: 8772.036133 Iteration 13F: 3 clusters Score -221583.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 22367 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20259 members Mstep: Class 8 contains 42386 members Mstep: Class 9 contains 1103 members Mstep: Class 10 contains 22848 members Mstep: Class 11 contains 15705 members Mstep: Class 14 contains 3301 members Mstep: Class 15 contains 60734 members Mstep: Class 18 contains 24379 members Mstep: Class 19 contains 50306 members Mstep: Class 20 contains 166278 members Mstep: Class 21 contains 129339 members Mstep: Class 22 contains 7366 members Entering Unmasked Estep Score: -119248528.000000 Penalty: 146151.609375 Splitting cluster 1 changes total score from -119248696.000000 to -119248528.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (22367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22367 members Entering Unmasked Estep Score: -4517295.000000 Penalty: 6134.396973 Iteration 0F: 2 clusters Score -4517295 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -4499256.000000 Penalty: 12268.793945 Iteration 0F: 3 clusters Score -4499256 nChanged 9153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 10945 members Entering Unmasked Estep Score: -4504200.500000 Penalty: 12268.793945 Iteration 1F: 3 clusters Score -4504200 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -4504872.500000 Penalty: 12268.793945 Iteration 2F: 3 clusters Score -4504872 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -4505368.000000 Penalty: 12268.793945 Iteration 3F: 3 clusters Score -4505368 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -4505716.500000 Penalty: 12268.793945 Iteration 4Q: 3 clusters Score -4505716 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -4505978.500000 Penalty: 12268.793945 Iteration 5Q: 3 clusters Score -4505978 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -4506193.000000 Penalty: 12268.793945 Iteration 6Q: 3 clusters Score -4506193 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11730 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -4506389.000000 Penalty: 12268.793945 Iteration 7Q: 3 clusters Score -4506389 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -4506538.500000 Penalty: 12268.793945 Iteration 8Q: 3 clusters Score -4506538 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12087 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -4506667.500000 Penalty: 12268.793945 Iteration 9Q: 3 clusters Score -4506668 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -4506786.500000 Penalty: 12268.793945 Iteration 10Q: 3 clusters Score -4506786 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12436 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -4506878.000000 Penalty: 12268.793945 Iteration 11Q: 3 clusters Score -4506878 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12611 members Mstep: Class 2 contains 9756 members Entering Unmasked Estep Score: -4506969.000000 Penalty: 12268.793945 Iteration 12Q: 3 clusters Score -4506969 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12809 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -4507051.500000 Penalty: 12268.793945 Iteration 13Q: 3 clusters Score -4507052 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -4507133.000000 Penalty: 12268.793945 Iteration 14Q: 3 clusters Score -4507133 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -4507255.000000 Penalty: 12268.793945 Iteration 15Q: 3 clusters Score -4507255 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13557 members Mstep: Class 2 contains 8810 members Entering Unmasked Estep Score: -4507402.000000 Penalty: 12268.793945 Iteration 16Q: 3 clusters Score -4507402 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -4507575.000000 Penalty: 12268.793945 Iteration 17Q: 3 clusters Score -4507575 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14192 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -4507724.000000 Penalty: 12268.793945 Iteration 18Q: 3 clusters Score -4507724 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14545 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -4507924.500000 Penalty: 12268.793945 Iteration 19Q: 3 clusters Score -4507924 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -4508099.000000 Penalty: 12268.793945 Iteration 20F: 3 clusters Score -4508099 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15288 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -4508322.500000 Penalty: 12268.793945 Iteration 21Q: 3 clusters Score -4508322 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15702 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -4508557.500000 Penalty: 12268.793945 Iteration 22Q: 3 clusters Score -4508558 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -4508809.000000 Penalty: 12268.793945 Iteration 23Q: 3 clusters Score -4508809 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16546 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -4509037.500000 Penalty: 12268.793945 Iteration 24Q: 3 clusters Score -4509038 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16972 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -4509297.000000 Penalty: 12268.793945 Iteration 25Q: 3 clusters Score -4509297 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17377 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -4509571.000000 Penalty: 12268.793945 Iteration 26Q: 3 clusters Score -4509571 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17787 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -4509830.500000 Penalty: 12268.793945 Iteration 27Q: 3 clusters Score -4509830 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18212 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -4510105.500000 Penalty: 12268.793945 Iteration 28Q: 3 clusters Score -4510106 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18610 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -4510367.000000 Penalty: 12268.793945 Iteration 29Q: 3 clusters Score -4510367 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18952 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -4510575.500000 Penalty: 12268.793945 Iteration 30Q: 3 clusters Score -4510576 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19231 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -4510777.000000 Penalty: 12268.793945 Iteration 31Q: 3 clusters Score -4510777 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19461 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -4510897.500000 Penalty: 12268.793945 Iteration 32Q: 3 clusters Score -4510898 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19650 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -4510995.000000 Penalty: 12268.793945 Iteration 33Q: 3 clusters Score -4510995 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19804 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -4511096.000000 Penalty: 12268.793945 Iteration 34Q: 3 clusters Score -4511096 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19956 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -4511183.500000 Penalty: 12268.793945 Iteration 35Q: 3 clusters Score -4511184 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20094 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -4511273.500000 Penalty: 12268.793945 Iteration 36Q: 3 clusters Score -4511274 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20229 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -4511365.500000 Penalty: 12268.793945 Iteration 37Q: 3 clusters Score -4511366 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20355 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -4511440.000000 Penalty: 12268.793945 Iteration 38Q: 3 clusters Score -4511440 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20447 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -4511515.000000 Penalty: 12268.793945 Iteration 39Q: 3 clusters Score -4511515 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20533 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -4511572.500000 Penalty: 12268.793945 Iteration 40F: 3 clusters Score -4511572 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20603 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -4511628.000000 Penalty: 12268.793945 Iteration 41Q: 3 clusters Score -4511628 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20674 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -4511674.000000 Penalty: 12268.793945 Iteration 42Q: 3 clusters Score -4511674 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20730 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -4511715.000000 Penalty: 12268.793945 Iteration 43Q: 3 clusters Score -4511715 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20783 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -4511753.000000 Penalty: 12268.793945 Iteration 44Q: 3 clusters Score -4511753 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20828 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -4511777.000000 Penalty: 12268.793945 Iteration 45Q: 3 clusters Score -4511777 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20862 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -4511792.500000 Penalty: 12268.793945 Iteration 46Q: 3 clusters Score -4511792 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20900 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -4511824.500000 Penalty: 12268.793945 Iteration 47Q: 3 clusters Score -4511824 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20927 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -4511837.500000 Penalty: 12268.793945 Iteration 48Q: 3 clusters Score -4511838 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20951 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -4511855.000000 Penalty: 12268.793945 Iteration 49Q: 3 clusters Score -4511855 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -4511857.000000 Penalty: 12268.793945 Iteration 50Q: 3 clusters Score -4511857 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20981 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -4511871.000000 Penalty: 12268.793945 Iteration 51Q: 3 clusters Score -4511871 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20997 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -4511872.000000 Penalty: 12268.793945 Iteration 52Q: 3 clusters Score -4511872 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21006 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -4511881.500000 Penalty: 12268.793945 Iteration 53Q: 3 clusters Score -4511882 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21015 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -4511887.500000 Penalty: 12268.793945 Iteration 54Q: 3 clusters Score -4511888 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21021 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -4511896.500000 Penalty: 12268.793945 Iteration 55Q: 3 clusters Score -4511896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -4511899.500000 Penalty: 12268.793945 Iteration 56Q: 3 clusters Score -4511900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21029 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -4511899.000000 Penalty: 12268.793945 Iteration 57Q: 3 clusters Score -4511899 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21032 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -4511899.500000 Penalty: 12268.793945 Iteration 58Q: 3 clusters Score -4511900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21037 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -4511906.500000 Penalty: 12268.793945 Iteration 59Q: 3 clusters Score -4511906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21042 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -4511912.500000 Penalty: 12268.793945 Iteration 60F: 3 clusters Score -4511912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21047 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -4511915.000000 Penalty: 12268.793945 Iteration 61Q: 3 clusters Score -4511915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21049 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -4511917.000000 Penalty: 12268.793945 Iteration 62Q: 3 clusters Score -4511917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21050 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -4511918.500000 Penalty: 12268.793945 Iteration 63Q: 3 clusters Score -4511918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21051 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -4511917.500000 Penalty: 12268.793945 Iteration 64Q: 3 clusters Score -4511918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21052 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -4511915.000000 Penalty: 12268.793945 Iteration 65Q: 3 clusters Score -4511915 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21053 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -4511918.500000 Penalty: 12268.793945 Iteration 66Q: 3 clusters Score -4511918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21054 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -4511923.000000 Penalty: 12268.793945 Iteration 67Q: 3 clusters Score -4511923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21055 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -4511924.500000 Penalty: 12268.793945 Iteration 68Q: 3 clusters Score -4511924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21055 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -4511924.500000 Penalty: 12268.793945 Iteration 69F: 3 clusters Score -4511924 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Entering Unmasked Estep Score: -260071.968750 Penalty: 4387.442871 Iteration 0F: 2 clusters Score -260072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -255783.234375 Penalty: 8774.885742 Iteration 0F: 3 clusters Score -255783.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -256388.515625 Penalty: 8774.885742 Iteration 1F: 3 clusters Score -256388.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -256612.968750 Penalty: 8774.885742 Iteration 2F: 3 clusters Score -256613 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -256723.500000 Penalty: 8774.885742 Iteration 3Q: 3 clusters Score -256723.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -256804.218750 Penalty: 8774.885742 Iteration 4Q: 3 clusters Score -256804.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -256863.312500 Penalty: 8774.885742 Iteration 5Q: 3 clusters Score -256863.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -256930.578125 Penalty: 8774.885742 Iteration 6Q: 3 clusters Score -256930.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -256980.703125 Penalty: 8774.885742 Iteration 7Q: 3 clusters Score -256980.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -257030.281250 Penalty: 8774.885742 Iteration 8Q: 3 clusters Score -257030.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -257078.109375 Penalty: 8774.885742 Iteration 9Q: 3 clusters Score -257078.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -257121.265625 Penalty: 8774.885742 Iteration 10Q: 3 clusters Score -257121.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -257140.250000 Penalty: 8774.885742 Iteration 11Q: 3 clusters Score -257140.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -257157.750000 Penalty: 8774.885742 Iteration 12Q: 3 clusters Score -257157.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -257188.328125 Penalty: 8774.885742 Iteration 13Q: 3 clusters Score -257188.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -257212.375000 Penalty: 8774.885742 Iteration 14Q: 3 clusters Score -257212.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -257223.015625 Penalty: 8774.885742 Iteration 15Q: 3 clusters Score -257223 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -257248.890625 Penalty: 8774.885742 Iteration 16Q: 3 clusters Score -257248.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -257295.562500 Penalty: 8774.885742 Iteration 17Q: 3 clusters Score -257295.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -257324.171875 Penalty: 8774.885742 Iteration 18Q: 3 clusters Score -257324.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -257347.406250 Penalty: 8774.885742 Iteration 19Q: 3 clusters Score -257347.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -257389.546875 Penalty: 8774.885742 Iteration 20F: 3 clusters Score -257389.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -257416.781250 Penalty: 8774.885742 Iteration 21Q: 3 clusters Score -257416.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -257466.156250 Penalty: 8774.885742 Iteration 22Q: 3 clusters Score -257466.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -257495.437500 Penalty: 8774.885742 Iteration 23Q: 3 clusters Score -257495.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -257542.109375 Penalty: 8774.885742 Iteration 24Q: 3 clusters Score -257542.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -257555.437500 Penalty: 8774.885742 Iteration 25Q: 3 clusters Score -257555.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -257565.500000 Penalty: 8774.885742 Iteration 26Q: 3 clusters Score -257565.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -257580.562500 Penalty: 8774.885742 Iteration 27Q: 3 clusters Score -257580.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -257605.046875 Penalty: 8774.885742 Iteration 28Q: 3 clusters Score -257605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -257636.281250 Penalty: 8774.885742 Iteration 29Q: 3 clusters Score -257636.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -257670.406250 Penalty: 8774.885742 Iteration 30Q: 3 clusters Score -257670.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -257703.000000 Penalty: 8774.885742 Iteration 31Q: 3 clusters Score -257703 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -257733.968750 Penalty: 8774.885742 Iteration 32Q: 3 clusters Score -257734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -257735.531250 Penalty: 8774.885742 Iteration 33Q: 3 clusters Score -257735.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -257739.406250 Penalty: 8774.885742 Iteration 34F: 3 clusters Score -257739.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -257752.671875 Penalty: 8774.885742 Iteration 35Q: 3 clusters Score -257752.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -257755.062500 Penalty: 8774.885742 Iteration 36Q: 3 clusters Score -257755.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -257762.562500 Penalty: 8774.885742 Iteration 37Q: 3 clusters Score -257762.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -257764.046875 Penalty: 8774.885742 Iteration 38Q: 3 clusters Score -257764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -257764.046875 Penalty: 8774.885742 Iteration 39F: 3 clusters Score -257764 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Entering Unmasked Estep Score: -228384.812500 Penalty: 4393.579590 Iteration 0F: 2 clusters Score -228384.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -224132.125000 Penalty: 8787.159180 Iteration 0F: 3 clusters Score -224132.1 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -225374.640625 Penalty: 8787.159180 Iteration 1F: 3 clusters Score -225374.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -226887.468750 Penalty: 8787.159180 Iteration 2F: 3 clusters Score -226887.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -228185.578125 Penalty: 8787.159180 Iteration 3F: 3 clusters Score -228185.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -229754.593750 Penalty: 8787.159180 Iteration 4F: 3 clusters Score -229754.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -230115.671875 Penalty: 8787.159180 Iteration 5Q: 3 clusters Score -230115.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -230569.984375 Penalty: 8787.159180 Iteration 6Q: 3 clusters Score -230570 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -230695.671875 Penalty: 8787.159180 Iteration 7Q: 3 clusters Score -230695.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -230721.515625 Penalty: 8787.159180 Iteration 8Q: 3 clusters Score -230721.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -230734.640625 Penalty: 8787.159180 Iteration 9Q: 3 clusters Score -230734.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -230743.015625 Penalty: 8787.159180 Iteration 10Q: 3 clusters Score -230743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -230747.093750 Penalty: 8787.159180 Iteration 11Q: 3 clusters Score -230747.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -230754.046875 Penalty: 8787.159180 Iteration 12Q: 3 clusters Score -230754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -230768.218750 Penalty: 8787.159180 Iteration 13Q: 3 clusters Score -230768.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -230777.656250 Penalty: 8787.159180 Iteration 14Q: 3 clusters Score -230777.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -230777.656250 Penalty: 8787.159180 Iteration 15F: 3 clusters Score -230777.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 831 members Mstep: Class 3 contains 22367 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 473 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20259 members Mstep: Class 8 contains 42386 members Mstep: Class 9 contains 1103 members Mstep: Class 10 contains 22848 members Mstep: Class 11 contains 15705 members Mstep: Class 14 contains 3301 members Mstep: Class 15 contains 60734 members Mstep: Class 18 contains 24379 members Mstep: Class 19 contains 50306 members Mstep: Class 20 contains 166278 members Mstep: Class 21 contains 129339 members Mstep: Class 22 contains 7366 members Entering Unmasked Estep Score: -119247512.000000 Penalty: 146151.609375 Splitting cluster 5 changes total score from -119248696.000000 to -119247512.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Entering Unmasked Estep Score: -274088.312500 Penalty: 4420.234863 Iteration 0F: 2 clusters Score -274088.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -269763.625000 Penalty: 8840.469727 Iteration 0F: 3 clusters Score -269763.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -270326.843750 Penalty: 8840.469727 Iteration 1F: 3 clusters Score -270326.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -270527.125000 Penalty: 8840.469727 Iteration 2F: 3 clusters Score -270527.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -270630.031250 Penalty: 8840.469727 Iteration 3Q: 3 clusters Score -270630 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -270680.156250 Penalty: 8840.469727 Iteration 4Q: 3 clusters Score -270680.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -270713.031250 Penalty: 8840.469727 Iteration 5Q: 3 clusters Score -270713 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -270739.812500 Penalty: 8840.469727 Iteration 6Q: 3 clusters Score -270739.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -270746.562500 Penalty: 8840.469727 Iteration 7Q: 3 clusters Score -270746.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -270755.156250 Penalty: 8840.469727 Iteration 8Q: 3 clusters Score -270755.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -270763.343750 Penalty: 8840.469727 Iteration 9Q: 3 clusters Score -270763.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -270782.062500 Penalty: 8840.469727 Iteration 10Q: 3 clusters Score -270782.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -270787.281250 Penalty: 8840.469727 Iteration 11Q: 3 clusters Score -270787.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -270791.968750 Penalty: 8840.469727 Iteration 12Q: 3 clusters Score -270792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -270794.562500 Penalty: 8840.469727 Iteration 13Q: 3 clusters Score -270794.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -270798.093750 Penalty: 8840.469727 Iteration 14Q: 3 clusters Score -270798.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -270801.031250 Penalty: 8840.469727 Iteration 15Q: 3 clusters Score -270801 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -270803.343750 Penalty: 8840.469727 Iteration 16Q: 3 clusters Score -270803.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -270803.343750 Penalty: 8840.469727 Iteration 17F: 3 clusters Score -270803.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (20259 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20259 members Entering Unmasked Estep Score: -4216102.000000 Penalty: 6073.767090 Iteration 0F: 2 clusters Score -4216102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -4199417.500000 Penalty: 12147.534180 Iteration 0F: 3 clusters Score -4199418 nChanged 8191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9926 members Mstep: Class 2 contains 10333 members Entering Unmasked Estep Score: -4203737.000000 Penalty: 12147.534180 Iteration 1F: 3 clusters Score -4203737 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 10477 members Entering Unmasked Estep Score: -4204406.000000 Penalty: 12147.534180 Iteration 2F: 3 clusters Score -4204406 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 10665 members Entering Unmasked Estep Score: -4205011.500000 Penalty: 12147.534180 Iteration 3F: 3 clusters Score -4205012 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -4205693.000000 Penalty: 12147.534180 Iteration 4F: 3 clusters Score -4205693 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -4206434.000000 Penalty: 12147.534180 Iteration 5F: 3 clusters Score -4206434 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -4207223.500000 Penalty: 12147.534180 Iteration 6F: 3 clusters Score -4207224 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -4208073.500000 Penalty: 12147.534180 Iteration 7F: 3 clusters Score -4208074 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -4208838.500000 Penalty: 12147.534180 Iteration 8F: 3 clusters Score -4208838 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -4209620.000000 Penalty: 12147.534180 Iteration 9Q: 3 clusters Score -4209620 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -4210434.000000 Penalty: 12147.534180 Iteration 10Q: 3 clusters Score -4210434 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -4211327.500000 Penalty: 12147.534180 Iteration 11Q: 3 clusters Score -4211328 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -4212411.000000 Penalty: 12147.534180 Iteration 12Q: 3 clusters Score -4212411 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11552 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -4213412.500000 Penalty: 12147.534180 Iteration 13Q: 3 clusters Score -4213412 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -4214089.000000 Penalty: 12147.534180 Iteration 14Q: 3 clusters Score -4214089 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -4214474.000000 Penalty: 12147.534180 Iteration 15Q: 3 clusters Score -4214474 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -4214728.000000 Penalty: 12147.534180 Iteration 16Q: 3 clusters Score -4214728 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -4214925.000000 Penalty: 12147.534180 Iteration 17Q: 3 clusters Score -4214925 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13054 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -4215050.000000 Penalty: 12147.534180 Iteration 18Q: 3 clusters Score -4215050 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -4215165.500000 Penalty: 12147.534180 Iteration 19Q: 3 clusters Score -4215166 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13213 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -4215258.500000 Penalty: 12147.534180 Iteration 20F: 3 clusters Score -4215258 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13247 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -4215328.500000 Penalty: 12147.534180 Iteration 21Q: 3 clusters Score -4215328 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13254 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -4215392.500000 Penalty: 12147.534180 Iteration 22Q: 3 clusters Score -4215392 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13237 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -4215420.500000 Penalty: 12147.534180 Iteration 23Q: 3 clusters Score -4215420 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -4215457.000000 Penalty: 12147.534180 Iteration 24Q: 3 clusters Score -4215457 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -4215481.500000 Penalty: 12147.534180 Iteration 25Q: 3 clusters Score -4215482 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13184 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -4215483.500000 Penalty: 12147.534180 Iteration 26Q: 3 clusters Score -4215484 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13169 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -4215503.000000 Penalty: 12147.534180 Iteration 27Q: 3 clusters Score -4215503 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -4215515.500000 Penalty: 12147.534180 Iteration 28Q: 3 clusters Score -4215516 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13159 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -4215519.000000 Penalty: 12147.534180 Iteration 29Q: 3 clusters Score -4215519 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13156 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -4215523.500000 Penalty: 12147.534180 Iteration 30Q: 3 clusters Score -4215524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -4215522.500000 Penalty: 12147.534180 Iteration 31Q: 3 clusters Score -4215522 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13149 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -4215521.000000 Penalty: 12147.534180 Iteration 32Q: 3 clusters Score -4215521 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -4215523.000000 Penalty: 12147.534180 Iteration 33Q: 3 clusters Score -4215523 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -4215522.500000 Penalty: 12147.534180 Iteration 34Q: 3 clusters Score -4215522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13148 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -4215525.000000 Penalty: 12147.534180 Iteration 35Q: 3 clusters Score -4215525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -4215528.000000 Penalty: 12147.534180 Iteration 36Q: 3 clusters Score -4215528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -4215523.000000 Penalty: 12147.534180 Iteration 37Q: 3 clusters Score -4215523 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -4215523.500000 Penalty: 12147.534180 Iteration 38Q: 3 clusters Score -4215524 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -4215526.500000 Penalty: 12147.534180 Iteration 39Q: 3 clusters Score -4215526 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13148 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -4215525.000000 Penalty: 12147.534180 Iteration 40F: 3 clusters Score -4215525 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (42386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42386 members Entering Unmasked Estep Score: -9032379.000000 Penalty: 6525.926270 Iteration 0F: 2 clusters Score -9032379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 21060 members Entering Unmasked Estep Score: -9001682.000000 Penalty: 13051.852539 Iteration 0F: 3 clusters Score -9001682 nChanged 18387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21701 members Mstep: Class 2 contains 20685 members Entering Unmasked Estep Score: -9011561.000000 Penalty: 13051.852539 Iteration 1F: 3 clusters Score -9011561 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21847 members Mstep: Class 2 contains 20539 members Entering Unmasked Estep Score: -9012358.000000 Penalty: 13051.852539 Iteration 2F: 3 clusters Score -9012358 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22071 members Mstep: Class 2 contains 20315 members Entering Unmasked Estep Score: -9013061.000000 Penalty: 13051.852539 Iteration 3Q: 3 clusters Score -9013061 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22316 members Mstep: Class 2 contains 20070 members Entering Unmasked Estep Score: -9013679.000000 Penalty: 13051.852539 Iteration 4Q: 3 clusters Score -9013679 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22583 members Mstep: Class 2 contains 19803 members Entering Unmasked Estep Score: -9014223.000000 Penalty: 13051.852539 Iteration 5Q: 3 clusters Score -9014223 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22852 members Mstep: Class 2 contains 19534 members Entering Unmasked Estep Score: -9014721.000000 Penalty: 13051.852539 Iteration 6Q: 3 clusters Score -9014721 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23165 members Mstep: Class 2 contains 19221 members Entering Unmasked Estep Score: -9015284.000000 Penalty: 13051.852539 Iteration 7Q: 3 clusters Score -9015284 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23586 members Mstep: Class 2 contains 18800 members Entering Unmasked Estep Score: -9015934.000000 Penalty: 13051.852539 Iteration 8Q: 3 clusters Score -9015934 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24100 members Mstep: Class 2 contains 18286 members Entering Unmasked Estep Score: -9016608.000000 Penalty: 13051.852539 Iteration 9Q: 3 clusters Score -9016608 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24731 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -9017304.000000 Penalty: 13051.852539 Iteration 10Q: 3 clusters Score -9017304 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25479 members Mstep: Class 2 contains 16907 members Entering Unmasked Estep Score: -9017976.000000 Penalty: 13051.852539 Iteration 11Q: 3 clusters Score -9017976 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26380 members Mstep: Class 2 contains 16006 members Entering Unmasked Estep Score: -9018690.000000 Penalty: 13051.852539 Iteration 12Q: 3 clusters Score -9018690 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27419 members Mstep: Class 2 contains 14967 members Entering Unmasked Estep Score: -9019377.000000 Penalty: 13051.852539 Iteration 13Q: 3 clusters Score -9019377 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28597 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -9020099.000000 Penalty: 13051.852539 Iteration 14Q: 3 clusters Score -9020099 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29887 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -9020899.000000 Penalty: 13051.852539 Iteration 15Q: 3 clusters Score -9020899 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31174 members Mstep: Class 2 contains 11212 members Entering Unmasked Estep Score: -9021647.000000 Penalty: 13051.852539 Iteration 16Q: 3 clusters Score -9021647 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32447 members Mstep: Class 2 contains 9939 members Entering Unmasked Estep Score: -9022417.000000 Penalty: 13051.852539 Iteration 17Q: 3 clusters Score -9022417 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33707 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -9023171.000000 Penalty: 13051.852539 Iteration 18Q: 3 clusters Score -9023171 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34808 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -9023735.000000 Penalty: 13051.852539 Iteration 19Q: 3 clusters Score -9023735 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35794 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -9024224.000000 Penalty: 13051.852539 Iteration 20F: 3 clusters Score -9024224 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36615 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -9024645.000000 Penalty: 13051.852539 Iteration 21Q: 3 clusters Score -9024645 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37364 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -9025092.000000 Penalty: 13051.852539 Iteration 22Q: 3 clusters Score -9025092 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37997 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -9025437.000000 Penalty: 13051.852539 Iteration 23Q: 3 clusters Score -9025437 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38509 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -9025692.000000 Penalty: 13051.852539 Iteration 24Q: 3 clusters Score -9025692 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38912 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -9025932.000000 Penalty: 13051.852539 Iteration 25Q: 3 clusters Score -9025932 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39244 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -9026047.000000 Penalty: 13051.852539 Iteration 26Q: 3 clusters Score -9026047 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39495 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -9026171.000000 Penalty: 13051.852539 Iteration 27Q: 3 clusters Score -9026171 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39695 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -9026283.000000 Penalty: 13051.852539 Iteration 28Q: 3 clusters Score -9026283 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39857 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -9026370.000000 Penalty: 13051.852539 Iteration 29Q: 3 clusters Score -9026370 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39972 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -9026443.000000 Penalty: 13051.852539 Iteration 30Q: 3 clusters Score -9026443 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40073 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -9026466.000000 Penalty: 13051.852539 Iteration 31Q: 3 clusters Score -9026466 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40171 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -9026529.000000 Penalty: 13051.852539 Iteration 32Q: 3 clusters Score -9026529 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40245 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -9026573.000000 Penalty: 13051.852539 Iteration 33Q: 3 clusters Score -9026573 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40311 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -9026611.000000 Penalty: 13051.852539 Iteration 34Q: 3 clusters Score -9026611 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40357 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -9026640.000000 Penalty: 13051.852539 Iteration 35Q: 3 clusters Score -9026640 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40394 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -9026658.000000 Penalty: 13051.852539 Iteration 36Q: 3 clusters Score -9026658 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40433 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -9026689.000000 Penalty: 13051.852539 Iteration 37Q: 3 clusters Score -9026689 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40474 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -9026730.000000 Penalty: 13051.852539 Iteration 38Q: 3 clusters Score -9026730 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40510 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -9026740.000000 Penalty: 13051.852539 Iteration 39Q: 3 clusters Score -9026740 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40543 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -9026758.000000 Penalty: 13051.852539 Iteration 40F: 3 clusters Score -9026758 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40565 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -9026768.000000 Penalty: 13051.852539 Iteration 41Q: 3 clusters Score -9026768 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40587 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -9026787.000000 Penalty: 13051.852539 Iteration 42Q: 3 clusters Score -9026787 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40605 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -9026799.000000 Penalty: 13051.852539 Iteration 43Q: 3 clusters Score -9026799 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40628 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -9026810.000000 Penalty: 13051.852539 Iteration 44Q: 3 clusters Score -9026810 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40649 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -9026819.000000 Penalty: 13051.852539 Iteration 45Q: 3 clusters Score -9026819 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40666 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -9026841.000000 Penalty: 13051.852539 Iteration 46Q: 3 clusters Score -9026841 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40686 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -9026848.000000 Penalty: 13051.852539 Iteration 47Q: 3 clusters Score -9026848 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40710 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -9026857.000000 Penalty: 13051.852539 Iteration 48Q: 3 clusters Score -9026857 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40726 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -9026864.000000 Penalty: 13051.852539 Iteration 49Q: 3 clusters Score -9026864 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40739 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -9026874.000000 Penalty: 13051.852539 Iteration 50Q: 3 clusters Score -9026874 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40754 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -9026882.000000 Penalty: 13051.852539 Iteration 51Q: 3 clusters Score -9026882 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40768 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -9026885.000000 Penalty: 13051.852539 Iteration 52Q: 3 clusters Score -9026885 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40786 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -9026893.000000 Penalty: 13051.852539 Iteration 53Q: 3 clusters Score -9026893 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40804 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -9026902.000000 Penalty: 13051.852539 Iteration 54Q: 3 clusters Score -9026902 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40817 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -9026902.000000 Penalty: 13051.852539 Iteration 55Q: 3 clusters Score -9026902 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40828 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -9026920.000000 Penalty: 13051.852539 Iteration 56Q: 3 clusters Score -9026920 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40837 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -9026927.000000 Penalty: 13051.852539 Iteration 57Q: 3 clusters Score -9026927 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40843 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -9026930.000000 Penalty: 13051.852539 Iteration 58Q: 3 clusters Score -9026930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40848 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -9026929.000000 Penalty: 13051.852539 Iteration 59Q: 3 clusters Score -9026929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40850 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -9026929.000000 Penalty: 13051.852539 Iteration 60F: 3 clusters Score -9026929 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Entering Unmasked Estep Score: -215650.765625 Penalty: 4291.045410 Iteration 0F: 2 clusters Score -215650.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -211447.859375 Penalty: 8582.090820 Iteration 0F: 3 clusters Score -211447.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -211940.796875 Penalty: 8582.090820 Iteration 1F: 3 clusters Score -211940.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -212236.156250 Penalty: 8582.090820 Iteration 2F: 3 clusters Score -212236.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -212435.984375 Penalty: 8582.090820 Iteration 3Q: 3 clusters Score -212436 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -212699.984375 Penalty: 8582.090820 Iteration 4Q: 3 clusters Score -212700 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -212829.671875 Penalty: 8582.090820 Iteration 5Q: 3 clusters Score -212829.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -212900.140625 Penalty: 8582.090820 Iteration 6Q: 3 clusters Score -212900.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -212969.531250 Penalty: 8582.090820 Iteration 7Q: 3 clusters Score -212969.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -213046.000000 Penalty: 8582.090820 Iteration 8Q: 3 clusters Score -213046 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -213105.593750 Penalty: 8582.090820 Iteration 9Q: 3 clusters Score -213105.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -213153.234375 Penalty: 8582.090820 Iteration 10Q: 3 clusters Score -213153.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -213203.953125 Penalty: 8582.090820 Iteration 11Q: 3 clusters Score -213204 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -213257.140625 Penalty: 8582.090820 Iteration 12Q: 3 clusters Score -213257.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -213320.406250 Penalty: 8582.090820 Iteration 13Q: 3 clusters Score -213320.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -213350.703125 Penalty: 8582.090820 Iteration 14Q: 3 clusters Score -213350.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -213376.937500 Penalty: 8582.090820 Iteration 15Q: 3 clusters Score -213376.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -213406.578125 Penalty: 8582.090820 Iteration 16Q: 3 clusters Score -213406.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -213436.437500 Penalty: 8582.090820 Iteration 17Q: 3 clusters Score -213436.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -213462.218750 Penalty: 8582.090820 Iteration 18Q: 3 clusters Score -213462.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -213491.468750 Penalty: 8582.090820 Iteration 19Q: 3 clusters Score -213491.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -213509.796875 Penalty: 8582.090820 Iteration 20F: 3 clusters Score -213509.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -213526.765625 Penalty: 8582.090820 Iteration 21Q: 3 clusters Score -213526.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -213539.218750 Penalty: 8582.090820 Iteration 22Q: 3 clusters Score -213539.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -213555.203125 Penalty: 8582.090820 Iteration 23Q: 3 clusters Score -213555.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -213569.984375 Penalty: 8582.090820 Iteration 24Q: 3 clusters Score -213570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -213589.437500 Penalty: 8582.090820 Iteration 25Q: 3 clusters Score -213589.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -213599.437500 Penalty: 8582.090820 Iteration 26Q: 3 clusters Score -213599.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -213613.218750 Penalty: 8582.090820 Iteration 27Q: 3 clusters Score -213613.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -213622.406250 Penalty: 8582.090820 Iteration 28Q: 3 clusters Score -213622.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -213641.421875 Penalty: 8582.090820 Iteration 29Q: 3 clusters Score -213641.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -213645.671875 Penalty: 8582.090820 Iteration 30Q: 3 clusters Score -213645.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -213657.375000 Penalty: 8582.090820 Iteration 31Q: 3 clusters Score -213657.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -213665.250000 Penalty: 8582.090820 Iteration 32Q: 3 clusters Score -213665.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -213667.343750 Penalty: 8582.090820 Iteration 33Q: 3 clusters Score -213667.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -213667.343750 Penalty: 8582.090820 Iteration 34F: 3 clusters Score -213667.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (22848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22848 members Entering Unmasked Estep Score: -4743814.000000 Penalty: 6147.429199 Iteration 0F: 2 clusters Score -4743814 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -4725558.500000 Penalty: 12294.858398 Iteration 0F: 3 clusters Score -4725558 nChanged 9395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -4731550.000000 Penalty: 12294.858398 Iteration 1F: 3 clusters Score -4731550 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -4733632.500000 Penalty: 12294.858398 Iteration 2F: 3 clusters Score -4733632 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -4735663.500000 Penalty: 12294.858398 Iteration 3F: 3 clusters Score -4735664 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15130 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -4737812.500000 Penalty: 12294.858398 Iteration 4F: 3 clusters Score -4737812 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -4739705.000000 Penalty: 12294.858398 Iteration 5F: 3 clusters Score -4739705 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17954 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -4741172.000000 Penalty: 12294.858398 Iteration 6F: 3 clusters Score -4741172 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18912 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -4742065.000000 Penalty: 12294.858398 Iteration 7Q: 3 clusters Score -4742065 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19525 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -4742606.000000 Penalty: 12294.858398 Iteration 8Q: 3 clusters Score -4742606 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19991 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -4742958.000000 Penalty: 12294.858398 Iteration 9Q: 3 clusters Score -4742958 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20342 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -4743246.500000 Penalty: 12294.858398 Iteration 10Q: 3 clusters Score -4743246 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20601 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -4743401.000000 Penalty: 12294.858398 Iteration 11Q: 3 clusters Score -4743401 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20802 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -4743541.500000 Penalty: 12294.858398 Iteration 12Q: 3 clusters Score -4743542 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20966 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -4743636.500000 Penalty: 12294.858398 Iteration 13Q: 3 clusters Score -4743636 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21116 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -4743738.500000 Penalty: 12294.858398 Iteration 14Q: 3 clusters Score -4743738 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21222 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -4743810.500000 Penalty: 12294.858398 Iteration 15Q: 3 clusters Score -4743810 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21300 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -4743851.000000 Penalty: 12294.858398 Iteration 16Q: 3 clusters Score -4743851 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21366 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -4743894.000000 Penalty: 12294.858398 Iteration 17Q: 3 clusters Score -4743894 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21424 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -4743932.500000 Penalty: 12294.858398 Iteration 18Q: 3 clusters Score -4743932 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21468 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -4743963.000000 Penalty: 12294.858398 Iteration 19Q: 3 clusters Score -4743963 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21507 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -4743996.000000 Penalty: 12294.858398 Iteration 20F: 3 clusters Score -4743996 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21541 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -4744003.000000 Penalty: 12294.858398 Iteration 21Q: 3 clusters Score -4744003 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21567 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -4744019.000000 Penalty: 12294.858398 Iteration 22Q: 3 clusters Score -4744019 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21594 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -4744036.000000 Penalty: 12294.858398 Iteration 23Q: 3 clusters Score -4744036 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21608 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -4744036.500000 Penalty: 12294.858398 Iteration 24Q: 3 clusters Score -4744036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21615 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -4744040.500000 Penalty: 12294.858398 Iteration 25Q: 3 clusters Score -4744040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21620 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -4744044.000000 Penalty: 12294.858398 Iteration 26Q: 3 clusters Score -4744044 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21624 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -4744044.500000 Penalty: 12294.858398 Iteration 27Q: 3 clusters Score -4744044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21629 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -4744058.500000 Penalty: 12294.858398 Iteration 28Q: 3 clusters Score -4744058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21630 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -4744050.500000 Penalty: 12294.858398 Iteration 29Q: 3 clusters Score -4744050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21632 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -4744059.000000 Penalty: 12294.858398 Iteration 30Q: 3 clusters Score -4744059 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21635 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -4744063.000000 Penalty: 12294.858398 Iteration 31Q: 3 clusters Score -4744063 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21637 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -4744061.500000 Penalty: 12294.858398 Iteration 32Q: 3 clusters Score -4744062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21643 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -4744070.500000 Penalty: 12294.858398 Iteration 33Q: 3 clusters Score -4744070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21648 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -4744072.000000 Penalty: 12294.858398 Iteration 34Q: 3 clusters Score -4744072 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21654 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -4744066.000000 Penalty: 12294.858398 Iteration 35Q: 3 clusters Score -4744066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21658 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -4744080.500000 Penalty: 12294.858398 Iteration 36Q: 3 clusters Score -4744080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21662 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -4744074.000000 Penalty: 12294.858398 Iteration 37Q: 3 clusters Score -4744074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21664 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -4744077.500000 Penalty: 12294.858398 Iteration 38Q: 3 clusters Score -4744078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21667 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -4744081.000000 Penalty: 12294.858398 Iteration 39Q: 3 clusters Score -4744081 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21667 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -4744081.000000 Penalty: 12294.858398 Iteration 40F: 3 clusters Score -4744081 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1181 members Mstep: Class 3 contains 22367 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20259 members Mstep: Class 8 contains 42386 members Mstep: Class 9 contains 1103 members Mstep: Class 10 contains 21667 members Mstep: Class 11 contains 15705 members Mstep: Class 14 contains 3301 members Mstep: Class 15 contains 60734 members Mstep: Class 18 contains 24379 members Mstep: Class 19 contains 50306 members Mstep: Class 20 contains 166278 members Mstep: Class 21 contains 129339 members Mstep: Class 22 contains 7366 members Entering Unmasked Estep Score: -119246904.000000 Penalty: 146151.609375 Splitting cluster 10 changes total score from -119248696.000000 to -119246904.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (15705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Entering Unmasked Estep Score: -3368943.250000 Penalty: 5917.812500 Iteration 0F: 2 clusters Score -3368943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -3355156.250000 Penalty: 11835.625000 Iteration 0F: 3 clusters Score -3355156 nChanged 6190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -3358481.000000 Penalty: 11835.625000 Iteration 1F: 3 clusters Score -3358481 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -3359063.000000 Penalty: 11835.625000 Iteration 2F: 3 clusters Score -3359063 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -3359410.000000 Penalty: 11835.625000 Iteration 3Q: 3 clusters Score -3359410 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -3359679.250000 Penalty: 11835.625000 Iteration 4Q: 3 clusters Score -3359679 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -3359838.250000 Penalty: 11835.625000 Iteration 5Q: 3 clusters Score -3359838 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -3359977.500000 Penalty: 11835.625000 Iteration 6Q: 3 clusters Score -3359978 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -3360093.750000 Penalty: 11835.625000 Iteration 7Q: 3 clusters Score -3360094 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -3360186.500000 Penalty: 11835.625000 Iteration 8Q: 3 clusters Score -3360186 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -3360260.000000 Penalty: 11835.625000 Iteration 9Q: 3 clusters Score -3360260 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -3360321.750000 Penalty: 11835.625000 Iteration 10Q: 3 clusters Score -3360322 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -3360397.750000 Penalty: 11835.625000 Iteration 11Q: 3 clusters Score -3360398 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -3360492.500000 Penalty: 11835.625000 Iteration 12Q: 3 clusters Score -3360492 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -3360571.500000 Penalty: 11835.625000 Iteration 13Q: 3 clusters Score -3360572 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -3360676.750000 Penalty: 11835.625000 Iteration 14Q: 3 clusters Score -3360677 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -3360812.750000 Penalty: 11835.625000 Iteration 15Q: 3 clusters Score -3360813 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -3360956.250000 Penalty: 11835.625000 Iteration 16Q: 3 clusters Score -3360956 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -3361117.750000 Penalty: 11835.625000 Iteration 17Q: 3 clusters Score -3361118 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10215 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -3361323.750000 Penalty: 11835.625000 Iteration 18Q: 3 clusters Score -3361324 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -3361552.250000 Penalty: 11835.625000 Iteration 19Q: 3 clusters Score -3361552 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10999 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -3361840.000000 Penalty: 11835.625000 Iteration 20F: 3 clusters Score -3361840 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11472 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -3362232.500000 Penalty: 11835.625000 Iteration 21Q: 3 clusters Score -3362232 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -3362692.500000 Penalty: 11835.625000 Iteration 22Q: 3 clusters Score -3362692 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -3363281.250000 Penalty: 11835.625000 Iteration 23Q: 3 clusters Score -3363281 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12986 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -3363858.000000 Penalty: 11835.625000 Iteration 24Q: 3 clusters Score -3363858 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13416 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -3364329.250000 Penalty: 11835.625000 Iteration 25Q: 3 clusters Score -3364329 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13751 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -3364708.750000 Penalty: 11835.625000 Iteration 26Q: 3 clusters Score -3364709 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14007 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -3364994.750000 Penalty: 11835.625000 Iteration 27Q: 3 clusters Score -3364995 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -3365173.500000 Penalty: 11835.625000 Iteration 28Q: 3 clusters Score -3365174 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -3365278.250000 Penalty: 11835.625000 Iteration 29Q: 3 clusters Score -3365278 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14345 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -3365333.500000 Penalty: 11835.625000 Iteration 30Q: 3 clusters Score -3365334 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14398 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -3365373.250000 Penalty: 11835.625000 Iteration 31Q: 3 clusters Score -3365373 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -3365393.500000 Penalty: 11835.625000 Iteration 32Q: 3 clusters Score -3365394 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14455 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -3365404.500000 Penalty: 11835.625000 Iteration 33Q: 3 clusters Score -3365404 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14469 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -3365418.500000 Penalty: 11835.625000 Iteration 34Q: 3 clusters Score -3365418 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14479 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -3365441.250000 Penalty: 11835.625000 Iteration 35Q: 3 clusters Score -3365441 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14488 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -3365445.250000 Penalty: 11835.625000 Iteration 36Q: 3 clusters Score -3365445 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14497 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -3365451.750000 Penalty: 11835.625000 Iteration 37Q: 3 clusters Score -3365452 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14507 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -3365461.750000 Penalty: 11835.625000 Iteration 38Q: 3 clusters Score -3365462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -3365468.250000 Penalty: 11835.625000 Iteration 39Q: 3 clusters Score -3365468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14514 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -3365470.250000 Penalty: 11835.625000 Iteration 40F: 3 clusters Score -3365470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -3365466.250000 Penalty: 11835.625000 Iteration 41Q: 3 clusters Score -3365466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14518 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -3365468.750000 Penalty: 11835.625000 Iteration 42Q: 3 clusters Score -3365469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14521 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -3365473.250000 Penalty: 11835.625000 Iteration 43Q: 3 clusters Score -3365473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14522 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -3365480.000000 Penalty: 11835.625000 Iteration 44Q: 3 clusters Score -3365480 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -3365485.250000 Penalty: 11835.625000 Iteration 45Q: 3 clusters Score -3365485 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -3365486.250000 Penalty: 11835.625000 Iteration 46Q: 3 clusters Score -3365486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -3365493.500000 Penalty: 11835.625000 Iteration 47Q: 3 clusters Score -3365494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -3365499.000000 Penalty: 11835.625000 Iteration 48Q: 3 clusters Score -3365499 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14534 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -3365496.250000 Penalty: 11835.625000 Iteration 49Q: 3 clusters Score -3365496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -3365500.500000 Penalty: 11835.625000 Iteration 50Q: 3 clusters Score -3365500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14540 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -3365504.500000 Penalty: 11835.625000 Iteration 51Q: 3 clusters Score -3365504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14544 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -3365503.000000 Penalty: 11835.625000 Iteration 52Q: 3 clusters Score -3365503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14544 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -3365501.000000 Penalty: 11835.625000 Iteration 53Q: 3 clusters Score -3365501 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14544 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -3365501.000000 Penalty: 11835.625000 Iteration 54F: 3 clusters Score -3365501 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Entering Unmasked Estep Score: -693588.812500 Penalty: 4962.463379 Iteration 0F: 2 clusters Score -693588.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -687605.187500 Penalty: 9924.926758 Iteration 0F: 3 clusters Score -687605.2 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -688462.187500 Penalty: 9924.926758 Iteration 1F: 3 clusters Score -688462.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -688683.562500 Penalty: 9924.926758 Iteration 2F: 3 clusters Score -688683.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -688793.625000 Penalty: 9924.926758 Iteration 3Q: 3 clusters Score -688793.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -688876.000000 Penalty: 9924.926758 Iteration 4Q: 3 clusters Score -688876 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -688927.750000 Penalty: 9924.926758 Iteration 5Q: 3 clusters Score -688927.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -688962.875000 Penalty: 9924.926758 Iteration 6Q: 3 clusters Score -688962.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -688997.687500 Penalty: 9924.926758 Iteration 7Q: 3 clusters Score -688997.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -689038.750000 Penalty: 9924.926758 Iteration 8Q: 3 clusters Score -689038.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -689083.437500 Penalty: 9924.926758 Iteration 9Q: 3 clusters Score -689083.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -689126.562500 Penalty: 9924.926758 Iteration 10Q: 3 clusters Score -689126.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -689198.187500 Penalty: 9924.926758 Iteration 11Q: 3 clusters Score -689198.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -689293.875000 Penalty: 9924.926758 Iteration 12Q: 3 clusters Score -689293.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -689404.687500 Penalty: 9924.926758 Iteration 13Q: 3 clusters Score -689404.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -689513.062500 Penalty: 9924.926758 Iteration 14Q: 3 clusters Score -689513.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -689622.562500 Penalty: 9924.926758 Iteration 15Q: 3 clusters Score -689622.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -689747.687500 Penalty: 9924.926758 Iteration 16Q: 3 clusters Score -689747.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -689880.000000 Penalty: 9924.926758 Iteration 17Q: 3 clusters Score -689880 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -690027.812500 Penalty: 9924.926758 Iteration 18Q: 3 clusters Score -690027.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -690213.312500 Penalty: 9924.926758 Iteration 19Q: 3 clusters Score -690213.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -690404.000000 Penalty: 9924.926758 Iteration 20F: 3 clusters Score -690404 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -690623.062500 Penalty: 9924.926758 Iteration 21Q: 3 clusters Score -690623.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -690853.562500 Penalty: 9924.926758 Iteration 22Q: 3 clusters Score -690853.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -691103.875000 Penalty: 9924.926758 Iteration 23Q: 3 clusters Score -691103.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -691350.125000 Penalty: 9924.926758 Iteration 24Q: 3 clusters Score -691350.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -691595.875000 Penalty: 9924.926758 Iteration 25Q: 3 clusters Score -691595.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -691704.312500 Penalty: 9924.926758 Iteration 26Q: 3 clusters Score -691704.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -691742.312500 Penalty: 9924.926758 Iteration 27Q: 3 clusters Score -691742.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -691760.437500 Penalty: 9924.926758 Iteration 28Q: 3 clusters Score -691760.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -691764.875000 Penalty: 9924.926758 Iteration 29Q: 3 clusters Score -691764.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -691765.875000 Penalty: 9924.926758 Iteration 30Q: 3 clusters Score -691765.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -691765.875000 Penalty: 9924.926758 Iteration 31F: 3 clusters Score -691765.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (60734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60734 members Entering Unmasked Estep Score: -12883747.000000 Penalty: 6746.233887 Iteration 0F: 2 clusters Score -1.288375e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30415 members Mstep: Class 2 contains 30319 members Entering Unmasked Estep Score: -12840864.000000 Penalty: 13492.467773 Iteration 0F: 3 clusters Score -1.284086e+07 nChanged 27225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30794 members Mstep: Class 2 contains 29940 members Entering Unmasked Estep Score: -12855316.000000 Penalty: 13492.467773 Iteration 1F: 3 clusters Score -1.285532e+07 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31012 members Mstep: Class 2 contains 29722 members Entering Unmasked Estep Score: -12856207.000000 Penalty: 13492.467773 Iteration 2Q: 3 clusters Score -1.285621e+07 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31248 members Mstep: Class 2 contains 29486 members Entering Unmasked Estep Score: -12856877.000000 Penalty: 13492.467773 Iteration 3Q: 3 clusters Score -1.285688e+07 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31531 members Mstep: Class 2 contains 29203 members Entering Unmasked Estep Score: -12857456.000000 Penalty: 13492.467773 Iteration 4Q: 3 clusters Score -1.285746e+07 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31925 members Mstep: Class 2 contains 28809 members Entering Unmasked Estep Score: -12857846.000000 Penalty: 13492.467773 Iteration 5Q: 3 clusters Score -1.285785e+07 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32410 members Mstep: Class 2 contains 28324 members Entering Unmasked Estep Score: -12858208.000000 Penalty: 13492.467773 Iteration 6Q: 3 clusters Score -1.285821e+07 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33024 members Mstep: Class 2 contains 27710 members Entering Unmasked Estep Score: -12858477.000000 Penalty: 13492.467773 Iteration 7Q: 3 clusters Score -1.285848e+07 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33802 members Mstep: Class 2 contains 26932 members Entering Unmasked Estep Score: -12858786.000000 Penalty: 13492.467773 Iteration 8Q: 3 clusters Score -1.285879e+07 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34838 members Mstep: Class 2 contains 25896 members Entering Unmasked Estep Score: -12859192.000000 Penalty: 13492.467773 Iteration 9Q: 3 clusters Score -1.285919e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 24516 members Entering Unmasked Estep Score: -12859860.000000 Penalty: 13492.467773 Iteration 10Q: 3 clusters Score -1.285986e+07 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38084 members Mstep: Class 2 contains 22650 members Entering Unmasked Estep Score: -12860811.000000 Penalty: 13492.467773 Iteration 11Q: 3 clusters Score -1.286081e+07 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40479 members Mstep: Class 2 contains 20255 members Entering Unmasked Estep Score: -12862196.000000 Penalty: 13492.467773 Iteration 12Q: 3 clusters Score -1.28622e+07 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43524 members Mstep: Class 2 contains 17210 members Entering Unmasked Estep Score: -12864157.000000 Penalty: 13492.467773 Iteration 13F: 3 clusters Score -1.286416e+07 nChanged 3594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46912 members Mstep: Class 2 contains 13822 members Entering Unmasked Estep Score: -12866767.000000 Penalty: 13492.467773 Iteration 14F: 3 clusters Score -1.286677e+07 nChanged 3723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50491 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -12869720.000000 Penalty: 13492.467773 Iteration 15F: 3 clusters Score -1.286972e+07 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53534 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -12872318.000000 Penalty: 13492.467773 Iteration 16F: 3 clusters Score -1.287232e+07 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55924 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -12874380.000000 Penalty: 13492.467773 Iteration 17Q: 3 clusters Score -1.287438e+07 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57498 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -12875681.000000 Penalty: 13492.467773 Iteration 18Q: 3 clusters Score -1.287568e+07 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58464 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -12876531.000000 Penalty: 13492.467773 Iteration 19Q: 3 clusters Score -1.287653e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58981 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -12876994.000000 Penalty: 13492.467773 Iteration 20F: 3 clusters Score -1.287699e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59263 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -12877237.000000 Penalty: 13492.467773 Iteration 21Q: 3 clusters Score -1.287724e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59405 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -12877421.000000 Penalty: 13492.467773 Iteration 22Q: 3 clusters Score -1.287742e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59505 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -12877533.000000 Penalty: 13492.467773 Iteration 23Q: 3 clusters Score -1.287753e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59554 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -12877629.000000 Penalty: 13492.467773 Iteration 24Q: 3 clusters Score -1.287763e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59599 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -12877684.000000 Penalty: 13492.467773 Iteration 25Q: 3 clusters Score -1.287768e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59632 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -12877705.000000 Penalty: 13492.467773 Iteration 26Q: 3 clusters Score -1.28777e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59663 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -12877747.000000 Penalty: 13492.467773 Iteration 27Q: 3 clusters Score -1.287775e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59691 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -12877816.000000 Penalty: 13492.467773 Iteration 28Q: 3 clusters Score -1.287782e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59713 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -12877844.000000 Penalty: 13492.467773 Iteration 29Q: 3 clusters Score -1.287784e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59731 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -12877869.000000 Penalty: 13492.467773 Iteration 30Q: 3 clusters Score -1.287787e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59741 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -12877866.000000 Penalty: 13492.467773 Iteration 31Q: 3 clusters Score -1.287787e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59752 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -12877895.000000 Penalty: 13492.467773 Iteration 32Q: 3 clusters Score -1.28779e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59768 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -12877891.000000 Penalty: 13492.467773 Iteration 33Q: 3 clusters Score -1.287789e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59781 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -12877920.000000 Penalty: 13492.467773 Iteration 34Q: 3 clusters Score -1.287792e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59791 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -12877933.000000 Penalty: 13492.467773 Iteration 35Q: 3 clusters Score -1.287793e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59801 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -12877941.000000 Penalty: 13492.467773 Iteration 36Q: 3 clusters Score -1.287794e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59808 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -12877958.000000 Penalty: 13492.467773 Iteration 37Q: 3 clusters Score -1.287796e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59813 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -12877960.000000 Penalty: 13492.467773 Iteration 38Q: 3 clusters Score -1.287796e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59817 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -12877971.000000 Penalty: 13492.467773 Iteration 39Q: 3 clusters Score -1.287797e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59821 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -12877968.000000 Penalty: 13492.467773 Iteration 40F: 3 clusters Score -1.287797e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59822 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -12877963.000000 Penalty: 13492.467773 Iteration 41Q: 3 clusters Score -1.287796e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59824 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -12877965.000000 Penalty: 13492.467773 Iteration 42Q: 3 clusters Score -1.287796e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59824 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -12877965.000000 Penalty: 13492.467773 Iteration 43F: 3 clusters Score -1.287796e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (24379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24379 members Entering Unmasked Estep Score: -5206645.000000 Penalty: 6187.155273 Iteration 0F: 2 clusters Score -5206645 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -5187292.000000 Penalty: 12374.310547 Iteration 0F: 3 clusters Score -5187292 nChanged 10054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 12625 members Entering Unmasked Estep Score: -5192540.500000 Penalty: 12374.310547 Iteration 1F: 3 clusters Score -5192540 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -5193209.500000 Penalty: 12374.310547 Iteration 2F: 3 clusters Score -5193210 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -5193650.000000 Penalty: 12374.310547 Iteration 3Q: 3 clusters Score -5193650 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -5193998.500000 Penalty: 12374.310547 Iteration 4Q: 3 clusters Score -5193998 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 13570 members Entering Unmasked Estep Score: -5194261.000000 Penalty: 12374.310547 Iteration 5Q: 3 clusters Score -5194261 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 13896 members Entering Unmasked Estep Score: -5194494.000000 Penalty: 12374.310547 Iteration 6Q: 3 clusters Score -5194494 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10084 members Mstep: Class 2 contains 14295 members Entering Unmasked Estep Score: -5194720.000000 Penalty: 12374.310547 Iteration 7Q: 3 clusters Score -5194720 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -5194997.000000 Penalty: 12374.310547 Iteration 8Q: 3 clusters Score -5194997 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8923 members Mstep: Class 2 contains 15456 members Entering Unmasked Estep Score: -5195314.000000 Penalty: 12374.310547 Iteration 9Q: 3 clusters Score -5195314 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 16137 members Entering Unmasked Estep Score: -5195673.000000 Penalty: 12374.310547 Iteration 10Q: 3 clusters Score -5195673 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 16951 members Entering Unmasked Estep Score: -5196159.000000 Penalty: 12374.310547 Iteration 11Q: 3 clusters Score -5196159 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 17861 members Entering Unmasked Estep Score: -5196769.500000 Penalty: 12374.310547 Iteration 12Q: 3 clusters Score -5196770 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 18754 members Entering Unmasked Estep Score: -5197381.000000 Penalty: 12374.310547 Iteration 13Q: 3 clusters Score -5197381 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 19666 members Entering Unmasked Estep Score: -5198101.000000 Penalty: 12374.310547 Iteration 14Q: 3 clusters Score -5198101 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -5198747.000000 Penalty: 12374.310547 Iteration 15Q: 3 clusters Score -5198747 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 21173 members Entering Unmasked Estep Score: -5199326.500000 Penalty: 12374.310547 Iteration 16Q: 3 clusters Score -5199326 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 21714 members Entering Unmasked Estep Score: -5199789.000000 Penalty: 12374.310547 Iteration 17Q: 3 clusters Score -5199789 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 22112 members Entering Unmasked Estep Score: -5200188.500000 Penalty: 12374.310547 Iteration 18Q: 3 clusters Score -5200188 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 22391 members Entering Unmasked Estep Score: -5200583.000000 Penalty: 12374.310547 Iteration 19Q: 3 clusters Score -5200583 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 22551 members Entering Unmasked Estep Score: -5200850.500000 Penalty: 12374.310547 Iteration 20F: 3 clusters Score -5200850 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 22677 members Entering Unmasked Estep Score: -5201061.000000 Penalty: 12374.310547 Iteration 21Q: 3 clusters Score -5201061 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 22748 members Entering Unmasked Estep Score: -5201198.000000 Penalty: 12374.310547 Iteration 22Q: 3 clusters Score -5201198 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 22781 members Entering Unmasked Estep Score: -5201292.000000 Penalty: 12374.310547 Iteration 23Q: 3 clusters Score -5201292 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 22793 members Entering Unmasked Estep Score: -5201314.000000 Penalty: 12374.310547 Iteration 24Q: 3 clusters Score -5201314 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 22815 members Entering Unmasked Estep Score: -5201367.500000 Penalty: 12374.310547 Iteration 25Q: 3 clusters Score -5201368 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 22840 members Entering Unmasked Estep Score: -5201374.500000 Penalty: 12374.310547 Iteration 26Q: 3 clusters Score -5201374 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 22849 members Entering Unmasked Estep Score: -5201400.500000 Penalty: 12374.310547 Iteration 27Q: 3 clusters Score -5201400 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 22862 members Entering Unmasked Estep Score: -5201416.500000 Penalty: 12374.310547 Iteration 28Q: 3 clusters Score -5201416 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 22871 members Entering Unmasked Estep Score: -5201432.500000 Penalty: 12374.310547 Iteration 29Q: 3 clusters Score -5201432 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -5201442.500000 Penalty: 12374.310547 Iteration 30Q: 3 clusters Score -5201442 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 22898 members Entering Unmasked Estep Score: -5201455.000000 Penalty: 12374.310547 Iteration 31Q: 3 clusters Score -5201455 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 22904 members Entering Unmasked Estep Score: -5201458.500000 Penalty: 12374.310547 Iteration 32Q: 3 clusters Score -5201458 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 22908 members Entering Unmasked Estep Score: -5201474.500000 Penalty: 12374.310547 Iteration 33Q: 3 clusters Score -5201474 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 22907 members Entering Unmasked Estep Score: -5201487.500000 Penalty: 12374.310547 Iteration 34Q: 3 clusters Score -5201488 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 22899 members Entering Unmasked Estep Score: -5201488.000000 Penalty: 12374.310547 Iteration 35Q: 3 clusters Score -5201488 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 22899 members Entering Unmasked Estep Score: -5201509.500000 Penalty: 12374.310547 Iteration 36Q: 3 clusters Score -5201510 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 22895 members Entering Unmasked Estep Score: -5201510.000000 Penalty: 12374.310547 Iteration 37Q: 3 clusters Score -5201510 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 22902 members Entering Unmasked Estep Score: -5201535.500000 Penalty: 12374.310547 Iteration 38Q: 3 clusters Score -5201536 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -5201555.000000 Penalty: 12374.310547 Iteration 39Q: 3 clusters Score -5201555 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 22903 members Entering Unmasked Estep Score: -5201572.500000 Penalty: 12374.310547 Iteration 40F: 3 clusters Score -5201572 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 22910 members Entering Unmasked Estep Score: -5201577.000000 Penalty: 12374.310547 Iteration 41Q: 3 clusters Score -5201577 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 22912 members Entering Unmasked Estep Score: -5201583.000000 Penalty: 12374.310547 Iteration 42Q: 3 clusters Score -5201583 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 22915 members Entering Unmasked Estep Score: -5201581.000000 Penalty: 12374.310547 Iteration 43Q: 3 clusters Score -5201581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 22918 members Entering Unmasked Estep Score: -5201585.000000 Penalty: 12374.310547 Iteration 44Q: 3 clusters Score -5201585 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 22918 members Entering Unmasked Estep Score: -5201595.000000 Penalty: 12374.310547 Iteration 45Q: 3 clusters Score -5201595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 22918 members Entering Unmasked Estep Score: -5201591.000000 Penalty: 12374.310547 Iteration 46Q: 3 clusters Score -5201591 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 22917 members Entering Unmasked Estep Score: -5201592.500000 Penalty: 12374.310547 Iteration 47Q: 3 clusters Score -5201592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 22917 members Entering Unmasked Estep Score: -5201600.000000 Penalty: 12374.310547 Iteration 48Q: 3 clusters Score -5201600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 22919 members Entering Unmasked Estep Score: -5201600.500000 Penalty: 12374.310547 Iteration 49Q: 3 clusters Score -5201600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 22921 members Entering Unmasked Estep Score: -5201608.500000 Penalty: 12374.310547 Iteration 50Q: 3 clusters Score -5201608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 22921 members Entering Unmasked Estep Score: -5201606.000000 Penalty: 12374.310547 Iteration 51Q: 3 clusters Score -5201606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 22921 members Entering Unmasked Estep Score: -5201611.000000 Penalty: 12374.310547 Iteration 52Q: 3 clusters Score -5201611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -5201607.500000 Penalty: 12374.310547 Iteration 53Q: 3 clusters Score -5201608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 22924 members Entering Unmasked Estep Score: -5201613.500000 Penalty: 12374.310547 Iteration 54Q: 3 clusters Score -5201614 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -5201610.500000 Penalty: 12374.310547 Iteration 55Q: 3 clusters Score -5201610 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -5201610.500000 Penalty: 12374.310547 Iteration 56F: 3 clusters Score -5201610 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (50306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50306 members Entering Unmasked Estep Score: -10688413.000000 Penalty: 6630.851562 Iteration 0F: 2 clusters Score -1.068841e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25065 members Mstep: Class 2 contains 25241 members Entering Unmasked Estep Score: -10652623.000000 Penalty: 13261.703125 Iteration 0F: 3 clusters Score -1.065262e+07 nChanged 22252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24663 members Mstep: Class 2 contains 25643 members Entering Unmasked Estep Score: -10664898.000000 Penalty: 13261.703125 Iteration 1F: 3 clusters Score -1.06649e+07 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24339 members Mstep: Class 2 contains 25967 members Entering Unmasked Estep Score: -10666453.000000 Penalty: 13261.703125 Iteration 2F: 3 clusters Score -1.066645e+07 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23770 members Mstep: Class 2 contains 26536 members Entering Unmasked Estep Score: -10667992.000000 Penalty: 13261.703125 Iteration 3F: 3 clusters Score -1.066799e+07 nChanged 2930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22968 members Mstep: Class 2 contains 27338 members Entering Unmasked Estep Score: -10669741.000000 Penalty: 13261.703125 Iteration 4F: 3 clusters Score -1.066974e+07 nChanged 2999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 28415 members Entering Unmasked Estep Score: -10671601.000000 Penalty: 13261.703125 Iteration 5F: 3 clusters Score -1.06716e+07 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20632 members Mstep: Class 2 contains 29674 members Entering Unmasked Estep Score: -10673390.000000 Penalty: 13261.703125 Iteration 6F: 3 clusters Score -1.067339e+07 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19239 members Mstep: Class 2 contains 31067 members Entering Unmasked Estep Score: -10675022.000000 Penalty: 13261.703125 Iteration 7F: 3 clusters Score -1.067502e+07 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17749 members Mstep: Class 2 contains 32557 members Entering Unmasked Estep Score: -10676508.000000 Penalty: 13261.703125 Iteration 8Q: 3 clusters Score -1.067651e+07 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16255 members Mstep: Class 2 contains 34051 members Entering Unmasked Estep Score: -10677771.000000 Penalty: 13261.703125 Iteration 9Q: 3 clusters Score -1.067777e+07 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14826 members Mstep: Class 2 contains 35480 members Entering Unmasked Estep Score: -10678968.000000 Penalty: 13261.703125 Iteration 10Q: 3 clusters Score -1.067897e+07 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13485 members Mstep: Class 2 contains 36821 members Entering Unmasked Estep Score: -10680115.000000 Penalty: 13261.703125 Iteration 11Q: 3 clusters Score -1.068012e+07 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12267 members Mstep: Class 2 contains 38039 members Entering Unmasked Estep Score: -10681197.000000 Penalty: 13261.703125 Iteration 12Q: 3 clusters Score -1.06812e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 39040 members Entering Unmasked Estep Score: -10682091.000000 Penalty: 13261.703125 Iteration 13Q: 3 clusters Score -1.068209e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 39865 members Entering Unmasked Estep Score: -10682671.000000 Penalty: 13261.703125 Iteration 14Q: 3 clusters Score -1.068267e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 40486 members Entering Unmasked Estep Score: -10683045.000000 Penalty: 13261.703125 Iteration 15Q: 3 clusters Score -1.068304e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 40986 members Entering Unmasked Estep Score: -10683283.000000 Penalty: 13261.703125 Iteration 16Q: 3 clusters Score -1.068328e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 41382 members Entering Unmasked Estep Score: -10683422.000000 Penalty: 13261.703125 Iteration 17Q: 3 clusters Score -1.068342e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 41717 members Entering Unmasked Estep Score: -10683522.000000 Penalty: 13261.703125 Iteration 18Q: 3 clusters Score -1.068352e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 42020 members Entering Unmasked Estep Score: -10683608.000000 Penalty: 13261.703125 Iteration 19Q: 3 clusters Score -1.068361e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 42284 members Entering Unmasked Estep Score: -10683710.000000 Penalty: 13261.703125 Iteration 20F: 3 clusters Score -1.068371e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 42472 members Entering Unmasked Estep Score: -10683773.000000 Penalty: 13261.703125 Iteration 21Q: 3 clusters Score -1.068377e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 42653 members Entering Unmasked Estep Score: -10683838.000000 Penalty: 13261.703125 Iteration 22Q: 3 clusters Score -1.068384e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 42826 members Entering Unmasked Estep Score: -10683896.000000 Penalty: 13261.703125 Iteration 23Q: 3 clusters Score -1.06839e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 42972 members Entering Unmasked Estep Score: -10683935.000000 Penalty: 13261.703125 Iteration 24Q: 3 clusters Score -1.068394e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 43106 members Entering Unmasked Estep Score: -10683970.000000 Penalty: 13261.703125 Iteration 25Q: 3 clusters Score -1.068397e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 43218 members Entering Unmasked Estep Score: -10683979.000000 Penalty: 13261.703125 Iteration 26Q: 3 clusters Score -1.068398e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 43306 members Entering Unmasked Estep Score: -10683995.000000 Penalty: 13261.703125 Iteration 27Q: 3 clusters Score -1.0684e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 43366 members Entering Unmasked Estep Score: -10684007.000000 Penalty: 13261.703125 Iteration 28Q: 3 clusters Score -1.068401e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 43415 members Entering Unmasked Estep Score: -10684025.000000 Penalty: 13261.703125 Iteration 29Q: 3 clusters Score -1.068402e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 43448 members Entering Unmasked Estep Score: -10684025.000000 Penalty: 13261.703125 Iteration 30Q: 3 clusters Score -1.068402e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 43484 members Entering Unmasked Estep Score: -10684023.000000 Penalty: 13261.703125 Iteration 31Q: 3 clusters Score -1.068402e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 43508 members Entering Unmasked Estep Score: -10684023.000000 Penalty: 13261.703125 Iteration 32Q: 3 clusters Score -1.068402e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 43529 members Entering Unmasked Estep Score: -10684009.000000 Penalty: 13261.703125 Iteration 33Q: 3 clusters Score -1.068401e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 43547 members Entering Unmasked Estep Score: -10684024.000000 Penalty: 13261.703125 Iteration 34Q: 3 clusters Score -1.068402e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 43564 members Entering Unmasked Estep Score: -10684057.000000 Penalty: 13261.703125 Iteration 35Q: 3 clusters Score -1.068406e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 43580 members Entering Unmasked Estep Score: -10684046.000000 Penalty: 13261.703125 Iteration 36Q: 3 clusters Score -1.068405e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 43598 members Entering Unmasked Estep Score: -10684033.000000 Penalty: 13261.703125 Iteration 37Q: 3 clusters Score -1.068403e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 43609 members Entering Unmasked Estep Score: -10684042.000000 Penalty: 13261.703125 Iteration 38Q: 3 clusters Score -1.068404e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 43623 members Entering Unmasked Estep Score: -10684050.000000 Penalty: 13261.703125 Iteration 39Q: 3 clusters Score -1.068405e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 43638 members Entering Unmasked Estep Score: -10684059.000000 Penalty: 13261.703125 Iteration 40F: 3 clusters Score -1.068406e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 43653 members Entering Unmasked Estep Score: -10684053.000000 Penalty: 13261.703125 Iteration 41Q: 3 clusters Score -1.068405e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 43667 members Entering Unmasked Estep Score: -10684057.000000 Penalty: 13261.703125 Iteration 42Q: 3 clusters Score -1.068406e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 43678 members Entering Unmasked Estep Score: -10684083.000000 Penalty: 13261.703125 Iteration 43Q: 3 clusters Score -1.068408e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 43687 members Entering Unmasked Estep Score: -10684075.000000 Penalty: 13261.703125 Iteration 44Q: 3 clusters Score -1.068408e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 43691 members Entering Unmasked Estep Score: -10684071.000000 Penalty: 13261.703125 Iteration 45Q: 3 clusters Score -1.068407e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 43700 members Entering Unmasked Estep Score: -10684077.000000 Penalty: 13261.703125 Iteration 46Q: 3 clusters Score -1.068408e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 43707 members Entering Unmasked Estep Score: -10684065.000000 Penalty: 13261.703125 Iteration 47Q: 3 clusters Score -1.068406e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 43712 members Entering Unmasked Estep Score: -10684054.000000 Penalty: 13261.703125 Iteration 48Q: 3 clusters Score -1.068405e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 43719 members Entering Unmasked Estep Score: -10684061.000000 Penalty: 13261.703125 Iteration 49Q: 3 clusters Score -1.068406e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 43724 members Entering Unmasked Estep Score: -10684046.000000 Penalty: 13261.703125 Iteration 50Q: 3 clusters Score -1.068405e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 43727 members Entering Unmasked Estep Score: -10684049.000000 Penalty: 13261.703125 Iteration 51Q: 3 clusters Score -1.068405e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 43730 members Entering Unmasked Estep Score: -10684053.000000 Penalty: 13261.703125 Iteration 52Q: 3 clusters Score -1.068405e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 43735 members Entering Unmasked Estep Score: -10684047.000000 Penalty: 13261.703125 Iteration 53Q: 3 clusters Score -1.068405e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 43738 members Entering Unmasked Estep Score: -10684044.000000 Penalty: 13261.703125 Iteration 54Q: 3 clusters Score -1.068404e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 43740 members Entering Unmasked Estep Score: -10684037.000000 Penalty: 13261.703125 Iteration 55Q: 3 clusters Score -1.068404e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 43740 members Entering Unmasked Estep Score: -10684037.000000 Penalty: 13261.703125 Iteration 56F: 3 clusters Score -1.068404e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (166278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166278 members Entering Unmasked Estep Score: -35126448.000000 Penalty: 7363.117676 Iteration 0F: 2 clusters Score -3.512645e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83356 members Mstep: Class 2 contains 82922 members Entering Unmasked Estep Score: -35015444.000000 Penalty: 14726.235352 Iteration 0F: 3 clusters Score -3.501544e+07 nChanged 77502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85882 members Mstep: Class 2 contains 80396 members Entering Unmasked Estep Score: -35058860.000000 Penalty: 14726.235352 Iteration 1F: 3 clusters Score -3.505886e+07 nChanged 6201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87455 members Mstep: Class 2 contains 78823 members Entering Unmasked Estep Score: -35060264.000000 Penalty: 14726.235352 Iteration 2Q: 3 clusters Score -3.506026e+07 nChanged 6081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89678 members Mstep: Class 2 contains 76600 members Entering Unmasked Estep Score: -35062148.000000 Penalty: 14726.235352 Iteration 3Q: 3 clusters Score -3.506215e+07 nChanged 6296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92886 members Mstep: Class 2 contains 73392 members Entering Unmasked Estep Score: -35063972.000000 Penalty: 14726.235352 Iteration 4Q: 3 clusters Score -3.506397e+07 nChanged 6842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97366 members Mstep: Class 2 contains 68912 members Entering Unmasked Estep Score: -35066820.000000 Penalty: 14726.235352 Iteration 5Q: 3 clusters Score -3.506682e+07 nChanged 7895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103587 members Mstep: Class 2 contains 62691 members Entering Unmasked Estep Score: -35070140.000000 Penalty: 14726.235352 Iteration 6Q: 3 clusters Score -3.507014e+07 nChanged 9269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111670 members Mstep: Class 2 contains 54608 members Entering Unmasked Estep Score: -35075592.000000 Penalty: 14726.235352 Iteration 7F: 3 clusters Score -3.507559e+07 nChanged 10878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121864 members Mstep: Class 2 contains 44414 members Entering Unmasked Estep Score: -35082756.000000 Penalty: 14726.235352 Iteration 8F: 3 clusters Score -3.508276e+07 nChanged 11520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133052 members Mstep: Class 2 contains 33226 members Entering Unmasked Estep Score: -35092200.000000 Penalty: 14726.235352 Iteration 9F: 3 clusters Score -3.50922e+07 nChanged 10705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143631 members Mstep: Class 2 contains 22647 members Entering Unmasked Estep Score: -35101400.000000 Penalty: 14726.235352 Iteration 10F: 3 clusters Score -3.51014e+07 nChanged 8292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151875 members Mstep: Class 2 contains 14403 members Entering Unmasked Estep Score: -35108588.000000 Penalty: 14726.235352 Iteration 11Q: 3 clusters Score -3.510859e+07 nChanged 5476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157327 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -35113472.000000 Penalty: 14726.235352 Iteration 12Q: 3 clusters Score -3.511347e+07 nChanged 3070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160327 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -35116404.000000 Penalty: 14726.235352 Iteration 13Q: 3 clusters Score -3.51164e+07 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161862 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -35117944.000000 Penalty: 14726.235352 Iteration 14Q: 3 clusters Score -3.511794e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162727 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -35118748.000000 Penalty: 14726.235352 Iteration 15Q: 3 clusters Score -3.511875e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163249 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -35119220.000000 Penalty: 14726.235352 Iteration 16Q: 3 clusters Score -3.511922e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163580 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -35119548.000000 Penalty: 14726.235352 Iteration 17Q: 3 clusters Score -3.511955e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163828 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -35119764.000000 Penalty: 14726.235352 Iteration 18Q: 3 clusters Score -3.511976e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163999 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -35119892.000000 Penalty: 14726.235352 Iteration 19Q: 3 clusters Score -3.511989e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164121 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -35119988.000000 Penalty: 14726.235352 Iteration 20F: 3 clusters Score -3.511999e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164220 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -35120056.000000 Penalty: 14726.235352 Iteration 21Q: 3 clusters Score -3.512006e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164298 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -35120124.000000 Penalty: 14726.235352 Iteration 22Q: 3 clusters Score -3.512012e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164360 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -35120124.000000 Penalty: 14726.235352 Iteration 23Q: 3 clusters Score -3.512012e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164418 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -35120096.000000 Penalty: 14726.235352 Iteration 24Q: 3 clusters Score -3.51201e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164461 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -35120164.000000 Penalty: 14726.235352 Iteration 25Q: 3 clusters Score -3.512016e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164489 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -35120136.000000 Penalty: 14726.235352 Iteration 26Q: 3 clusters Score -3.512014e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164500 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -35120160.000000 Penalty: 14726.235352 Iteration 27Q: 3 clusters Score -3.512016e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164511 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -35120152.000000 Penalty: 14726.235352 Iteration 28Q: 3 clusters Score -3.512015e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164523 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -35120156.000000 Penalty: 14726.235352 Iteration 29Q: 3 clusters Score -3.512016e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164534 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -35120176.000000 Penalty: 14726.235352 Iteration 30Q: 3 clusters Score -3.512018e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164546 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -35120224.000000 Penalty: 14726.235352 Iteration 31Q: 3 clusters Score -3.512022e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164556 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -35120184.000000 Penalty: 14726.235352 Iteration 32Q: 3 clusters Score -3.512018e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164560 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -35120184.000000 Penalty: 14726.235352 Iteration 33Q: 3 clusters Score -3.512018e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164568 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -35120172.000000 Penalty: 14726.235352 Iteration 34Q: 3 clusters Score -3.512017e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164572 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -35120176.000000 Penalty: 14726.235352 Iteration 35Q: 3 clusters Score -3.512018e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164576 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -35120180.000000 Penalty: 14726.235352 Iteration 36Q: 3 clusters Score -3.512018e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164578 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -35120172.000000 Penalty: 14726.235352 Iteration 37Q: 3 clusters Score -3.512017e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164583 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -35120148.000000 Penalty: 14726.235352 Iteration 38Q: 3 clusters Score -3.512015e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164583 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -35120148.000000 Penalty: 14726.235352 Iteration 39F: 3 clusters Score -3.512015e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (129339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129339 members Entering Unmasked Estep Score: -27360694.000000 Penalty: 7209.242676 Iteration 0F: 2 clusters Score -2.736069e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64597 members Mstep: Class 2 contains 64742 members Entering Unmasked Estep Score: -27273004.000000 Penalty: 14418.485352 Iteration 0F: 3 clusters Score -2.7273e+07 nChanged 60021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64500 members Mstep: Class 2 contains 64839 members Entering Unmasked Estep Score: -27306284.000000 Penalty: 14418.485352 Iteration 1F: 3 clusters Score -2.730628e+07 nChanged 4705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64263 members Mstep: Class 2 contains 65076 members Entering Unmasked Estep Score: -27307442.000000 Penalty: 14418.485352 Iteration 2Q: 3 clusters Score -2.730744e+07 nChanged 4458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63873 members Mstep: Class 2 contains 65466 members Entering Unmasked Estep Score: -27308534.000000 Penalty: 14418.485352 Iteration 3Q: 3 clusters Score -2.730853e+07 nChanged 4537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63368 members Mstep: Class 2 contains 65971 members Entering Unmasked Estep Score: -27310064.000000 Penalty: 14418.485352 Iteration 4Q: 3 clusters Score -2.731006e+07 nChanged 4933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62685 members Mstep: Class 2 contains 66654 members Entering Unmasked Estep Score: -27312172.000000 Penalty: 14418.485352 Iteration 5Q: 3 clusters Score -2.731217e+07 nChanged 5521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61894 members Mstep: Class 2 contains 67445 members Entering Unmasked Estep Score: -27315408.000000 Penalty: 14418.485352 Iteration 6Q: 3 clusters Score -2.731541e+07 nChanged 6664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61266 members Mstep: Class 2 contains 68073 members Entering Unmasked Estep Score: -27320776.000000 Penalty: 14418.485352 Iteration 7F: 3 clusters Score -2.732078e+07 nChanged 8031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61569 members Mstep: Class 2 contains 67770 members Entering Unmasked Estep Score: -27328888.000000 Penalty: 14418.485352 Iteration 8F: 3 clusters Score -2.732889e+07 nChanged 9603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63640 members Mstep: Class 2 contains 65699 members Entering Unmasked Estep Score: -27338598.000000 Penalty: 14418.485352 Iteration 9F: 3 clusters Score -2.73386e+07 nChanged 10112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67464 members Mstep: Class 2 contains 61875 members Entering Unmasked Estep Score: -27347632.000000 Penalty: 14418.485352 Iteration 10F: 3 clusters Score -2.734763e+07 nChanged 8802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71816 members Mstep: Class 2 contains 57523 members Entering Unmasked Estep Score: -27354404.000000 Penalty: 14418.485352 Iteration 11F: 3 clusters Score -2.73544e+07 nChanged 6560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75906 members Mstep: Class 2 contains 53433 members Entering Unmasked Estep Score: -27359798.000000 Penalty: 14418.485352 Iteration 12F: 3 clusters Score -2.73598e+07 nChanged 4968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79726 members Mstep: Class 2 contains 49613 members Entering Unmasked Estep Score: -27364314.000000 Penalty: 14418.485352 Iteration 13Q: 3 clusters Score -2.736431e+07 nChanged 3717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82989 members Mstep: Class 2 contains 46350 members Entering Unmasked Estep Score: -27368016.000000 Penalty: 14418.485352 Iteration 14Q: 3 clusters Score -2.736802e+07 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85860 members Mstep: Class 2 contains 43479 members Entering Unmasked Estep Score: -27370566.000000 Penalty: 14418.485352 Iteration 15Q: 3 clusters Score -2.737057e+07 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88149 members Mstep: Class 2 contains 41190 members Entering Unmasked Estep Score: -27372000.000000 Penalty: 14418.485352 Iteration 16Q: 3 clusters Score -2.7372e+07 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89916 members Mstep: Class 2 contains 39423 members Entering Unmasked Estep Score: -27372876.000000 Penalty: 14418.485352 Iteration 17Q: 3 clusters Score -2.737288e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91283 members Mstep: Class 2 contains 38056 members Entering Unmasked Estep Score: -27373450.000000 Penalty: 14418.485352 Iteration 18Q: 3 clusters Score -2.737345e+07 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92340 members Mstep: Class 2 contains 36999 members Entering Unmasked Estep Score: -27373734.000000 Penalty: 14418.485352 Iteration 19Q: 3 clusters Score -2.737373e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93163 members Mstep: Class 2 contains 36176 members Entering Unmasked Estep Score: -27373932.000000 Penalty: 14418.485352 Iteration 20F: 3 clusters Score -2.737393e+07 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93810 members Mstep: Class 2 contains 35529 members Entering Unmasked Estep Score: -27374062.000000 Penalty: 14418.485352 Iteration 21Q: 3 clusters Score -2.737406e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94320 members Mstep: Class 2 contains 35019 members Entering Unmasked Estep Score: -27374034.000000 Penalty: 14418.485352 Iteration 22Q: 3 clusters Score -2.737403e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94714 members Mstep: Class 2 contains 34625 members Entering Unmasked Estep Score: -27374164.000000 Penalty: 14418.485352 Iteration 23Q: 3 clusters Score -2.737416e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95021 members Mstep: Class 2 contains 34318 members Entering Unmasked Estep Score: -27374262.000000 Penalty: 14418.485352 Iteration 24Q: 3 clusters Score -2.737426e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95228 members Mstep: Class 2 contains 34111 members Entering Unmasked Estep Score: -27374286.000000 Penalty: 14418.485352 Iteration 25Q: 3 clusters Score -2.737429e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95390 members Mstep: Class 2 contains 33949 members Entering Unmasked Estep Score: -27374290.000000 Penalty: 14418.485352 Iteration 26Q: 3 clusters Score -2.737429e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95509 members Mstep: Class 2 contains 33830 members Entering Unmasked Estep Score: -27374262.000000 Penalty: 14418.485352 Iteration 27Q: 3 clusters Score -2.737426e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95616 members Mstep: Class 2 contains 33723 members Entering Unmasked Estep Score: -27374298.000000 Penalty: 14418.485352 Iteration 28Q: 3 clusters Score -2.73743e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95700 members Mstep: Class 2 contains 33639 members Entering Unmasked Estep Score: -27374260.000000 Penalty: 14418.485352 Iteration 29Q: 3 clusters Score -2.737426e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95780 members Mstep: Class 2 contains 33559 members Entering Unmasked Estep Score: -27374352.000000 Penalty: 14418.485352 Iteration 30Q: 3 clusters Score -2.737435e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95852 members Mstep: Class 2 contains 33487 members Entering Unmasked Estep Score: -27374330.000000 Penalty: 14418.485352 Iteration 31Q: 3 clusters Score -2.737433e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95905 members Mstep: Class 2 contains 33434 members Entering Unmasked Estep Score: -27374352.000000 Penalty: 14418.485352 Iteration 32Q: 3 clusters Score -2.737435e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95949 members Mstep: Class 2 contains 33390 members Entering Unmasked Estep Score: -27374366.000000 Penalty: 14418.485352 Iteration 33Q: 3 clusters Score -2.737437e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95993 members Mstep: Class 2 contains 33346 members Entering Unmasked Estep Score: -27374332.000000 Penalty: 14418.485352 Iteration 34Q: 3 clusters Score -2.737433e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96022 members Mstep: Class 2 contains 33317 members Entering Unmasked Estep Score: -27374352.000000 Penalty: 14418.485352 Iteration 35Q: 3 clusters Score -2.737435e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96046 members Mstep: Class 2 contains 33293 members Entering Unmasked Estep Score: -27374332.000000 Penalty: 14418.485352 Iteration 36Q: 3 clusters Score -2.737433e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96068 members Mstep: Class 2 contains 33271 members Entering Unmasked Estep Score: -27374342.000000 Penalty: 14418.485352 Iteration 37Q: 3 clusters Score -2.737434e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96093 members Mstep: Class 2 contains 33246 members Entering Unmasked Estep Score: -27374314.000000 Penalty: 14418.485352 Iteration 38Q: 3 clusters Score -2.737431e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96112 members Mstep: Class 2 contains 33227 members Entering Unmasked Estep Score: -27374328.000000 Penalty: 14418.485352 Iteration 39Q: 3 clusters Score -2.737433e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96121 members Mstep: Class 2 contains 33218 members Entering Unmasked Estep Score: -27374326.000000 Penalty: 14418.485352 Iteration 40F: 3 clusters Score -2.737433e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96130 members Mstep: Class 2 contains 33209 members Entering Unmasked Estep Score: -27374306.000000 Penalty: 14418.485352 Iteration 41Q: 3 clusters Score -2.737431e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96135 members Mstep: Class 2 contains 33204 members Entering Unmasked Estep Score: -27374296.000000 Penalty: 14418.485352 Iteration 42Q: 3 clusters Score -2.73743e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96139 members Mstep: Class 2 contains 33200 members Entering Unmasked Estep Score: -27374292.000000 Penalty: 14418.485352 Iteration 43Q: 3 clusters Score -2.737429e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96143 members Mstep: Class 2 contains 33196 members Entering Unmasked Estep Score: -27374288.000000 Penalty: 14418.485352 Iteration 44Q: 3 clusters Score -2.737429e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96147 members Mstep: Class 2 contains 33192 members Entering Unmasked Estep Score: -27374290.000000 Penalty: 14418.485352 Iteration 45Q: 3 clusters Score -2.737429e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96150 members Mstep: Class 2 contains 33189 members Entering Unmasked Estep Score: -27374290.000000 Penalty: 14418.485352 Iteration 46Q: 3 clusters Score -2.737429e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96151 members Mstep: Class 2 contains 33188 members Entering Unmasked Estep Score: -27374292.000000 Penalty: 14418.485352 Iteration 47Q: 3 clusters Score -2.737429e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96153 members Mstep: Class 2 contains 33186 members Entering Unmasked Estep Score: -27374302.000000 Penalty: 14418.485352 Iteration 48Q: 3 clusters Score -2.73743e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96155 members Mstep: Class 2 contains 33184 members Entering Unmasked Estep Score: -27374300.000000 Penalty: 14418.485352 Iteration 49Q: 3 clusters Score -2.73743e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96155 members Mstep: Class 2 contains 33184 members Entering Unmasked Estep Score: -27374300.000000 Penalty: 14418.485352 Iteration 50F: 3 clusters Score -2.73743e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 33184 members Mstep: Class 3 contains 22367 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20259 members Mstep: Class 8 contains 42386 members Mstep: Class 9 contains 1103 members Mstep: Class 10 contains 22848 members Mstep: Class 11 contains 15705 members Mstep: Class 14 contains 3301 members Mstep: Class 15 contains 60734 members Mstep: Class 18 contains 24379 members Mstep: Class 19 contains 50306 members Mstep: Class 20 contains 166278 members Mstep: Class 21 contains 96155 members Mstep: Class 22 contains 7366 members Entering Unmasked Estep Score: -119260464.000000 Penalty: 146151.609375 Splitting cluster 21 changes total score from -119248696.000000 to -119260464.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 22 (7366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Entering Unmasked Estep Score: -1456528.875000 Penalty: 5454.085938 Iteration 0F: 2 clusters Score -1456529 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1448623.125000 Penalty: 10908.171875 Iteration 0F: 3 clusters Score -1448623 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1453123.875000 Penalty: 10908.171875 Iteration 1F: 3 clusters Score -1453124 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1457340.750000 Penalty: 10908.171875 Iteration 2F: 3 clusters Score -1457341 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1463110.750000 Penalty: 10908.171875 Iteration 3F: 3 clusters Score -1463111 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1466667.500000 Penalty: 10908.171875 Iteration 4F: 3 clusters Score -1466668 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1467408.625000 Penalty: 10908.171875 Iteration 5Q: 3 clusters Score -1467409 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1467743.375000 Penalty: 10908.171875 Iteration 6Q: 3 clusters Score -1467743 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1467818.125000 Penalty: 10908.171875 Iteration 7Q: 3 clusters Score -1467818 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1467848.875000 Penalty: 10908.171875 Iteration 8Q: 3 clusters Score -1467849 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1467854.875000 Penalty: 10908.171875 Iteration 9Q: 3 clusters Score -1467855 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1467857.375000 Penalty: 10908.171875 Iteration 10Q: 3 clusters Score -1467857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1467857.375000 Penalty: 10908.171875 Iteration 11F: 3 clusters Score -1467857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 33184 members Mstep: Class 3 contains 22367 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20259 members Mstep: Class 8 contains 42386 members Mstep: Class 9 contains 1103 members Mstep: Class 10 contains 22848 members Mstep: Class 11 contains 15705 members Mstep: Class 12 contains 1101 members Mstep: Class 14 contains 3301 members Mstep: Class 15 contains 60734 members Mstep: Class 18 contains 24379 members Mstep: Class 19 contains 50306 members Mstep: Class 20 contains 166278 members Mstep: Class 21 contains 96155 members Mstep: Class 22 contains 6265 members Entering Unmasked Estep Score: -119269216.000000 Penalty: 154271.140625 Splitting cluster 22 changes total score from -119248696.000000 to -119269216.000000 So it's getting split into cluster 12. Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 3 contains 22367 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 20259 members Mstep: Class 8 contains 42386 members Mstep: Class 9 contains 1103 members Mstep: Class 10 contains 22848 members Mstep: Class 11 contains 15705 members Mstep: Class 14 contains 3301 members Mstep: Class 15 contains 60734 members Mstep: Class 18 contains 24379 members Mstep: Class 19 contains 50306 members Mstep: Class 20 contains 166278 members Mstep: Class 21 contains 96155 members Mstep: Class 22 contains 6265 members Entering Unmasked Estep ConsiderDeletion Score: -119275232.000000 Penalty: 154271.140625 Iteration 39Q: 20 clusters Score -1.192752e+08 nChanged 9667 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32103 members Mstep: Class 3 contains 22729 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 19522 members Mstep: Class 8 contains 42653 members Mstep: Class 9 contains 1100 members Mstep: Class 10 contains 22971 members Mstep: Class 11 contains 15783 members Mstep: Class 12 contains 1093 members Mstep: Class 14 contains 2922 members Mstep: Class 15 contains 60678 members Mstep: Class 18 contains 24557 members Mstep: Class 19 contains 50516 members Mstep: Class 20 contains 166457 members Mstep: Class 21 contains 95837 members Mstep: Class 22 contains 7450 members Entering Unmasked Estep ConsiderDeletion Score: -119280048.000000 Penalty: 154271.140625 Iteration 40F: 20 clusters Score -1.1928e+08 nChanged 5330 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32222 members Mstep: Class 3 contains 22932 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 19076 members Mstep: Class 8 contains 42432 members Mstep: Class 9 contains 1075 members Mstep: Class 10 contains 23081 members Mstep: Class 11 contains 15821 members Mstep: Class 12 contains 1143 members Mstep: Class 14 contains 2640 members Mstep: Class 15 contains 60707 members Mstep: Class 18 contains 24719 members Mstep: Class 19 contains 50586 members Mstep: Class 20 contains 166529 members Mstep: Class 21 contains 95451 members Mstep: Class 22 contains 7970 members Entering Unmasked Estep ConsiderDeletion Score: -119281960.000000 Penalty: 154271.140625 Iteration 41Q: 20 clusters Score -1.19282e+08 nChanged 2971 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32239 members Mstep: Class 3 contains 23136 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 18769 members Mstep: Class 8 contains 42360 members Mstep: Class 9 contains 1058 members Mstep: Class 10 contains 23183 members Mstep: Class 11 contains 15833 members Mstep: Class 12 contains 1157 members Mstep: Class 14 contains 2444 members Mstep: Class 15 contains 60743 members Mstep: Class 18 contains 24840 members Mstep: Class 19 contains 50626 members Mstep: Class 20 contains 166593 members Mstep: Class 21 contains 95159 members Mstep: Class 22 contains 8245 members Entering Unmasked Estep ConsiderDeletion Score: -119283184.000000 Penalty: 154271.140625 Iteration 42Q: 20 clusters Score -1.192832e+08 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32254 members Mstep: Class 3 contains 23316 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1363 members Mstep: Class 7 contains 18511 members Mstep: Class 8 contains 42303 members Mstep: Class 9 contains 1045 members Mstep: Class 10 contains 23278 members Mstep: Class 11 contains 15842 members Mstep: Class 12 contains 1175 members Mstep: Class 14 contains 2343 members Mstep: Class 15 contains 60787 members Mstep: Class 18 contains 24923 members Mstep: Class 19 contains 50606 members Mstep: Class 20 contains 166668 members Mstep: Class 21 contains 94978 members Mstep: Class 22 contains 8355 members Entering Unmasked Estep ConsiderDeletion Score: -119283576.000000 Penalty: 154271.140625 Iteration 43Q: 20 clusters Score -1.192836e+08 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32273 members Mstep: Class 3 contains 23443 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 18302 members Mstep: Class 8 contains 42251 members Mstep: Class 9 contains 1037 members Mstep: Class 10 contains 23347 members Mstep: Class 11 contains 15848 members Mstep: Class 12 contains 1190 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60807 members Mstep: Class 18 contains 24988 members Mstep: Class 19 contains 50538 members Mstep: Class 20 contains 166731 members Mstep: Class 21 contains 94913 members Mstep: Class 22 contains 8403 members Entering Unmasked Estep ConsiderDeletion Score: -119283888.000000 Penalty: 154271.140625 Iteration 44Q: 20 clusters Score -1.192839e+08 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32285 members Mstep: Class 3 contains 23514 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 18170 members Mstep: Class 8 contains 42205 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 23407 members Mstep: Class 11 contains 15852 members Mstep: Class 12 contains 1197 members Mstep: Class 14 contains 2312 members Mstep: Class 15 contains 60808 members Mstep: Class 18 contains 25038 members Mstep: Class 19 contains 50469 members Mstep: Class 20 contains 166806 members Mstep: Class 21 contains 94870 members Mstep: Class 22 contains 8416 members Entering Unmasked Estep ConsiderDeletion Score: -119283736.000000 Penalty: 154271.140625 Iteration 45Q: 20 clusters Score -1.192837e+08 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32300 members Mstep: Class 3 contains 23588 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 18038 members Mstep: Class 8 contains 42162 members Mstep: Class 9 contains 1031 members Mstep: Class 10 contains 23461 members Mstep: Class 11 contains 15859 members Mstep: Class 12 contains 1202 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60817 members Mstep: Class 18 contains 25079 members Mstep: Class 19 contains 50386 members Mstep: Class 20 contains 166866 members Mstep: Class 21 contains 94860 members Mstep: Class 22 contains 8422 members Entering Unmasked Estep ConsiderDeletion Score: -119283912.000000 Penalty: 154271.140625 Iteration 46Q: 20 clusters Score -1.192839e+08 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32311 members Mstep: Class 3 contains 23644 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17919 members Mstep: Class 8 contains 42134 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 23513 members Mstep: Class 11 contains 15866 members Mstep: Class 12 contains 1205 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60819 members Mstep: Class 18 contains 25120 members Mstep: Class 19 contains 50319 members Mstep: Class 20 contains 166914 members Mstep: Class 21 contains 94849 members Mstep: Class 22 contains 8429 members Entering Unmasked Estep ConsiderDeletion Score: -119283672.000000 Penalty: 154271.140625 Iteration 47Q: 20 clusters Score -1.192837e+08 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32307 members Mstep: Class 3 contains 23707 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17799 members Mstep: Class 8 contains 42122 members Mstep: Class 9 contains 1025 members Mstep: Class 10 contains 23560 members Mstep: Class 11 contains 15869 members Mstep: Class 12 contains 1207 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60832 members Mstep: Class 18 contains 25145 members Mstep: Class 19 contains 50251 members Mstep: Class 20 contains 166950 members Mstep: Class 21 contains 94860 members Mstep: Class 22 contains 8436 members Entering Unmasked Estep ConsiderDeletion Score: -119283768.000000 Penalty: 154271.140625 Iteration 48Q: 20 clusters Score -1.192838e+08 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32305 members Mstep: Class 3 contains 23764 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17706 members Mstep: Class 8 contains 42122 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 23598 members Mstep: Class 11 contains 15867 members Mstep: Class 12 contains 1208 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60848 members Mstep: Class 18 contains 25166 members Mstep: Class 19 contains 50187 members Mstep: Class 20 contains 166980 members Mstep: Class 21 contains 94856 members Mstep: Class 22 contains 8439 members Entering Unmasked Estep ConsiderDeletion Score: -119284096.000000 Penalty: 154271.140625 Iteration 49Q: 20 clusters Score -1.192841e+08 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32310 members Mstep: Class 3 contains 23801 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17613 members Mstep: Class 8 contains 42118 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 23628 members Mstep: Class 11 contains 15867 members Mstep: Class 12 contains 1209 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60865 members Mstep: Class 18 contains 25180 members Mstep: Class 19 contains 50133 members Mstep: Class 20 contains 167035 members Mstep: Class 21 contains 94843 members Mstep: Class 22 contains 8444 members Entering Unmasked Estep ConsiderDeletion Score: -119284200.000000 Penalty: 154271.140625 Iteration 50Q: 20 clusters Score -1.192842e+08 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32313 members Mstep: Class 3 contains 23834 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17537 members Mstep: Class 8 contains 42116 members Mstep: Class 9 contains 1022 members Mstep: Class 10 contains 23667 members Mstep: Class 11 contains 15873 members Mstep: Class 12 contains 1209 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60885 members Mstep: Class 18 contains 25191 members Mstep: Class 19 contains 50075 members Mstep: Class 20 contains 167056 members Mstep: Class 21 contains 94846 members Mstep: Class 22 contains 8446 members Entering Unmasked Estep ConsiderDeletion Score: -119284232.000000 Penalty: 154271.140625 Iteration 51Q: 20 clusters Score -1.192842e+08 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32310 members Mstep: Class 3 contains 23874 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17442 members Mstep: Class 8 contains 42119 members Mstep: Class 9 contains 1022 members Mstep: Class 10 contains 23699 members Mstep: Class 11 contains 15876 members Mstep: Class 12 contains 1209 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60899 members Mstep: Class 18 contains 25195 members Mstep: Class 19 contains 50023 members Mstep: Class 20 contains 167091 members Mstep: Class 21 contains 94864 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284400.000000 Penalty: 154271.140625 Iteration 52Q: 20 clusters Score -1.192844e+08 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32311 members Mstep: Class 3 contains 23897 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17354 members Mstep: Class 8 contains 42115 members Mstep: Class 9 contains 1022 members Mstep: Class 10 contains 23733 members Mstep: Class 11 contains 15875 members Mstep: Class 12 contains 1209 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60914 members Mstep: Class 18 contains 25209 members Mstep: Class 19 contains 49984 members Mstep: Class 20 contains 167115 members Mstep: Class 21 contains 94885 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284256.000000 Penalty: 154271.140625 Iteration 53Q: 20 clusters Score -1.192843e+08 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32311 members Mstep: Class 3 contains 23927 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17281 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 1022 members Mstep: Class 10 contains 23758 members Mstep: Class 11 contains 15877 members Mstep: Class 12 contains 1209 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60923 members Mstep: Class 18 contains 25217 members Mstep: Class 19 contains 49950 members Mstep: Class 20 contains 167136 members Mstep: Class 21 contains 94900 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284280.000000 Penalty: 154271.140625 Iteration 54Q: 20 clusters Score -1.192843e+08 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32311 members Mstep: Class 3 contains 23971 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17188 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1021 members Mstep: Class 10 contains 23788 members Mstep: Class 11 contains 15878 members Mstep: Class 12 contains 1210 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60919 members Mstep: Class 18 contains 25224 members Mstep: Class 19 contains 49932 members Mstep: Class 20 contains 167138 members Mstep: Class 21 contains 94933 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284512.000000 Penalty: 154271.140625 Iteration 55Q: 20 clusters Score -1.192845e+08 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32312 members Mstep: Class 3 contains 24004 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17102 members Mstep: Class 8 contains 42111 members Mstep: Class 9 contains 1020 members Mstep: Class 10 contains 23814 members Mstep: Class 11 contains 15880 members Mstep: Class 12 contains 1210 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60919 members Mstep: Class 18 contains 25230 members Mstep: Class 19 contains 49915 members Mstep: Class 20 contains 167140 members Mstep: Class 21 contains 94966 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284496.000000 Penalty: 154271.140625 Iteration 56Q: 20 clusters Score -1.192845e+08 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32312 members Mstep: Class 3 contains 24043 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 17011 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1019 members Mstep: Class 10 contains 23834 members Mstep: Class 11 contains 15880 members Mstep: Class 12 contains 1210 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60919 members Mstep: Class 18 contains 25232 members Mstep: Class 19 contains 49907 members Mstep: Class 20 contains 167143 members Mstep: Class 21 contains 95005 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284440.000000 Penalty: 154271.140625 Iteration 57Q: 20 clusters Score -1.192844e+08 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32307 members Mstep: Class 3 contains 24074 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16933 members Mstep: Class 8 contains 42104 members Mstep: Class 9 contains 1018 members Mstep: Class 10 contains 23854 members Mstep: Class 11 contains 15880 members Mstep: Class 12 contains 1210 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60921 members Mstep: Class 18 contains 25235 members Mstep: Class 19 contains 49894 members Mstep: Class 20 contains 167156 members Mstep: Class 21 contains 95035 members Mstep: Class 22 contains 8449 members Entering Unmasked Estep ConsiderDeletion Score: -119284552.000000 Penalty: 154271.140625 Iteration 58Q: 20 clusters Score -1.192846e+08 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32308 members Mstep: Class 3 contains 24105 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16859 members Mstep: Class 8 contains 42104 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 23875 members Mstep: Class 11 contains 15881 members Mstep: Class 12 contains 1211 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60927 members Mstep: Class 18 contains 25240 members Mstep: Class 19 contains 49861 members Mstep: Class 20 contains 167171 members Mstep: Class 21 contains 95063 members Mstep: Class 22 contains 8448 members Entering Unmasked Estep ConsiderDeletion Score: -119284536.000000 Penalty: 154271.140625 Iteration 59Q: 20 clusters Score -1.192845e+08 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 32307 members Mstep: Class 3 contains 24132 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16795 members Mstep: Class 8 contains 42104 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 23884 members Mstep: Class 11 contains 15884 members Mstep: Class 12 contains 1211 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60928 members Mstep: Class 18 contains 25246 members Mstep: Class 19 contains 49827 members Mstep: Class 20 contains 167202 members Mstep: Class 21 contains 95085 members Mstep: Class 22 contains 8448 members Entering Unmasked Estep ConsiderDeletion Score: -119284536.000000 Penalty: 154271.140625 Iteration 60F: 20 clusters Score -1.192845e+08 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32307 members Mstep: Class 3 contains 24161 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16731 members Mstep: Class 8 contains 42105 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 23895 members Mstep: Class 11 contains 15888 members Mstep: Class 12 contains 1213 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60926 members Mstep: Class 18 contains 25245 members Mstep: Class 19 contains 49806 members Mstep: Class 20 contains 167225 members Mstep: Class 21 contains 95107 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284768.000000 Penalty: 154271.140625 Iteration 61Q: 20 clusters Score -1.192848e+08 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32305 members Mstep: Class 3 contains 24189 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16678 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 23905 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60929 members Mstep: Class 18 contains 25248 members Mstep: Class 19 contains 49778 members Mstep: Class 20 contains 167248 members Mstep: Class 21 contains 95117 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284648.000000 Penalty: 154271.140625 Iteration 62Q: 20 clusters Score -1.192846e+08 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32305 members Mstep: Class 3 contains 24211 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16627 members Mstep: Class 8 contains 42105 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 23914 members Mstep: Class 11 contains 15891 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60937 members Mstep: Class 18 contains 25253 members Mstep: Class 19 contains 49758 members Mstep: Class 20 contains 167262 members Mstep: Class 21 contains 95134 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284704.000000 Penalty: 154271.140625 Iteration 63Q: 20 clusters Score -1.192847e+08 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32305 members Mstep: Class 3 contains 24239 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16577 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23921 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60941 members Mstep: Class 18 contains 25256 members Mstep: Class 19 contains 49734 members Mstep: Class 20 contains 167273 members Mstep: Class 21 contains 95153 members Mstep: Class 22 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -119284656.000000 Penalty: 154271.140625 Iteration 64Q: 20 clusters Score -1.192847e+08 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32305 members Mstep: Class 3 contains 24263 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16537 members Mstep: Class 8 contains 42105 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23933 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60949 members Mstep: Class 18 contains 25260 members Mstep: Class 19 contains 49711 members Mstep: Class 20 contains 167285 members Mstep: Class 21 contains 95156 members Mstep: Class 22 contains 8449 members Entering Unmasked Estep ConsiderDeletion Score: -119284536.000000 Penalty: 154271.140625 Iteration 65Q: 20 clusters Score -1.192845e+08 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32309 members Mstep: Class 3 contains 24291 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16489 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23939 members Mstep: Class 11 contains 15893 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60949 members Mstep: Class 18 contains 25260 members Mstep: Class 19 contains 49690 members Mstep: Class 20 contains 167306 members Mstep: Class 21 contains 95162 members Mstep: Class 22 contains 8450 members Entering Unmasked Estep ConsiderDeletion Score: -119284808.000000 Penalty: 154271.140625 Iteration 66Q: 20 clusters Score -1.192848e+08 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32306 members Mstep: Class 3 contains 24327 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16427 members Mstep: Class 8 contains 42111 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23945 members Mstep: Class 11 contains 15891 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60946 members Mstep: Class 18 contains 25265 members Mstep: Class 19 contains 49673 members Mstep: Class 20 contains 167318 members Mstep: Class 21 contains 95186 members Mstep: Class 22 contains 8450 members Entering Unmasked Estep ConsiderDeletion Score: -119284664.000000 Penalty: 154271.140625 Iteration 67Q: 20 clusters Score -1.192847e+08 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32306 members Mstep: Class 3 contains 24358 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16380 members Mstep: Class 8 contains 42111 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23954 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60950 members Mstep: Class 18 contains 25269 members Mstep: Class 19 contains 49650 members Mstep: Class 20 contains 167327 members Mstep: Class 21 contains 95199 members Mstep: Class 22 contains 8451 members Entering Unmasked Estep ConsiderDeletion Score: -119284704.000000 Penalty: 154271.140625 Iteration 68Q: 20 clusters Score -1.192847e+08 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32305 members Mstep: Class 3 contains 24382 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16343 members Mstep: Class 8 contains 42113 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23966 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60955 members Mstep: Class 18 contains 25270 members Mstep: Class 19 contains 49630 members Mstep: Class 20 contains 167336 members Mstep: Class 21 contains 95204 members Mstep: Class 22 contains 8451 members Entering Unmasked Estep ConsiderDeletion Score: -119284664.000000 Penalty: 154271.140625 Iteration 69Q: 20 clusters Score -1.192847e+08 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32302 members Mstep: Class 3 contains 24403 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16311 members Mstep: Class 8 contains 42113 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23975 members Mstep: Class 11 contains 15889 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60954 members Mstep: Class 18 contains 25274 members Mstep: Class 19 contains 49611 members Mstep: Class 20 contains 167350 members Mstep: Class 21 contains 95211 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119284640.000000 Penalty: 154271.140625 Iteration 70Q: 20 clusters Score -1.192846e+08 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32299 members Mstep: Class 3 contains 24432 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16270 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23985 members Mstep: Class 11 contains 15889 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60951 members Mstep: Class 18 contains 25276 members Mstep: Class 19 contains 49595 members Mstep: Class 20 contains 167361 members Mstep: Class 21 contains 95221 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119284832.000000 Penalty: 154271.140625 Iteration 71Q: 20 clusters Score -1.192848e+08 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32300 members Mstep: Class 3 contains 24449 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16233 members Mstep: Class 8 contains 42113 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23990 members Mstep: Class 11 contains 15889 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60951 members Mstep: Class 18 contains 25280 members Mstep: Class 19 contains 49578 members Mstep: Class 20 contains 167377 members Mstep: Class 21 contains 95233 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119284856.000000 Penalty: 154271.140625 Iteration 72Q: 20 clusters Score -1.192849e+08 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32300 members Mstep: Class 3 contains 24479 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16186 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 23999 members Mstep: Class 11 contains 15889 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60948 members Mstep: Class 18 contains 25281 members Mstep: Class 19 contains 49565 members Mstep: Class 20 contains 167384 members Mstep: Class 21 contains 95250 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119284792.000000 Penalty: 154271.140625 Iteration 73Q: 20 clusters Score -1.192848e+08 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32300 members Mstep: Class 3 contains 24501 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16145 members Mstep: Class 8 contains 42111 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 24010 members Mstep: Class 11 contains 15888 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60947 members Mstep: Class 18 contains 25285 members Mstep: Class 19 contains 49557 members Mstep: Class 20 contains 167385 members Mstep: Class 21 contains 95264 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119284928.000000 Penalty: 154271.140625 Iteration 74Q: 20 clusters Score -1.192849e+08 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32299 members Mstep: Class 3 contains 24517 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16113 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 24016 members Mstep: Class 11 contains 15888 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60952 members Mstep: Class 18 contains 25286 members Mstep: Class 19 contains 49548 members Mstep: Class 20 contains 167398 members Mstep: Class 21 contains 95264 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119284960.000000 Penalty: 154271.140625 Iteration 75Q: 20 clusters Score -1.19285e+08 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32297 members Mstep: Class 3 contains 24532 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16082 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24024 members Mstep: Class 11 contains 15888 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 25288 members Mstep: Class 19 contains 49528 members Mstep: Class 20 contains 167409 members Mstep: Class 21 contains 95272 members Mstep: Class 22 contains 8453 members Entering Unmasked Estep ConsiderDeletion Score: -119285016.000000 Penalty: 154271.140625 Iteration 76Q: 20 clusters Score -1.19285e+08 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24546 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16058 members Mstep: Class 8 contains 42111 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24033 members Mstep: Class 11 contains 15891 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60962 members Mstep: Class 18 contains 25290 members Mstep: Class 19 contains 49511 members Mstep: Class 20 contains 167423 members Mstep: Class 21 contains 95268 members Mstep: Class 22 contains 8453 members Entering Unmasked Estep ConsiderDeletion Score: -119285048.000000 Penalty: 154271.140625 Iteration 77Q: 20 clusters Score -1.19285e+08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24558 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16039 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24041 members Mstep: Class 11 contains 15893 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60960 members Mstep: Class 18 contains 25291 members Mstep: Class 19 contains 49495 members Mstep: Class 20 contains 167432 members Mstep: Class 21 contains 95273 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119285120.000000 Penalty: 154271.140625 Iteration 78Q: 20 clusters Score -1.192851e+08 nChanged 71 Entering ConstructFrom: Score: -119285120.000000 Penalty: 154271.140625 Entering ConstructFrom: Trying to split cluster 1 (1289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Entering Unmasked Estep Score: -217935.750000 Penalty: 4386.493652 Iteration 0F: 2 clusters Score -217935.8 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 657 members Entering Unmasked Estep Score: -214245.312500 Penalty: 8772.987305 Iteration 0F: 3 clusters Score -214245.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -215702.203125 Penalty: 8772.987305 Iteration 1F: 3 clusters Score -215702.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -217068.875000 Penalty: 8772.987305 Iteration 2F: 3 clusters Score -217068.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -218176.265625 Penalty: 8772.987305 Iteration 3F: 3 clusters Score -218176.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -218642.140625 Penalty: 8772.987305 Iteration 4Q: 3 clusters Score -218642.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -218781.968750 Penalty: 8772.987305 Iteration 5Q: 3 clusters Score -218782 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -218879.546875 Penalty: 8772.987305 Iteration 6Q: 3 clusters Score -218879.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -218951.343750 Penalty: 8772.987305 Iteration 7Q: 3 clusters Score -218951.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -219044.500000 Penalty: 8772.987305 Iteration 8Q: 3 clusters Score -219044.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -219127.718750 Penalty: 8772.987305 Iteration 9Q: 3 clusters Score -219127.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -219225.656250 Penalty: 8772.987305 Iteration 10Q: 3 clusters Score -219225.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -219391.656250 Penalty: 8772.987305 Iteration 11Q: 3 clusters Score -219391.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -219624.390625 Penalty: 8772.987305 Iteration 12Q: 3 clusters Score -219624.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -219688.578125 Penalty: 8772.987305 Iteration 13Q: 3 clusters Score -219688.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -219775.984375 Penalty: 8772.987305 Iteration 14Q: 3 clusters Score -219776 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -219850.593750 Penalty: 8772.987305 Iteration 15Q: 3 clusters Score -219850.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -219897.484375 Penalty: 8772.987305 Iteration 16Q: 3 clusters Score -219897.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -219910.593750 Penalty: 8772.987305 Iteration 17Q: 3 clusters Score -219910.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -219930.812500 Penalty: 8772.987305 Iteration 18Q: 3 clusters Score -219930.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -219946.546875 Penalty: 8772.987305 Iteration 19Q: 3 clusters Score -219946.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -220029.421875 Penalty: 8772.987305 Iteration 20F: 3 clusters Score -220029.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -220329.109375 Penalty: 8772.987305 Iteration 21Q: 3 clusters Score -220329.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -220424.671875 Penalty: 8772.987305 Iteration 22Q: 3 clusters Score -220424.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -220457.250000 Penalty: 8772.987305 Iteration 23Q: 3 clusters Score -220457.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -220464.875000 Penalty: 8772.987305 Iteration 24Q: 3 clusters Score -220464.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -220467.406250 Penalty: 8772.987305 Iteration 25Q: 3 clusters Score -220467.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -220469.734375 Penalty: 8772.987305 Iteration 26Q: 3 clusters Score -220469.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -220471.562500 Penalty: 8772.987305 Iteration 27Q: 3 clusters Score -220471.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -220477.031250 Penalty: 8772.987305 Iteration 28Q: 3 clusters Score -220477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -220483.062500 Penalty: 8772.987305 Iteration 29Q: 3 clusters Score -220483.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -220485.046875 Penalty: 8772.987305 Iteration 30Q: 3 clusters Score -220485 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -220498.781250 Penalty: 8772.987305 Iteration 31Q: 3 clusters Score -220498.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -220516.562500 Penalty: 8772.987305 Iteration 32Q: 3 clusters Score -220516.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -220519.718750 Penalty: 8772.987305 Iteration 33Q: 3 clusters Score -220519.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -220523.312500 Penalty: 8772.987305 Iteration 34F: 3 clusters Score -220523.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -220545.265625 Penalty: 8772.987305 Iteration 35Q: 3 clusters Score -220545.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -220548.953125 Penalty: 8772.987305 Iteration 36Q: 3 clusters Score -220549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -220552.640625 Penalty: 8772.987305 Iteration 37Q: 3 clusters Score -220552.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -220552.640625 Penalty: 8772.987305 Iteration 38F: 3 clusters Score -220552.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24569 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16012 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24045 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 830 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 25292 members Mstep: Class 19 contains 49482 members Mstep: Class 20 contains 167449 members Mstep: Class 21 contains 95282 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep Score: -119284064.000000 Penalty: 162390.671875 Splitting cluster 1 changes total score from -119285120.000000 to -119284064.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (32298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32298 members Entering Unmasked Estep Score: -6869245.000000 Penalty: 6359.440918 Iteration 0F: 2 clusters Score -6869245 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16294 members Mstep: Class 2 contains 16004 members Entering Unmasked Estep Score: -6844885.500000 Penalty: 12718.881836 Iteration 0F: 3 clusters Score -6844886 nChanged 13811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16755 members Mstep: Class 2 contains 15543 members Entering Unmasked Estep Score: -6852276.000000 Penalty: 12718.881836 Iteration 1F: 3 clusters Score -6852276 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17038 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -6853020.000000 Penalty: 12718.881836 Iteration 2F: 3 clusters Score -6853020 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17364 members Mstep: Class 2 contains 14934 members Entering Unmasked Estep Score: -6853624.500000 Penalty: 12718.881836 Iteration 3Q: 3 clusters Score -6853624 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17738 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -6854124.000000 Penalty: 12718.881836 Iteration 4Q: 3 clusters Score -6854124 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18173 members Mstep: Class 2 contains 14125 members Entering Unmasked Estep Score: -6854526.500000 Penalty: 12718.881836 Iteration 5Q: 3 clusters Score -6854526 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18680 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -6854950.000000 Penalty: 12718.881836 Iteration 6Q: 3 clusters Score -6854950 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19256 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -6855417.000000 Penalty: 12718.881836 Iteration 7Q: 3 clusters Score -6855417 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -6855850.500000 Penalty: 12718.881836 Iteration 8Q: 3 clusters Score -6855850 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20738 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -6856352.000000 Penalty: 12718.881836 Iteration 9Q: 3 clusters Score -6856352 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21676 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -6856936.000000 Penalty: 12718.881836 Iteration 10Q: 3 clusters Score -6856936 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22742 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -6857651.000000 Penalty: 12718.881836 Iteration 11Q: 3 clusters Score -6857651 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23892 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -6858426.000000 Penalty: 12718.881836 Iteration 12Q: 3 clusters Score -6858426 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25138 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -6859347.000000 Penalty: 12718.881836 Iteration 13Q: 3 clusters Score -6859347 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26373 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -6860260.500000 Penalty: 12718.881836 Iteration 14Q: 3 clusters Score -6860260 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27460 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -6861099.500000 Penalty: 12718.881836 Iteration 15Q: 3 clusters Score -6861100 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28366 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -6861783.500000 Penalty: 12718.881836 Iteration 16Q: 3 clusters Score -6861784 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29057 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -6862263.500000 Penalty: 12718.881836 Iteration 17Q: 3 clusters Score -6862264 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29550 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -6862675.000000 Penalty: 12718.881836 Iteration 18Q: 3 clusters Score -6862675 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29900 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -6862942.000000 Penalty: 12718.881836 Iteration 19Q: 3 clusters Score -6862942 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30176 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -6863159.000000 Penalty: 12718.881836 Iteration 20F: 3 clusters Score -6863159 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30367 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -6863307.000000 Penalty: 12718.881836 Iteration 21Q: 3 clusters Score -6863307 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30517 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -6863457.500000 Penalty: 12718.881836 Iteration 22Q: 3 clusters Score -6863458 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30624 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -6863561.000000 Penalty: 12718.881836 Iteration 23Q: 3 clusters Score -6863561 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30713 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -6863648.500000 Penalty: 12718.881836 Iteration 24Q: 3 clusters Score -6863648 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30781 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -6863697.500000 Penalty: 12718.881836 Iteration 25Q: 3 clusters Score -6863698 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30839 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -6863753.500000 Penalty: 12718.881836 Iteration 26Q: 3 clusters Score -6863754 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30880 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -6863809.000000 Penalty: 12718.881836 Iteration 27Q: 3 clusters Score -6863809 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30920 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -6863842.500000 Penalty: 12718.881836 Iteration 28Q: 3 clusters Score -6863842 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -6863883.500000 Penalty: 12718.881836 Iteration 29Q: 3 clusters Score -6863884 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30986 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -6863919.500000 Penalty: 12718.881836 Iteration 30Q: 3 clusters Score -6863920 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31011 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -6863963.000000 Penalty: 12718.881836 Iteration 31Q: 3 clusters Score -6863963 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31037 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -6863978.500000 Penalty: 12718.881836 Iteration 32Q: 3 clusters Score -6863978 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31046 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -6864004.000000 Penalty: 12718.881836 Iteration 33Q: 3 clusters Score -6864004 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31061 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -6864010.500000 Penalty: 12718.881836 Iteration 34Q: 3 clusters Score -6864010 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31073 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -6864019.000000 Penalty: 12718.881836 Iteration 35Q: 3 clusters Score -6864019 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31086 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -6864038.000000 Penalty: 12718.881836 Iteration 36Q: 3 clusters Score -6864038 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31097 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -6864054.500000 Penalty: 12718.881836 Iteration 37Q: 3 clusters Score -6864054 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31106 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -6864071.000000 Penalty: 12718.881836 Iteration 38Q: 3 clusters Score -6864071 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31114 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -6864077.500000 Penalty: 12718.881836 Iteration 39Q: 3 clusters Score -6864078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31116 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -6864077.500000 Penalty: 12718.881836 Iteration 40F: 3 clusters Score -6864078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31120 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -6864079.500000 Penalty: 12718.881836 Iteration 41Q: 3 clusters Score -6864080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31122 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -6864086.500000 Penalty: 12718.881836 Iteration 42Q: 3 clusters Score -6864086 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31122 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -6864086.500000 Penalty: 12718.881836 Iteration 43F: 3 clusters Score -6864086 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (24569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24569 members Entering Unmasked Estep Score: -4963796.500000 Penalty: 6191.909668 Iteration 0F: 2 clusters Score -4963796 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12214 members Mstep: Class 2 contains 12355 members Entering Unmasked Estep Score: -4944262.000000 Penalty: 12383.819336 Iteration 0F: 3 clusters Score -4944262 nChanged 10246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11998 members Mstep: Class 2 contains 12571 members Entering Unmasked Estep Score: -4949679.000000 Penalty: 12383.819336 Iteration 1F: 3 clusters Score -4949679 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -4950287.000000 Penalty: 12383.819336 Iteration 2F: 3 clusters Score -4950287 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -4950710.500000 Penalty: 12383.819336 Iteration 3Q: 3 clusters Score -4950710 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -4951074.500000 Penalty: 12383.819336 Iteration 4Q: 3 clusters Score -4951074 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 13143 members Entering Unmasked Estep Score: -4951426.000000 Penalty: 12383.819336 Iteration 5Q: 3 clusters Score -4951426 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -4951715.500000 Penalty: 12383.819336 Iteration 6Q: 3 clusters Score -4951716 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -4951999.500000 Penalty: 12383.819336 Iteration 7Q: 3 clusters Score -4952000 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 13933 members Entering Unmasked Estep Score: -4952277.000000 Penalty: 12383.819336 Iteration 8Q: 3 clusters Score -4952277 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10287 members Mstep: Class 2 contains 14282 members Entering Unmasked Estep Score: -4952534.000000 Penalty: 12383.819336 Iteration 9Q: 3 clusters Score -4952534 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 14639 members Entering Unmasked Estep Score: -4952800.000000 Penalty: 12383.819336 Iteration 10Q: 3 clusters Score -4952800 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 15025 members Entering Unmasked Estep Score: -4953124.500000 Penalty: 12383.819336 Iteration 11Q: 3 clusters Score -4953124 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 15486 members Entering Unmasked Estep Score: -4953475.500000 Penalty: 12383.819336 Iteration 12Q: 3 clusters Score -4953476 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 15999 members Entering Unmasked Estep Score: -4953864.000000 Penalty: 12383.819336 Iteration 13Q: 3 clusters Score -4953864 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 16530 members Entering Unmasked Estep Score: -4954294.500000 Penalty: 12383.819336 Iteration 14Q: 3 clusters Score -4954294 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 17102 members Entering Unmasked Estep Score: -4954744.500000 Penalty: 12383.819336 Iteration 15Q: 3 clusters Score -4954744 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 17689 members Entering Unmasked Estep Score: -4955159.000000 Penalty: 12383.819336 Iteration 16Q: 3 clusters Score -4955159 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 18275 members Entering Unmasked Estep Score: -4955552.500000 Penalty: 12383.819336 Iteration 17Q: 3 clusters Score -4955552 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 18826 members Entering Unmasked Estep Score: -4955944.000000 Penalty: 12383.819336 Iteration 18Q: 3 clusters Score -4955944 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 19348 members Entering Unmasked Estep Score: -4956349.500000 Penalty: 12383.819336 Iteration 19Q: 3 clusters Score -4956350 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 19843 members Entering Unmasked Estep Score: -4956703.000000 Penalty: 12383.819336 Iteration 20F: 3 clusters Score -4956703 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 20295 members Entering Unmasked Estep Score: -4957012.500000 Penalty: 12383.819336 Iteration 21Q: 3 clusters Score -4957012 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 20667 members Entering Unmasked Estep Score: -4957228.500000 Penalty: 12383.819336 Iteration 22Q: 3 clusters Score -4957228 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 21007 members Entering Unmasked Estep Score: -4957400.000000 Penalty: 12383.819336 Iteration 23Q: 3 clusters Score -4957400 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 21287 members Entering Unmasked Estep Score: -4957552.500000 Penalty: 12383.819336 Iteration 24Q: 3 clusters Score -4957552 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 21523 members Entering Unmasked Estep Score: -4957692.000000 Penalty: 12383.819336 Iteration 25Q: 3 clusters Score -4957692 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 21708 members Entering Unmasked Estep Score: -4957809.000000 Penalty: 12383.819336 Iteration 26Q: 3 clusters Score -4957809 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 21882 members Entering Unmasked Estep Score: -4957891.500000 Penalty: 12383.819336 Iteration 27Q: 3 clusters Score -4957892 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -4957980.500000 Penalty: 12383.819336 Iteration 28Q: 3 clusters Score -4957980 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -4958038.500000 Penalty: 12383.819336 Iteration 29Q: 3 clusters Score -4958038 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 22241 members Entering Unmasked Estep Score: -4958122.000000 Penalty: 12383.819336 Iteration 30Q: 3 clusters Score -4958122 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 22337 members Entering Unmasked Estep Score: -4958184.500000 Penalty: 12383.819336 Iteration 31Q: 3 clusters Score -4958184 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 22436 members Entering Unmasked Estep Score: -4958249.500000 Penalty: 12383.819336 Iteration 32Q: 3 clusters Score -4958250 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 22504 members Entering Unmasked Estep Score: -4958287.500000 Penalty: 12383.819336 Iteration 33Q: 3 clusters Score -4958288 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 22561 members Entering Unmasked Estep Score: -4958323.000000 Penalty: 12383.819336 Iteration 34Q: 3 clusters Score -4958323 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 22610 members Entering Unmasked Estep Score: -4958344.000000 Penalty: 12383.819336 Iteration 35Q: 3 clusters Score -4958344 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 22644 members Entering Unmasked Estep Score: -4958362.000000 Penalty: 12383.819336 Iteration 36Q: 3 clusters Score -4958362 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 22680 members Entering Unmasked Estep Score: -4958388.500000 Penalty: 12383.819336 Iteration 37Q: 3 clusters Score -4958388 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 22721 members Entering Unmasked Estep Score: -4958422.000000 Penalty: 12383.819336 Iteration 38Q: 3 clusters Score -4958422 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 22757 members Entering Unmasked Estep Score: -4958444.500000 Penalty: 12383.819336 Iteration 39Q: 3 clusters Score -4958444 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 22787 members Entering Unmasked Estep Score: -4958460.500000 Penalty: 12383.819336 Iteration 40F: 3 clusters Score -4958460 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 22818 members Entering Unmasked Estep Score: -4958482.500000 Penalty: 12383.819336 Iteration 41Q: 3 clusters Score -4958482 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 22848 members Entering Unmasked Estep Score: -4958511.500000 Penalty: 12383.819336 Iteration 42Q: 3 clusters Score -4958512 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -4958533.000000 Penalty: 12383.819336 Iteration 43Q: 3 clusters Score -4958533 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -4958542.500000 Penalty: 12383.819336 Iteration 44Q: 3 clusters Score -4958542 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 22915 members Entering Unmasked Estep Score: -4958547.500000 Penalty: 12383.819336 Iteration 45Q: 3 clusters Score -4958548 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 22934 members Entering Unmasked Estep Score: -4958564.500000 Penalty: 12383.819336 Iteration 46Q: 3 clusters Score -4958564 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 22947 members Entering Unmasked Estep Score: -4958563.000000 Penalty: 12383.819336 Iteration 47Q: 3 clusters Score -4958563 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 22952 members Entering Unmasked Estep Score: -4958566.500000 Penalty: 12383.819336 Iteration 48Q: 3 clusters Score -4958566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 22957 members Entering Unmasked Estep Score: -4958576.000000 Penalty: 12383.819336 Iteration 49Q: 3 clusters Score -4958576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 22961 members Entering Unmasked Estep Score: -4958570.000000 Penalty: 12383.819336 Iteration 50Q: 3 clusters Score -4958570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 22965 members Entering Unmasked Estep Score: -4958576.000000 Penalty: 12383.819336 Iteration 51Q: 3 clusters Score -4958576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 22972 members Entering Unmasked Estep Score: -4958573.000000 Penalty: 12383.819336 Iteration 52Q: 3 clusters Score -4958573 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 22973 members Entering Unmasked Estep Score: -4958580.000000 Penalty: 12383.819336 Iteration 53Q: 3 clusters Score -4958580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 22975 members Entering Unmasked Estep Score: -4958584.500000 Penalty: 12383.819336 Iteration 54Q: 3 clusters Score -4958584 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 22975 members Entering Unmasked Estep Score: -4958584.500000 Penalty: 12383.819336 Iteration 55F: 3 clusters Score -4958584 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Entering Unmasked Estep Score: -260071.968750 Penalty: 4387.442871 Iteration 0F: 2 clusters Score -260072 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 658 members Entering Unmasked Estep Score: -255708.281250 Penalty: 8774.885742 Iteration 0F: 3 clusters Score -255708.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -256171.062500 Penalty: 8774.885742 Iteration 1F: 3 clusters Score -256171.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -256414.515625 Penalty: 8774.885742 Iteration 2F: 3 clusters Score -256414.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -256613.390625 Penalty: 8774.885742 Iteration 3F: 3 clusters Score -256613.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -256764.109375 Penalty: 8774.885742 Iteration 4Q: 3 clusters Score -256764.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -256945.296875 Penalty: 8774.885742 Iteration 5Q: 3 clusters Score -256945.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -257133.734375 Penalty: 8774.885742 Iteration 6Q: 3 clusters Score -257133.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -257319.625000 Penalty: 8774.885742 Iteration 7Q: 3 clusters Score -257319.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -257532.578125 Penalty: 8774.885742 Iteration 8Q: 3 clusters Score -257532.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -257662.375000 Penalty: 8774.885742 Iteration 9Q: 3 clusters Score -257662.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -257774.703125 Penalty: 8774.885742 Iteration 10Q: 3 clusters Score -257774.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -257821.843750 Penalty: 8774.885742 Iteration 11Q: 3 clusters Score -257821.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -257847.203125 Penalty: 8774.885742 Iteration 12Q: 3 clusters Score -257847.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -257847.203125 Penalty: 8774.885742 Iteration 13F: 3 clusters Score -257847.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Entering Unmasked Estep Score: -228384.812500 Penalty: 4393.579590 Iteration 0F: 2 clusters Score -228384.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -224259.531250 Penalty: 8787.159180 Iteration 0F: 3 clusters Score -224259.5 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -225465.968750 Penalty: 8787.159180 Iteration 1F: 3 clusters Score -225466 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -226076.625000 Penalty: 8787.159180 Iteration 2F: 3 clusters Score -226076.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -226441.421875 Penalty: 8787.159180 Iteration 3F: 3 clusters Score -226441.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -226923.406250 Penalty: 8787.159180 Iteration 4F: 3 clusters Score -226923.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -227510.531250 Penalty: 8787.159180 Iteration 5Q: 3 clusters Score -227510.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -228357.328125 Penalty: 8787.159180 Iteration 6Q: 3 clusters Score -228357.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -228993.953125 Penalty: 8787.159180 Iteration 7Q: 3 clusters Score -228994 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -229645.937500 Penalty: 8787.159180 Iteration 8F: 3 clusters Score -229645.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -230064.484375 Penalty: 8787.159180 Iteration 9Q: 3 clusters Score -230064.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -230411.234375 Penalty: 8787.159180 Iteration 10Q: 3 clusters Score -230411.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -230584.359375 Penalty: 8787.159180 Iteration 11Q: 3 clusters Score -230584.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -230620.562500 Penalty: 8787.159180 Iteration 12Q: 3 clusters Score -230620.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -230642.046875 Penalty: 8787.159180 Iteration 13Q: 3 clusters Score -230642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -230653.140625 Penalty: 8787.159180 Iteration 14Q: 3 clusters Score -230653.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -230678.312500 Penalty: 8787.159180 Iteration 15Q: 3 clusters Score -230678.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -230745.484375 Penalty: 8787.159180 Iteration 16Q: 3 clusters Score -230745.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -230771.218750 Penalty: 8787.159180 Iteration 17Q: 3 clusters Score -230771.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -230788.546875 Penalty: 8787.159180 Iteration 18F: 3 clusters Score -230788.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -230797.984375 Penalty: 8787.159180 Iteration 19Q: 3 clusters Score -230798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -230797.984375 Penalty: 8787.159180 Iteration 20F: 3 clusters Score -230798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24569 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 578 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16012 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24045 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 726 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 25292 members Mstep: Class 19 contains 49482 members Mstep: Class 20 contains 167449 members Mstep: Class 21 contains 95282 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep Score: -119283760.000000 Penalty: 162390.671875 Splitting cluster 5 changes total score from -119285120.000000 to -119283760.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Entering Unmasked Estep Score: -274117.500000 Penalty: 4420.234863 Iteration 0F: 2 clusters Score -274117.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -269638.812500 Penalty: 8840.469727 Iteration 0F: 3 clusters Score -269638.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -270161.906250 Penalty: 8840.469727 Iteration 1F: 3 clusters Score -270161.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -270336.718750 Penalty: 8840.469727 Iteration 2Q: 3 clusters Score -270336.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -270474.812500 Penalty: 8840.469727 Iteration 3Q: 3 clusters Score -270474.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -270602.562500 Penalty: 8840.469727 Iteration 4Q: 3 clusters Score -270602.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -270653.937500 Penalty: 8840.469727 Iteration 5Q: 3 clusters Score -270653.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -270685.906250 Penalty: 8840.469727 Iteration 6Q: 3 clusters Score -270685.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -270712.937500 Penalty: 8840.469727 Iteration 7Q: 3 clusters Score -270712.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -270719.093750 Penalty: 8840.469727 Iteration 8Q: 3 clusters Score -270719.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -270728.062500 Penalty: 8840.469727 Iteration 9Q: 3 clusters Score -270728.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -270733.500000 Penalty: 8840.469727 Iteration 10Q: 3 clusters Score -270733.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -270737.812500 Penalty: 8840.469727 Iteration 11Q: 3 clusters Score -270737.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -270740.343750 Penalty: 8840.469727 Iteration 12Q: 3 clusters Score -270740.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -270740.343750 Penalty: 8840.469727 Iteration 13F: 3 clusters Score -270740.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (16012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16012 members Entering Unmasked Estep Score: -3336779.250000 Penalty: 5929.670410 Iteration 0F: 2 clusters Score -3336779 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -3322833.750000 Penalty: 11859.340820 Iteration 0F: 3 clusters Score -3322834 nChanged 6315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -3326369.500000 Penalty: 11859.340820 Iteration 1F: 3 clusters Score -3326370 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -3326997.500000 Penalty: 11859.340820 Iteration 2F: 3 clusters Score -3326998 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -3327414.000000 Penalty: 11859.340820 Iteration 3Q: 3 clusters Score -3327414 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -3327747.500000 Penalty: 11859.340820 Iteration 4Q: 3 clusters Score -3327748 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -3328061.000000 Penalty: 11859.340820 Iteration 5Q: 3 clusters Score -3328061 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -3328365.000000 Penalty: 11859.340820 Iteration 6Q: 3 clusters Score -3328365 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -3328717.000000 Penalty: 11859.340820 Iteration 7Q: 3 clusters Score -3328717 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -3329119.250000 Penalty: 11859.340820 Iteration 8Q: 3 clusters Score -3329119 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -3329607.750000 Penalty: 11859.340820 Iteration 9Q: 3 clusters Score -3329608 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -3330279.500000 Penalty: 11859.340820 Iteration 10Q: 3 clusters Score -3330280 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -3331249.000000 Penalty: 11859.340820 Iteration 11F: 3 clusters Score -3331249 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -3332512.000000 Penalty: 11859.340820 Iteration 12F: 3 clusters Score -3332512 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -3333787.250000 Penalty: 11859.340820 Iteration 13F: 3 clusters Score -3333787 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -3334566.750000 Penalty: 11859.340820 Iteration 14Q: 3 clusters Score -3334567 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -3334878.000000 Penalty: 11859.340820 Iteration 15Q: 3 clusters Score -3334878 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -3334991.500000 Penalty: 11859.340820 Iteration 16Q: 3 clusters Score -3334992 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -3335032.000000 Penalty: 11859.340820 Iteration 17Q: 3 clusters Score -3335032 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10297 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -3335049.250000 Penalty: 11859.340820 Iteration 18Q: 3 clusters Score -3335049 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -3335057.500000 Penalty: 11859.340820 Iteration 19Q: 3 clusters Score -3335058 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -3335058.250000 Penalty: 11859.340820 Iteration 20F: 3 clusters Score -3335058 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -3335063.500000 Penalty: 11859.340820 Iteration 21Q: 3 clusters Score -3335064 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -3335065.250000 Penalty: 11859.340820 Iteration 22Q: 3 clusters Score -3335065 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -3335070.250000 Penalty: 11859.340820 Iteration 23Q: 3 clusters Score -3335070 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -3335073.750000 Penalty: 11859.340820 Iteration 24Q: 3 clusters Score -3335074 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -3335079.750000 Penalty: 11859.340820 Iteration 25Q: 3 clusters Score -3335080 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -3335074.500000 Penalty: 11859.340820 Iteration 26Q: 3 clusters Score -3335074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10384 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -3335077.500000 Penalty: 11859.340820 Iteration 27Q: 3 clusters Score -3335078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -3335077.000000 Penalty: 11859.340820 Iteration 28Q: 3 clusters Score -3335077 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -3335085.000000 Penalty: 11859.340820 Iteration 29Q: 3 clusters Score -3335085 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10399 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -3335085.750000 Penalty: 11859.340820 Iteration 30Q: 3 clusters Score -3335086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -3335093.250000 Penalty: 11859.340820 Iteration 31Q: 3 clusters Score -3335093 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -3335087.750000 Penalty: 11859.340820 Iteration 32Q: 3 clusters Score -3335088 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -3335089.000000 Penalty: 11859.340820 Iteration 33Q: 3 clusters Score -3335089 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -3335089.000000 Penalty: 11859.340820 Iteration 34F: 3 clusters Score -3335089 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (42109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42109 members Entering Unmasked Estep Score: -8973572.000000 Penalty: 6521.910156 Iteration 0F: 2 clusters Score -8973572 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20923 members Mstep: Class 2 contains 21186 members Entering Unmasked Estep Score: -8942958.000000 Penalty: 13043.820312 Iteration 0F: 3 clusters Score -8942958 nChanged 18310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20413 members Mstep: Class 2 contains 21696 members Entering Unmasked Estep Score: -8952653.000000 Penalty: 13043.820312 Iteration 1F: 3 clusters Score -8952653 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19798 members Mstep: Class 2 contains 22311 members Entering Unmasked Estep Score: -8953651.000000 Penalty: 13043.820312 Iteration 2F: 3 clusters Score -8953651 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19033 members Mstep: Class 2 contains 23076 members Entering Unmasked Estep Score: -8954416.000000 Penalty: 13043.820312 Iteration 3Q: 3 clusters Score -8954416 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18041 members Mstep: Class 2 contains 24068 members Entering Unmasked Estep Score: -8955128.000000 Penalty: 13043.820312 Iteration 4Q: 3 clusters Score -8955128 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16802 members Mstep: Class 2 contains 25307 members Entering Unmasked Estep Score: -8955836.000000 Penalty: 13043.820312 Iteration 5Q: 3 clusters Score -8955836 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15262 members Mstep: Class 2 contains 26847 members Entering Unmasked Estep Score: -8956754.000000 Penalty: 13043.820312 Iteration 6Q: 3 clusters Score -8956754 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13485 members Mstep: Class 2 contains 28624 members Entering Unmasked Estep Score: -8957791.000000 Penalty: 13043.820312 Iteration 7Q: 3 clusters Score -8957791 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 30760 members Entering Unmasked Estep Score: -8959179.000000 Penalty: 13043.820312 Iteration 8F: 3 clusters Score -8959179 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 33158 members Entering Unmasked Estep Score: -8961058.000000 Penalty: 13043.820312 Iteration 9F: 3 clusters Score -8961058 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 35546 members Entering Unmasked Estep Score: -8963016.000000 Penalty: 13043.820312 Iteration 10F: 3 clusters Score -8963016 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 37562 members Entering Unmasked Estep Score: -8964671.000000 Penalty: 13043.820312 Iteration 11Q: 3 clusters Score -8964671 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 39004 members Entering Unmasked Estep Score: -8966013.000000 Penalty: 13043.820312 Iteration 12Q: 3 clusters Score -8966013 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 39936 members Entering Unmasked Estep Score: -8966782.000000 Penalty: 13043.820312 Iteration 13Q: 3 clusters Score -8966782 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 40471 members Entering Unmasked Estep Score: -8967212.000000 Penalty: 13043.820312 Iteration 14Q: 3 clusters Score -8967212 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 40765 members Entering Unmasked Estep Score: -8967460.000000 Penalty: 13043.820312 Iteration 15Q: 3 clusters Score -8967460 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 40949 members Entering Unmasked Estep Score: -8967621.000000 Penalty: 13043.820312 Iteration 16Q: 3 clusters Score -8967621 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 41048 members Entering Unmasked Estep Score: -8967707.000000 Penalty: 13043.820312 Iteration 17Q: 3 clusters Score -8967707 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 41111 members Entering Unmasked Estep Score: -8967778.000000 Penalty: 13043.820312 Iteration 18Q: 3 clusters Score -8967778 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 41153 members Entering Unmasked Estep Score: -8967836.000000 Penalty: 13043.820312 Iteration 19Q: 3 clusters Score -8967836 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 41187 members Entering Unmasked Estep Score: -8967879.000000 Penalty: 13043.820312 Iteration 20F: 3 clusters Score -8967879 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 41209 members Entering Unmasked Estep Score: -8967923.000000 Penalty: 13043.820312 Iteration 21Q: 3 clusters Score -8967923 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 41225 members Entering Unmasked Estep Score: -8967943.000000 Penalty: 13043.820312 Iteration 22Q: 3 clusters Score -8967943 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 41233 members Entering Unmasked Estep Score: -8967946.000000 Penalty: 13043.820312 Iteration 23Q: 3 clusters Score -8967946 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 41242 members Entering Unmasked Estep Score: -8967969.000000 Penalty: 13043.820312 Iteration 24Q: 3 clusters Score -8967969 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 41252 members Entering Unmasked Estep Score: -8967987.000000 Penalty: 13043.820312 Iteration 25Q: 3 clusters Score -8967987 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 41258 members Entering Unmasked Estep Score: -8967993.000000 Penalty: 13043.820312 Iteration 26Q: 3 clusters Score -8967993 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 41263 members Entering Unmasked Estep Score: -8968001.000000 Penalty: 13043.820312 Iteration 27Q: 3 clusters Score -8968001 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 41266 members Entering Unmasked Estep Score: -8968005.000000 Penalty: 13043.820312 Iteration 28Q: 3 clusters Score -8968005 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 41271 members Entering Unmasked Estep Score: -8968007.000000 Penalty: 13043.820312 Iteration 29Q: 3 clusters Score -8968007 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 41271 members Entering Unmasked Estep Score: -8968010.000000 Penalty: 13043.820312 Iteration 30Q: 3 clusters Score -8968010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 41273 members Entering Unmasked Estep Score: -8968010.000000 Penalty: 13043.820312 Iteration 31Q: 3 clusters Score -8968010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 41275 members Entering Unmasked Estep Score: -8968016.000000 Penalty: 13043.820312 Iteration 32Q: 3 clusters Score -8968016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 41276 members Entering Unmasked Estep Score: -8968018.000000 Penalty: 13043.820312 Iteration 33Q: 3 clusters Score -8968018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 41277 members Entering Unmasked Estep Score: -8968028.000000 Penalty: 13043.820312 Iteration 34Q: 3 clusters Score -8968028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 41278 members Entering Unmasked Estep Score: -8968033.000000 Penalty: 13043.820312 Iteration 35Q: 3 clusters Score -8968033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 41279 members Entering Unmasked Estep Score: -8968040.000000 Penalty: 13043.820312 Iteration 36Q: 3 clusters Score -8968040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 41279 members Entering Unmasked Estep Score: -8968040.000000 Penalty: 13043.820312 Iteration 37F: 3 clusters Score -8968040 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Entering Unmasked Estep Score: -198625.187500 Penalty: 4241.325195 Iteration 0F: 2 clusters Score -198625.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -194541.296875 Penalty: 8482.650391 Iteration 0F: 3 clusters Score -194541.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -194887.578125 Penalty: 8482.650391 Iteration 1F: 3 clusters Score -194887.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -195039.843750 Penalty: 8482.650391 Iteration 2Q: 3 clusters Score -195039.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -195219.781250 Penalty: 8482.650391 Iteration 3Q: 3 clusters Score -195219.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -195494.312500 Penalty: 8482.650391 Iteration 4Q: 3 clusters Score -195494.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -195792.750000 Penalty: 8482.650391 Iteration 5Q: 3 clusters Score -195792.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -195902.328125 Penalty: 8482.650391 Iteration 6Q: 3 clusters Score -195902.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -195965.140625 Penalty: 8482.650391 Iteration 7Q: 3 clusters Score -195965.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -196020.109375 Penalty: 8482.650391 Iteration 8Q: 3 clusters Score -196020.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -196064.609375 Penalty: 8482.650391 Iteration 9Q: 3 clusters Score -196064.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -196086.171875 Penalty: 8482.650391 Iteration 10Q: 3 clusters Score -196086.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -196093.875000 Penalty: 8482.650391 Iteration 11Q: 3 clusters Score -196093.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -196096.734375 Penalty: 8482.650391 Iteration 12Q: 3 clusters Score -196096.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -196096.734375 Penalty: 8482.650391 Iteration 13F: 3 clusters Score -196096.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (24045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24045 members Entering Unmasked Estep Score: -4994222.000000 Penalty: 6178.705566 Iteration 0F: 2 clusters Score -4994222 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -4975348.000000 Penalty: 12357.411133 Iteration 0F: 3 clusters Score -4975348 nChanged 9983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -4981812.000000 Penalty: 12357.411133 Iteration 1F: 3 clusters Score -4981812 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13340 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -4984257.500000 Penalty: 12357.411133 Iteration 2F: 3 clusters Score -4984258 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -4986615.500000 Penalty: 12357.411133 Iteration 3F: 3 clusters Score -4986616 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -4988797.500000 Penalty: 12357.411133 Iteration 4F: 3 clusters Score -4988798 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17901 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -4990610.000000 Penalty: 12357.411133 Iteration 5F: 3 clusters Score -4990610 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19223 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -4991950.000000 Penalty: 12357.411133 Iteration 6F: 3 clusters Score -4991950 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20155 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -4992817.500000 Penalty: 12357.411133 Iteration 7Q: 3 clusters Score -4992818 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20796 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -4993305.000000 Penalty: 12357.411133 Iteration 8Q: 3 clusters Score -4993305 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21248 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -4993613.500000 Penalty: 12357.411133 Iteration 9Q: 3 clusters Score -4993614 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21568 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -4993847.500000 Penalty: 12357.411133 Iteration 10Q: 3 clusters Score -4993848 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -4993992.500000 Penalty: 12357.411133 Iteration 11Q: 3 clusters Score -4993992 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21995 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -4994101.500000 Penalty: 12357.411133 Iteration 12Q: 3 clusters Score -4994102 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22145 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -4994193.500000 Penalty: 12357.411133 Iteration 13Q: 3 clusters Score -4994194 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22271 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -4994271.500000 Penalty: 12357.411133 Iteration 14Q: 3 clusters Score -4994272 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22376 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -4994332.500000 Penalty: 12357.411133 Iteration 15Q: 3 clusters Score -4994332 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22450 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -4994369.000000 Penalty: 12357.411133 Iteration 16Q: 3 clusters Score -4994369 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22508 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -4994416.500000 Penalty: 12357.411133 Iteration 17Q: 3 clusters Score -4994416 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22557 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -4994425.000000 Penalty: 12357.411133 Iteration 18Q: 3 clusters Score -4994425 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22586 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -4994453.000000 Penalty: 12357.411133 Iteration 19Q: 3 clusters Score -4994453 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22619 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -4994468.000000 Penalty: 12357.411133 Iteration 20F: 3 clusters Score -4994468 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22643 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -4994484.500000 Penalty: 12357.411133 Iteration 21Q: 3 clusters Score -4994484 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22660 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -4994499.000000 Penalty: 12357.411133 Iteration 22Q: 3 clusters Score -4994499 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22672 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -4994496.000000 Penalty: 12357.411133 Iteration 23Q: 3 clusters Score -4994496 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22680 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -4994500.500000 Penalty: 12357.411133 Iteration 24Q: 3 clusters Score -4994500 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22686 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -4994509.500000 Penalty: 12357.411133 Iteration 25Q: 3 clusters Score -4994510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -4994513.000000 Penalty: 12357.411133 Iteration 26Q: 3 clusters Score -4994513 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -4994513.000000 Penalty: 12357.411133 Iteration 27F: 3 clusters Score -4994513 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24569 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16012 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 22689 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 1356 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 25292 members Mstep: Class 19 contains 49482 members Mstep: Class 20 contains 167449 members Mstep: Class 21 contains 95282 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep Score: -119283496.000000 Penalty: 162390.671875 Splitting cluster 10 changes total score from -119285120.000000 to -119283496.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (15895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Entering Unmasked Estep Score: -3408927.500000 Penalty: 5925.177734 Iteration 0F: 2 clusters Score -3408928 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -3394987.250000 Penalty: 11850.355469 Iteration 0F: 3 clusters Score -3394987 nChanged 6274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -3398586.250000 Penalty: 11850.355469 Iteration 1F: 3 clusters Score -3398586 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -3399457.000000 Penalty: 11850.355469 Iteration 2F: 3 clusters Score -3399457 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -3400180.000000 Penalty: 11850.355469 Iteration 3F: 3 clusters Score -3400180 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -3400714.250000 Penalty: 11850.355469 Iteration 4F: 3 clusters Score -3400714 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -3401133.750000 Penalty: 11850.355469 Iteration 5Q: 3 clusters Score -3401134 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -3401490.500000 Penalty: 11850.355469 Iteration 6Q: 3 clusters Score -3401490 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -3401806.000000 Penalty: 11850.355469 Iteration 7Q: 3 clusters Score -3401806 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -3402097.250000 Penalty: 11850.355469 Iteration 8Q: 3 clusters Score -3402097 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 9825 members Entering Unmasked Estep Score: -3402454.000000 Penalty: 11850.355469 Iteration 9Q: 3 clusters Score -3402454 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -3402756.000000 Penalty: 11850.355469 Iteration 10Q: 3 clusters Score -3402756 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 10750 members Entering Unmasked Estep Score: -3403058.500000 Penalty: 11850.355469 Iteration 11Q: 3 clusters Score -3403058 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -3403387.000000 Penalty: 11850.355469 Iteration 12Q: 3 clusters Score -3403387 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -3403680.250000 Penalty: 11850.355469 Iteration 13Q: 3 clusters Score -3403680 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -3403909.500000 Penalty: 11850.355469 Iteration 14Q: 3 clusters Score -3403910 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 12414 members Entering Unmasked Estep Score: -3404126.000000 Penalty: 11850.355469 Iteration 15Q: 3 clusters Score -3404126 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -3404338.500000 Penalty: 11850.355469 Iteration 16Q: 3 clusters Score -3404338 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -3404542.250000 Penalty: 11850.355469 Iteration 17Q: 3 clusters Score -3404542 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -3404726.000000 Penalty: 11850.355469 Iteration 18Q: 3 clusters Score -3404726 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -3404899.000000 Penalty: 11850.355469 Iteration 19Q: 3 clusters Score -3404899 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 13724 members Entering Unmasked Estep Score: -3405054.250000 Penalty: 11850.355469 Iteration 20F: 3 clusters Score -3405054 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -3405147.750000 Penalty: 11850.355469 Iteration 21Q: 3 clusters Score -3405148 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 13980 members Entering Unmasked Estep Score: -3405206.250000 Penalty: 11850.355469 Iteration 22Q: 3 clusters Score -3405206 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 14066 members Entering Unmasked Estep Score: -3405261.500000 Penalty: 11850.355469 Iteration 23Q: 3 clusters Score -3405262 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 14126 members Entering Unmasked Estep Score: -3405298.250000 Penalty: 11850.355469 Iteration 24Q: 3 clusters Score -3405298 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 14166 members Entering Unmasked Estep Score: -3405334.000000 Penalty: 11850.355469 Iteration 25Q: 3 clusters Score -3405334 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -3405347.000000 Penalty: 11850.355469 Iteration 26Q: 3 clusters Score -3405347 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 14231 members Entering Unmasked Estep Score: -3405370.000000 Penalty: 11850.355469 Iteration 27Q: 3 clusters Score -3405370 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 14260 members Entering Unmasked Estep Score: -3405382.000000 Penalty: 11850.355469 Iteration 28Q: 3 clusters Score -3405382 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 14282 members Entering Unmasked Estep Score: -3405396.750000 Penalty: 11850.355469 Iteration 29Q: 3 clusters Score -3405397 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -3405399.750000 Penalty: 11850.355469 Iteration 30Q: 3 clusters Score -3405400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -3405415.000000 Penalty: 11850.355469 Iteration 31Q: 3 clusters Score -3405415 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 14324 members Entering Unmasked Estep Score: -3405421.750000 Penalty: 11850.355469 Iteration 32Q: 3 clusters Score -3405422 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -3405430.000000 Penalty: 11850.355469 Iteration 33Q: 3 clusters Score -3405430 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -3405438.750000 Penalty: 11850.355469 Iteration 34Q: 3 clusters Score -3405439 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -3405443.500000 Penalty: 11850.355469 Iteration 35Q: 3 clusters Score -3405444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -3405443.750000 Penalty: 11850.355469 Iteration 36Q: 3 clusters Score -3405444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -3405448.750000 Penalty: 11850.355469 Iteration 37Q: 3 clusters Score -3405449 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -3405448.250000 Penalty: 11850.355469 Iteration 38Q: 3 clusters Score -3405448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -3405452.750000 Penalty: 11850.355469 Iteration 39Q: 3 clusters Score -3405453 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -3405450.500000 Penalty: 11850.355469 Iteration 40F: 3 clusters Score -3405450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 14387 members Entering Unmasked Estep Score: -3405456.750000 Penalty: 11850.355469 Iteration 41Q: 3 clusters Score -3405457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 14390 members Entering Unmasked Estep Score: -3405458.000000 Penalty: 11850.355469 Iteration 42Q: 3 clusters Score -3405458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 14394 members Entering Unmasked Estep Score: -3405461.750000 Penalty: 11850.355469 Iteration 43Q: 3 clusters Score -3405462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -3405460.250000 Penalty: 11850.355469 Iteration 44Q: 3 clusters Score -3405460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 14401 members Entering Unmasked Estep Score: -3405461.250000 Penalty: 11850.355469 Iteration 45Q: 3 clusters Score -3405461 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 14401 members Entering Unmasked Estep Score: -3405461.250000 Penalty: 11850.355469 Iteration 46F: 3 clusters Score -3405461 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Entering Unmasked Estep Score: -220793.937500 Penalty: 4348.766602 Iteration 0F: 2 clusters Score -220793.9 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 618 members Entering Unmasked Estep Score: -216923.187500 Penalty: 8697.533203 Iteration 0F: 3 clusters Score -216923.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -217829.828125 Penalty: 8697.533203 Iteration 1F: 3 clusters Score -217829.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -218106.781250 Penalty: 8697.533203 Iteration 2F: 3 clusters Score -218106.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -218446.593750 Penalty: 8697.533203 Iteration 3Q: 3 clusters Score -218446.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -218640.750000 Penalty: 8697.533203 Iteration 4Q: 3 clusters Score -218640.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -218762.031250 Penalty: 8697.533203 Iteration 5Q: 3 clusters Score -218762 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -218846.437500 Penalty: 8697.533203 Iteration 6Q: 3 clusters Score -218846.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -218949.203125 Penalty: 8697.533203 Iteration 7Q: 3 clusters Score -218949.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -219067.890625 Penalty: 8697.533203 Iteration 8Q: 3 clusters Score -219067.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -219203.984375 Penalty: 8697.533203 Iteration 9Q: 3 clusters Score -219204 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -219242.171875 Penalty: 8697.533203 Iteration 10Q: 3 clusters Score -219242.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -219283.703125 Penalty: 8697.533203 Iteration 11Q: 3 clusters Score -219283.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -219302.312500 Penalty: 8697.533203 Iteration 12Q: 3 clusters Score -219302.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -219340.125000 Penalty: 8697.533203 Iteration 13Q: 3 clusters Score -219340.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -219366.453125 Penalty: 8697.533203 Iteration 14Q: 3 clusters Score -219366.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -219374.671875 Penalty: 8697.533203 Iteration 15Q: 3 clusters Score -219374.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -219389.234375 Penalty: 8697.533203 Iteration 16Q: 3 clusters Score -219389.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -219400.812500 Penalty: 8697.533203 Iteration 17Q: 3 clusters Score -219400.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -219402.656250 Penalty: 8697.533203 Iteration 18Q: 3 clusters Score -219402.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -219403.656250 Penalty: 8697.533203 Iteration 19F: 3 clusters Score -219403.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -219416.796875 Penalty: 8697.533203 Iteration 20F: 3 clusters Score -219416.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -219418.328125 Penalty: 8697.533203 Iteration 21Q: 3 clusters Score -219418.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -219418.328125 Penalty: 8697.533203 Iteration 22F: 3 clusters Score -219418.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Entering Unmasked Estep Score: -488275.500000 Penalty: 4744.874023 Iteration 0F: 2 clusters Score -488275.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -482994.312500 Penalty: 9489.748047 Iteration 0F: 3 clusters Score -482994.3 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -483628.781250 Penalty: 9489.748047 Iteration 1F: 3 clusters Score -483628.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -483814.875000 Penalty: 9489.748047 Iteration 2F: 3 clusters Score -483814.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -483900.781250 Penalty: 9489.748047 Iteration 3Q: 3 clusters Score -483900.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -483954.156250 Penalty: 9489.748047 Iteration 4Q: 3 clusters Score -483954.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -483984.468750 Penalty: 9489.748047 Iteration 5Q: 3 clusters Score -483984.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -484004.437500 Penalty: 9489.748047 Iteration 6Q: 3 clusters Score -484004.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -484020.187500 Penalty: 9489.748047 Iteration 7Q: 3 clusters Score -484020.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -484025.031250 Penalty: 9489.748047 Iteration 8Q: 3 clusters Score -484025 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -484030.937500 Penalty: 9489.748047 Iteration 9Q: 3 clusters Score -484030.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -484034.281250 Penalty: 9489.748047 Iteration 10Q: 3 clusters Score -484034.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -484035.187500 Penalty: 9489.748047 Iteration 11Q: 3 clusters Score -484035.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -484036.593750 Penalty: 9489.748047 Iteration 12Q: 3 clusters Score -484036.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -484036.593750 Penalty: 9489.748047 Iteration 13F: 3 clusters Score -484036.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (60959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60959 members Entering Unmasked Estep Score: -12929854.000000 Penalty: 6748.498535 Iteration 0F: 2 clusters Score -1.292985e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30573 members Mstep: Class 2 contains 30386 members Entering Unmasked Estep Score: -12886939.000000 Penalty: 13496.997070 Iteration 0F: 3 clusters Score -1.288694e+07 nChanged 26970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30745 members Mstep: Class 2 contains 30214 members Entering Unmasked Estep Score: -12901443.000000 Penalty: 13496.997070 Iteration 1F: 3 clusters Score -1.290144e+07 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30806 members Mstep: Class 2 contains 30153 members Entering Unmasked Estep Score: -12902213.000000 Penalty: 13496.997070 Iteration 2Q: 3 clusters Score -1.290221e+07 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30866 members Mstep: Class 2 contains 30093 members Entering Unmasked Estep Score: -12902746.000000 Penalty: 13496.997070 Iteration 3Q: 3 clusters Score -1.290275e+07 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30968 members Mstep: Class 2 contains 29991 members Entering Unmasked Estep Score: -12903329.000000 Penalty: 13496.997070 Iteration 4Q: 3 clusters Score -1.290333e+07 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31096 members Mstep: Class 2 contains 29863 members Entering Unmasked Estep Score: -12903696.000000 Penalty: 13496.997070 Iteration 5Q: 3 clusters Score -1.29037e+07 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31160 members Mstep: Class 2 contains 29799 members Entering Unmasked Estep Score: -12904042.000000 Penalty: 13496.997070 Iteration 6Q: 3 clusters Score -1.290404e+07 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31324 members Mstep: Class 2 contains 29635 members Entering Unmasked Estep Score: -12904423.000000 Penalty: 13496.997070 Iteration 7Q: 3 clusters Score -1.290442e+07 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31608 members Mstep: Class 2 contains 29351 members Entering Unmasked Estep Score: -12904758.000000 Penalty: 13496.997070 Iteration 8Q: 3 clusters Score -1.290476e+07 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32007 members Mstep: Class 2 contains 28952 members Entering Unmasked Estep Score: -12905031.000000 Penalty: 13496.997070 Iteration 9Q: 3 clusters Score -1.290503e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32557 members Mstep: Class 2 contains 28402 members Entering Unmasked Estep Score: -12905404.000000 Penalty: 13496.997070 Iteration 10Q: 3 clusters Score -1.29054e+07 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33297 members Mstep: Class 2 contains 27662 members Entering Unmasked Estep Score: -12905842.000000 Penalty: 13496.997070 Iteration 11Q: 3 clusters Score -1.290584e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34289 members Mstep: Class 2 contains 26670 members Entering Unmasked Estep Score: -12906342.000000 Penalty: 13496.997070 Iteration 12Q: 3 clusters Score -1.290634e+07 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35581 members Mstep: Class 2 contains 25378 members Entering Unmasked Estep Score: -12907091.000000 Penalty: 13496.997070 Iteration 13Q: 3 clusters Score -1.290709e+07 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37270 members Mstep: Class 2 contains 23689 members Entering Unmasked Estep Score: -12908231.000000 Penalty: 13496.997070 Iteration 14Q: 3 clusters Score -1.290823e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39357 members Mstep: Class 2 contains 21602 members Entering Unmasked Estep Score: -12909752.000000 Penalty: 13496.997070 Iteration 15Q: 3 clusters Score -1.290975e+07 nChanged 3115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41766 members Mstep: Class 2 contains 19193 members Entering Unmasked Estep Score: -12911576.000000 Penalty: 13496.997070 Iteration 16F: 3 clusters Score -1.291158e+07 nChanged 3094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44210 members Mstep: Class 2 contains 16749 members Entering Unmasked Estep Score: -12913464.000000 Penalty: 13496.997070 Iteration 17F: 3 clusters Score -1.291346e+07 nChanged 2807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46517 members Mstep: Class 2 contains 14442 members Entering Unmasked Estep Score: -12915339.000000 Penalty: 13496.997070 Iteration 18Q: 3 clusters Score -1.291534e+07 nChanged 2468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48567 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -12917035.000000 Penalty: 13496.997070 Iteration 19Q: 3 clusters Score -1.291704e+07 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50292 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -12918498.000000 Penalty: 13496.997070 Iteration 20F: 3 clusters Score -1.29185e+07 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51703 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -12919643.000000 Penalty: 13496.997070 Iteration 21Q: 3 clusters Score -1.291964e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52791 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -12920556.000000 Penalty: 13496.997070 Iteration 22Q: 3 clusters Score -1.292056e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53659 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -12921204.000000 Penalty: 13496.997070 Iteration 23Q: 3 clusters Score -1.29212e+07 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54321 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -12921647.000000 Penalty: 13496.997070 Iteration 24Q: 3 clusters Score -1.292165e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54862 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -12921995.000000 Penalty: 13496.997070 Iteration 25Q: 3 clusters Score -1.2922e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55314 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -12922288.000000 Penalty: 13496.997070 Iteration 26Q: 3 clusters Score -1.292229e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55731 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -12922541.000000 Penalty: 13496.997070 Iteration 27Q: 3 clusters Score -1.292254e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56072 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -12922803.000000 Penalty: 13496.997070 Iteration 28Q: 3 clusters Score -1.29228e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56379 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -12923030.000000 Penalty: 13496.997070 Iteration 29Q: 3 clusters Score -1.292303e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56627 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -12923176.000000 Penalty: 13496.997070 Iteration 30Q: 3 clusters Score -1.292318e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56838 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -12923317.000000 Penalty: 13496.997070 Iteration 31Q: 3 clusters Score -1.292332e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57029 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -12923430.000000 Penalty: 13496.997070 Iteration 32Q: 3 clusters Score -1.292343e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57182 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -12923583.000000 Penalty: 13496.997070 Iteration 33Q: 3 clusters Score -1.292358e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57308 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -12923691.000000 Penalty: 13496.997070 Iteration 34Q: 3 clusters Score -1.292369e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57428 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -12923752.000000 Penalty: 13496.997070 Iteration 35Q: 3 clusters Score -1.292375e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57529 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -12923841.000000 Penalty: 13496.997070 Iteration 36Q: 3 clusters Score -1.292384e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57615 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -12923893.000000 Penalty: 13496.997070 Iteration 37Q: 3 clusters Score -1.292389e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57706 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -12923931.000000 Penalty: 13496.997070 Iteration 38Q: 3 clusters Score -1.292393e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57774 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -12924021.000000 Penalty: 13496.997070 Iteration 39Q: 3 clusters Score -1.292402e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57837 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -12924099.000000 Penalty: 13496.997070 Iteration 40F: 3 clusters Score -1.29241e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57893 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -12924152.000000 Penalty: 13496.997070 Iteration 41Q: 3 clusters Score -1.292415e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57929 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -12924163.000000 Penalty: 13496.997070 Iteration 42Q: 3 clusters Score -1.292416e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57970 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -12924192.000000 Penalty: 13496.997070 Iteration 43Q: 3 clusters Score -1.292419e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57998 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -12924259.000000 Penalty: 13496.997070 Iteration 44Q: 3 clusters Score -1.292426e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58029 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -12924285.000000 Penalty: 13496.997070 Iteration 45Q: 3 clusters Score -1.292428e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58057 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -12924286.000000 Penalty: 13496.997070 Iteration 46Q: 3 clusters Score -1.292429e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58075 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -12924291.000000 Penalty: 13496.997070 Iteration 47Q: 3 clusters Score -1.292429e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58096 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -12924303.000000 Penalty: 13496.997070 Iteration 48Q: 3 clusters Score -1.29243e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58123 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -12924308.000000 Penalty: 13496.997070 Iteration 49Q: 3 clusters Score -1.292431e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58140 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -12924317.000000 Penalty: 13496.997070 Iteration 50Q: 3 clusters Score -1.292432e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58165 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -12924342.000000 Penalty: 13496.997070 Iteration 51Q: 3 clusters Score -1.292434e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58183 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -12924369.000000 Penalty: 13496.997070 Iteration 52Q: 3 clusters Score -1.292437e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58198 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -12924361.000000 Penalty: 13496.997070 Iteration 53Q: 3 clusters Score -1.292436e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58198 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -12924362.000000 Penalty: 13496.997070 Iteration 54Q: 3 clusters Score -1.292436e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58203 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -12924349.000000 Penalty: 13496.997070 Iteration 55Q: 3 clusters Score -1.292435e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58216 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -12924354.000000 Penalty: 13496.997070 Iteration 56Q: 3 clusters Score -1.292435e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58221 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -12924350.000000 Penalty: 13496.997070 Iteration 57Q: 3 clusters Score -1.292435e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58227 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -12924339.000000 Penalty: 13496.997070 Iteration 58Q: 3 clusters Score -1.292434e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58231 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -12924345.000000 Penalty: 13496.997070 Iteration 59Q: 3 clusters Score -1.292434e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58235 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -12924352.000000 Penalty: 13496.997070 Iteration 60F: 3 clusters Score -1.292435e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58237 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -12924370.000000 Penalty: 13496.997070 Iteration 61Q: 3 clusters Score -1.292437e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58240 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -12924369.000000 Penalty: 13496.997070 Iteration 62Q: 3 clusters Score -1.292437e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58244 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -12924375.000000 Penalty: 13496.997070 Iteration 63Q: 3 clusters Score -1.292438e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58247 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -12924368.000000 Penalty: 13496.997070 Iteration 64Q: 3 clusters Score -1.292437e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58249 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -12924372.000000 Penalty: 13496.997070 Iteration 65Q: 3 clusters Score -1.292437e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58256 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -12924364.000000 Penalty: 13496.997070 Iteration 66Q: 3 clusters Score -1.292436e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58259 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -12924372.000000 Penalty: 13496.997070 Iteration 67Q: 3 clusters Score -1.292437e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58261 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -12924375.000000 Penalty: 13496.997070 Iteration 68Q: 3 clusters Score -1.292438e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58261 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -12924375.000000 Penalty: 13496.997070 Iteration 69Q: 3 clusters Score -1.292438e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58263 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -12924362.000000 Penalty: 13496.997070 Iteration 70Q: 3 clusters Score -1.292436e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58263 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -12924361.000000 Penalty: 13496.997070 Iteration 71Q: 3 clusters Score -1.292436e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58269 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -12924376.000000 Penalty: 13496.997070 Iteration 72Q: 3 clusters Score -1.292438e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58277 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -12924381.000000 Penalty: 13496.997070 Iteration 73Q: 3 clusters Score -1.292438e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58278 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -12924373.000000 Penalty: 13496.997070 Iteration 74Q: 3 clusters Score -1.292437e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58282 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -12924379.000000 Penalty: 13496.997070 Iteration 75Q: 3 clusters Score -1.292438e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58284 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -12924375.000000 Penalty: 13496.997070 Iteration 76Q: 3 clusters Score -1.292438e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58288 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -12924381.000000 Penalty: 13496.997070 Iteration 77Q: 3 clusters Score -1.292438e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58290 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -12924383.000000 Penalty: 13496.997070 Iteration 78Q: 3 clusters Score -1.292438e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58295 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -12924397.000000 Penalty: 13496.997070 Iteration 79Q: 3 clusters Score -1.29244e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58300 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -12924398.000000 Penalty: 13496.997070 Iteration 80F: 3 clusters Score -1.29244e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58304 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -12924400.000000 Penalty: 13496.997070 Iteration 81Q: 3 clusters Score -1.29244e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58308 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -12924399.000000 Penalty: 13496.997070 Iteration 82Q: 3 clusters Score -1.29244e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58316 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -12924415.000000 Penalty: 13496.997070 Iteration 83Q: 3 clusters Score -1.292442e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58317 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -12924404.000000 Penalty: 13496.997070 Iteration 84Q: 3 clusters Score -1.29244e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58316 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -12924403.000000 Penalty: 13496.997070 Iteration 85Q: 3 clusters Score -1.29244e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58317 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -12924397.000000 Penalty: 13496.997070 Iteration 86Q: 3 clusters Score -1.29244e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58318 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -12924402.000000 Penalty: 13496.997070 Iteration 87Q: 3 clusters Score -1.29244e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58320 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -12924404.000000 Penalty: 13496.997070 Iteration 88Q: 3 clusters Score -1.29244e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58319 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -12924400.000000 Penalty: 13496.997070 Iteration 89Q: 3 clusters Score -1.29244e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58319 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -12924400.000000 Penalty: 13496.997070 Iteration 90F: 3 clusters Score -1.29244e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (25292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25292 members Entering Unmasked Estep Score: -5398775.000000 Penalty: 6209.674316 Iteration 0F: 2 clusters Score -5398775 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -5379055.500000 Penalty: 12419.348633 Iteration 0F: 3 clusters Score -5379056 nChanged 10503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -5384479.500000 Penalty: 12419.348633 Iteration 1F: 3 clusters Score -5384480 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -5385131.500000 Penalty: 12419.348633 Iteration 2F: 3 clusters Score -5385132 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -5385526.000000 Penalty: 12419.348633 Iteration 3Q: 3 clusters Score -5385526 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -5385796.000000 Penalty: 12419.348633 Iteration 4Q: 3 clusters Score -5385796 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -5386027.000000 Penalty: 12419.348633 Iteration 5Q: 3 clusters Score -5386027 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -5386207.000000 Penalty: 12419.348633 Iteration 6Q: 3 clusters Score -5386207 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 12877 members Entering Unmasked Estep Score: -5386351.500000 Penalty: 12419.348633 Iteration 7Q: 3 clusters Score -5386352 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -5386458.000000 Penalty: 12419.348633 Iteration 8Q: 3 clusters Score -5386458 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 12951 members Entering Unmasked Estep Score: -5386616.500000 Penalty: 12419.348633 Iteration 9Q: 3 clusters Score -5386616 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 12982 members Entering Unmasked Estep Score: -5386765.500000 Penalty: 12419.348633 Iteration 10Q: 3 clusters Score -5386766 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -5386866.500000 Penalty: 12419.348633 Iteration 11Q: 3 clusters Score -5386866 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 13049 members Entering Unmasked Estep Score: -5386972.000000 Penalty: 12419.348633 Iteration 12Q: 3 clusters Score -5386972 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -5387116.500000 Penalty: 12419.348633 Iteration 13Q: 3 clusters Score -5387116 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -5387264.000000 Penalty: 12419.348633 Iteration 14Q: 3 clusters Score -5387264 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -5387428.000000 Penalty: 12419.348633 Iteration 15Q: 3 clusters Score -5387428 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -5387617.500000 Penalty: 12419.348633 Iteration 16Q: 3 clusters Score -5387618 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -5387815.500000 Penalty: 12419.348633 Iteration 17Q: 3 clusters Score -5387816 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -5388061.000000 Penalty: 12419.348633 Iteration 18Q: 3 clusters Score -5388061 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -5388328.500000 Penalty: 12419.348633 Iteration 19Q: 3 clusters Score -5388328 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -5388612.500000 Penalty: 12419.348633 Iteration 20F: 3 clusters Score -5388612 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -5388910.500000 Penalty: 12419.348633 Iteration 21Q: 3 clusters Score -5388910 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -5389249.500000 Penalty: 12419.348633 Iteration 22Q: 3 clusters Score -5389250 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -5389647.000000 Penalty: 12419.348633 Iteration 23Q: 3 clusters Score -5389647 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 12354 members Entering Unmasked Estep Score: -5390068.500000 Penalty: 12419.348633 Iteration 24Q: 3 clusters Score -5390068 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13228 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -5390531.000000 Penalty: 12419.348633 Iteration 25Q: 3 clusters Score -5390531 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -5391121.500000 Penalty: 12419.348633 Iteration 26Q: 3 clusters Score -5391122 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -5391869.500000 Penalty: 12419.348633 Iteration 27Q: 3 clusters Score -5391870 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14498 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -5392957.000000 Penalty: 12419.348633 Iteration 28Q: 3 clusters Score -5392957 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 10356 members Entering Unmasked Estep Score: -5394646.000000 Penalty: 12419.348633 Iteration 29Q: 3 clusters Score -5394646 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15163 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -5396486.000000 Penalty: 12419.348633 Iteration 30Q: 3 clusters Score -5396486 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15055 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -5397775.000000 Penalty: 12419.348633 Iteration 31Q: 3 clusters Score -5397775 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -5398465.000000 Penalty: 12419.348633 Iteration 32Q: 3 clusters Score -5398465 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 10860 members Entering Unmasked Estep Score: -5398806.000000 Penalty: 12419.348633 Iteration 33Q: 3 clusters Score -5398806 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -5398951.500000 Penalty: 12419.348633 Iteration 34Q: 3 clusters Score -5398952 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 11279 members Entering Unmasked Estep Score: -5399022.500000 Penalty: 12419.348633 Iteration 35Q: 3 clusters Score -5399022 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13888 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -5399069.000000 Penalty: 12419.348633 Iteration 36Q: 3 clusters Score -5399069 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -5399086.500000 Penalty: 12419.348633 Iteration 37Q: 3 clusters Score -5399086 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -5399087.500000 Penalty: 12419.348633 Iteration 38Q: 3 clusters Score -5399088 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13689 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -5399096.500000 Penalty: 12419.348633 Iteration 39Q: 3 clusters Score -5399096 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13641 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -5399124.000000 Penalty: 12419.348633 Iteration 40F: 3 clusters Score -5399124 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 11686 members Entering Unmasked Estep Score: -5399139.500000 Penalty: 12419.348633 Iteration 41Q: 3 clusters Score -5399140 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -5399143.000000 Penalty: 12419.348633 Iteration 42Q: 3 clusters Score -5399143 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13564 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -5399130.000000 Penalty: 12419.348633 Iteration 43Q: 3 clusters Score -5399130 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13555 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -5399137.500000 Penalty: 12419.348633 Iteration 44Q: 3 clusters Score -5399138 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13547 members Mstep: Class 2 contains 11745 members Entering Unmasked Estep Score: -5399141.000000 Penalty: 12419.348633 Iteration 45Q: 3 clusters Score -5399141 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 11750 members Entering Unmasked Estep Score: -5399135.000000 Penalty: 12419.348633 Iteration 46Q: 3 clusters Score -5399135 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 11754 members Entering Unmasked Estep Score: -5399132.500000 Penalty: 12419.348633 Iteration 47Q: 3 clusters Score -5399132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -5399141.000000 Penalty: 12419.348633 Iteration 48Q: 3 clusters Score -5399141 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -5399141.000000 Penalty: 12419.348633 Iteration 49F: 3 clusters Score -5399141 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24569 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16012 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24045 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 11755 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 13537 members Mstep: Class 19 contains 49482 members Mstep: Class 20 contains 167449 members Mstep: Class 21 contains 95282 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep Score: -119283432.000000 Penalty: 162390.671875 Splitting cluster 18 changes total score from -119285120.000000 to -119283432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (49482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49482 members Entering Unmasked Estep Score: -10521105.000000 Penalty: 6620.735840 Iteration 0F: 2 clusters Score -1.05211e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24720 members Mstep: Class 2 contains 24762 members Entering Unmasked Estep Score: -10485751.000000 Penalty: 13241.471680 Iteration 0F: 3 clusters Score -1.048575e+07 nChanged 21815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24553 members Mstep: Class 2 contains 24929 members Entering Unmasked Estep Score: -10497568.000000 Penalty: 13241.471680 Iteration 1F: 3 clusters Score -1.049757e+07 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24268 members Mstep: Class 2 contains 25214 members Entering Unmasked Estep Score: -10498642.000000 Penalty: 13241.471680 Iteration 2F: 3 clusters Score -1.049864e+07 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23953 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -10499570.000000 Penalty: 13241.471680 Iteration 3Q: 3 clusters Score -1.049957e+07 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23677 members Mstep: Class 2 contains 25805 members Entering Unmasked Estep Score: -10500304.000000 Penalty: 13241.471680 Iteration 4Q: 3 clusters Score -1.05003e+07 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 26061 members Entering Unmasked Estep Score: -10501019.000000 Penalty: 13241.471680 Iteration 5Q: 3 clusters Score -1.050102e+07 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23176 members Mstep: Class 2 contains 26306 members Entering Unmasked Estep Score: -10501826.000000 Penalty: 13241.471680 Iteration 6Q: 3 clusters Score -1.050183e+07 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23002 members Mstep: Class 2 contains 26480 members Entering Unmasked Estep Score: -10502564.000000 Penalty: 13241.471680 Iteration 7Q: 3 clusters Score -1.050256e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22817 members Mstep: Class 2 contains 26665 members Entering Unmasked Estep Score: -10503457.000000 Penalty: 13241.471680 Iteration 8Q: 3 clusters Score -1.050346e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22678 members Mstep: Class 2 contains 26804 members Entering Unmasked Estep Score: -10504385.000000 Penalty: 13241.471680 Iteration 9Q: 3 clusters Score -1.050438e+07 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22500 members Mstep: Class 2 contains 26982 members Entering Unmasked Estep Score: -10505163.000000 Penalty: 13241.471680 Iteration 10Q: 3 clusters Score -1.050516e+07 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22426 members Mstep: Class 2 contains 27056 members Entering Unmasked Estep Score: -10506047.000000 Penalty: 13241.471680 Iteration 11Q: 3 clusters Score -1.050605e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22380 members Mstep: Class 2 contains 27102 members Entering Unmasked Estep Score: -10506826.000000 Penalty: 13241.471680 Iteration 12Q: 3 clusters Score -1.050683e+07 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22385 members Mstep: Class 2 contains 27097 members Entering Unmasked Estep Score: -10507628.000000 Penalty: 13241.471680 Iteration 13Q: 3 clusters Score -1.050763e+07 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22351 members Mstep: Class 2 contains 27131 members Entering Unmasked Estep Score: -10508343.000000 Penalty: 13241.471680 Iteration 14Q: 3 clusters Score -1.050834e+07 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22416 members Mstep: Class 2 contains 27066 members Entering Unmasked Estep Score: -10509095.000000 Penalty: 13241.471680 Iteration 15Q: 3 clusters Score -1.05091e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22562 members Mstep: Class 2 contains 26920 members Entering Unmasked Estep Score: -10509804.000000 Penalty: 13241.471680 Iteration 16Q: 3 clusters Score -1.05098e+07 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22819 members Mstep: Class 2 contains 26663 members Entering Unmasked Estep Score: -10510455.000000 Penalty: 13241.471680 Iteration 17Q: 3 clusters Score -1.051046e+07 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23095 members Mstep: Class 2 contains 26387 members Entering Unmasked Estep Score: -10511003.000000 Penalty: 13241.471680 Iteration 18Q: 3 clusters Score -1.0511e+07 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23368 members Mstep: Class 2 contains 26114 members Entering Unmasked Estep Score: -10511405.000000 Penalty: 13241.471680 Iteration 19Q: 3 clusters Score -1.05114e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23660 members Mstep: Class 2 contains 25822 members Entering Unmasked Estep Score: -10511752.000000 Penalty: 13241.471680 Iteration 20F: 3 clusters Score -1.051175e+07 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23944 members Mstep: Class 2 contains 25538 members Entering Unmasked Estep Score: -10511974.000000 Penalty: 13241.471680 Iteration 21Q: 3 clusters Score -1.051197e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24200 members Mstep: Class 2 contains 25282 members Entering Unmasked Estep Score: -10512192.000000 Penalty: 13241.471680 Iteration 22Q: 3 clusters Score -1.051219e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24423 members Mstep: Class 2 contains 25059 members Entering Unmasked Estep Score: -10512335.000000 Penalty: 13241.471680 Iteration 23Q: 3 clusters Score -1.051234e+07 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24628 members Mstep: Class 2 contains 24854 members Entering Unmasked Estep Score: -10512505.000000 Penalty: 13241.471680 Iteration 24Q: 3 clusters Score -1.05125e+07 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24802 members Mstep: Class 2 contains 24680 members Entering Unmasked Estep Score: -10512752.000000 Penalty: 13241.471680 Iteration 25Q: 3 clusters Score -1.051275e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24954 members Mstep: Class 2 contains 24528 members Entering Unmasked Estep Score: -10512897.000000 Penalty: 13241.471680 Iteration 26Q: 3 clusters Score -1.05129e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25068 members Mstep: Class 2 contains 24414 members Entering Unmasked Estep Score: -10513104.000000 Penalty: 13241.471680 Iteration 27Q: 3 clusters Score -1.05131e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25140 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -10513356.000000 Penalty: 13241.471680 Iteration 28Q: 3 clusters Score -1.051336e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25186 members Mstep: Class 2 contains 24296 members Entering Unmasked Estep Score: -10513578.000000 Penalty: 13241.471680 Iteration 29Q: 3 clusters Score -1.051358e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25201 members Mstep: Class 2 contains 24281 members Entering Unmasked Estep Score: -10513838.000000 Penalty: 13241.471680 Iteration 30Q: 3 clusters Score -1.051384e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25184 members Mstep: Class 2 contains 24298 members Entering Unmasked Estep Score: -10514006.000000 Penalty: 13241.471680 Iteration 31Q: 3 clusters Score -1.051401e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25153 members Mstep: Class 2 contains 24329 members Entering Unmasked Estep Score: -10514151.000000 Penalty: 13241.471680 Iteration 32Q: 3 clusters Score -1.051415e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25100 members Mstep: Class 2 contains 24382 members Entering Unmasked Estep Score: -10514241.000000 Penalty: 13241.471680 Iteration 33Q: 3 clusters Score -1.051424e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25071 members Mstep: Class 2 contains 24411 members Entering Unmasked Estep Score: -10514344.000000 Penalty: 13241.471680 Iteration 34Q: 3 clusters Score -1.051434e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25060 members Mstep: Class 2 contains 24422 members Entering Unmasked Estep Score: -10514447.000000 Penalty: 13241.471680 Iteration 35Q: 3 clusters Score -1.051445e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25022 members Mstep: Class 2 contains 24460 members Entering Unmasked Estep Score: -10514502.000000 Penalty: 13241.471680 Iteration 36Q: 3 clusters Score -1.05145e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24931 members Mstep: Class 2 contains 24551 members Entering Unmasked Estep Score: -10514594.000000 Penalty: 13241.471680 Iteration 37Q: 3 clusters Score -1.051459e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24795 members Mstep: Class 2 contains 24687 members Entering Unmasked Estep Score: -10514677.000000 Penalty: 13241.471680 Iteration 38Q: 3 clusters Score -1.051468e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24633 members Mstep: Class 2 contains 24849 members Entering Unmasked Estep Score: -10514807.000000 Penalty: 13241.471680 Iteration 39Q: 3 clusters Score -1.051481e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24456 members Mstep: Class 2 contains 25026 members Entering Unmasked Estep Score: -10514920.000000 Penalty: 13241.471680 Iteration 40F: 3 clusters Score -1.051492e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24262 members Mstep: Class 2 contains 25220 members Entering Unmasked Estep Score: -10515057.000000 Penalty: 13241.471680 Iteration 41Q: 3 clusters Score -1.051506e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24064 members Mstep: Class 2 contains 25418 members Entering Unmasked Estep Score: -10515162.000000 Penalty: 13241.471680 Iteration 42Q: 3 clusters Score -1.051516e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23882 members Mstep: Class 2 contains 25600 members Entering Unmasked Estep Score: -10515234.000000 Penalty: 13241.471680 Iteration 43Q: 3 clusters Score -1.051523e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23704 members Mstep: Class 2 contains 25778 members Entering Unmasked Estep Score: -10515286.000000 Penalty: 13241.471680 Iteration 44Q: 3 clusters Score -1.051529e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23528 members Mstep: Class 2 contains 25954 members Entering Unmasked Estep Score: -10515340.000000 Penalty: 13241.471680 Iteration 45Q: 3 clusters Score -1.051534e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23390 members Mstep: Class 2 contains 26092 members Entering Unmasked Estep Score: -10515373.000000 Penalty: 13241.471680 Iteration 46Q: 3 clusters Score -1.051537e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23277 members Mstep: Class 2 contains 26205 members Entering Unmasked Estep Score: -10515392.000000 Penalty: 13241.471680 Iteration 47Q: 3 clusters Score -1.051539e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23164 members Mstep: Class 2 contains 26318 members Entering Unmasked Estep Score: -10515429.000000 Penalty: 13241.471680 Iteration 48Q: 3 clusters Score -1.051543e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23035 members Mstep: Class 2 contains 26447 members Entering Unmasked Estep Score: -10515452.000000 Penalty: 13241.471680 Iteration 49Q: 3 clusters Score -1.051545e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22928 members Mstep: Class 2 contains 26554 members Entering Unmasked Estep Score: -10515464.000000 Penalty: 13241.471680 Iteration 50Q: 3 clusters Score -1.051546e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22826 members Mstep: Class 2 contains 26656 members Entering Unmasked Estep Score: -10515477.000000 Penalty: 13241.471680 Iteration 51Q: 3 clusters Score -1.051548e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22740 members Mstep: Class 2 contains 26742 members Entering Unmasked Estep Score: -10515482.000000 Penalty: 13241.471680 Iteration 52Q: 3 clusters Score -1.051548e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22671 members Mstep: Class 2 contains 26811 members Entering Unmasked Estep Score: -10515513.000000 Penalty: 13241.471680 Iteration 53Q: 3 clusters Score -1.051551e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22602 members Mstep: Class 2 contains 26880 members Entering Unmasked Estep Score: -10515508.000000 Penalty: 13241.471680 Iteration 54Q: 3 clusters Score -1.051551e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22556 members Mstep: Class 2 contains 26926 members Entering Unmasked Estep Score: -10515534.000000 Penalty: 13241.471680 Iteration 55Q: 3 clusters Score -1.051553e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22522 members Mstep: Class 2 contains 26960 members Entering Unmasked Estep Score: -10515504.000000 Penalty: 13241.471680 Iteration 56Q: 3 clusters Score -1.05155e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22482 members Mstep: Class 2 contains 27000 members Entering Unmasked Estep Score: -10515499.000000 Penalty: 13241.471680 Iteration 57Q: 3 clusters Score -1.05155e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22448 members Mstep: Class 2 contains 27034 members Entering Unmasked Estep Score: -10515521.000000 Penalty: 13241.471680 Iteration 58Q: 3 clusters Score -1.051552e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22420 members Mstep: Class 2 contains 27062 members Entering Unmasked Estep Score: -10515513.000000 Penalty: 13241.471680 Iteration 59Q: 3 clusters Score -1.051551e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22390 members Mstep: Class 2 contains 27092 members Entering Unmasked Estep Score: -10515516.000000 Penalty: 13241.471680 Iteration 60F: 3 clusters Score -1.051552e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22362 members Mstep: Class 2 contains 27120 members Entering Unmasked Estep Score: -10515519.000000 Penalty: 13241.471680 Iteration 61Q: 3 clusters Score -1.051552e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22331 members Mstep: Class 2 contains 27151 members Entering Unmasked Estep Score: -10515513.000000 Penalty: 13241.471680 Iteration 62Q: 3 clusters Score -1.051551e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 27180 members Entering Unmasked Estep Score: -10515519.000000 Penalty: 13241.471680 Iteration 63Q: 3 clusters Score -1.051552e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22276 members Mstep: Class 2 contains 27206 members Entering Unmasked Estep Score: -10515510.000000 Penalty: 13241.471680 Iteration 64Q: 3 clusters Score -1.051551e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22247 members Mstep: Class 2 contains 27235 members Entering Unmasked Estep Score: -10515502.000000 Penalty: 13241.471680 Iteration 65Q: 3 clusters Score -1.05155e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22221 members Mstep: Class 2 contains 27261 members Entering Unmasked Estep Score: -10515488.000000 Penalty: 13241.471680 Iteration 66Q: 3 clusters Score -1.051549e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 27273 members Entering Unmasked Estep Score: -10515486.000000 Penalty: 13241.471680 Iteration 67Q: 3 clusters Score -1.051549e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -10515501.000000 Penalty: 13241.471680 Iteration 68Q: 3 clusters Score -1.05155e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22180 members Mstep: Class 2 contains 27302 members Entering Unmasked Estep Score: -10515501.000000 Penalty: 13241.471680 Iteration 69Q: 3 clusters Score -1.05155e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 27317 members Entering Unmasked Estep Score: -10515491.000000 Penalty: 13241.471680 Iteration 70Q: 3 clusters Score -1.051549e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22148 members Mstep: Class 2 contains 27334 members Entering Unmasked Estep Score: -10515504.000000 Penalty: 13241.471680 Iteration 71Q: 3 clusters Score -1.05155e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22135 members Mstep: Class 2 contains 27347 members Entering Unmasked Estep Score: -10515518.000000 Penalty: 13241.471680 Iteration 72Q: 3 clusters Score -1.051552e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22119 members Mstep: Class 2 contains 27363 members Entering Unmasked Estep Score: -10515484.000000 Penalty: 13241.471680 Iteration 73Q: 3 clusters Score -1.051548e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 27382 members Entering Unmasked Estep Score: -10515501.000000 Penalty: 13241.471680 Iteration 74Q: 3 clusters Score -1.05155e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22076 members Mstep: Class 2 contains 27406 members Entering Unmasked Estep Score: -10515515.000000 Penalty: 13241.471680 Iteration 75Q: 3 clusters Score -1.051552e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22055 members Mstep: Class 2 contains 27427 members Entering Unmasked Estep Score: -10515506.000000 Penalty: 13241.471680 Iteration 76Q: 3 clusters Score -1.051551e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22046 members Mstep: Class 2 contains 27436 members Entering Unmasked Estep Score: -10515518.000000 Penalty: 13241.471680 Iteration 77Q: 3 clusters Score -1.051552e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22035 members Mstep: Class 2 contains 27447 members Entering Unmasked Estep Score: -10515534.000000 Penalty: 13241.471680 Iteration 78Q: 3 clusters Score -1.051553e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22023 members Mstep: Class 2 contains 27459 members Entering Unmasked Estep Score: -10515527.000000 Penalty: 13241.471680 Iteration 79Q: 3 clusters Score -1.051553e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22011 members Mstep: Class 2 contains 27471 members Entering Unmasked Estep Score: -10515540.000000 Penalty: 13241.471680 Iteration 80F: 3 clusters Score -1.051554e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22001 members Mstep: Class 2 contains 27481 members Entering Unmasked Estep Score: -10515556.000000 Penalty: 13241.471680 Iteration 81Q: 3 clusters Score -1.051556e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21995 members Mstep: Class 2 contains 27487 members Entering Unmasked Estep Score: -10515557.000000 Penalty: 13241.471680 Iteration 82Q: 3 clusters Score -1.051556e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21983 members Mstep: Class 2 contains 27499 members Entering Unmasked Estep Score: -10515564.000000 Penalty: 13241.471680 Iteration 83Q: 3 clusters Score -1.051556e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21975 members Mstep: Class 2 contains 27507 members Entering Unmasked Estep Score: -10515555.000000 Penalty: 13241.471680 Iteration 84Q: 3 clusters Score -1.051556e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21970 members Mstep: Class 2 contains 27512 members Entering Unmasked Estep Score: -10515558.000000 Penalty: 13241.471680 Iteration 85Q: 3 clusters Score -1.051556e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21962 members Mstep: Class 2 contains 27520 members Entering Unmasked Estep Score: -10515564.000000 Penalty: 13241.471680 Iteration 86Q: 3 clusters Score -1.051556e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21951 members Mstep: Class 2 contains 27531 members Entering Unmasked Estep Score: -10515568.000000 Penalty: 13241.471680 Iteration 87Q: 3 clusters Score -1.051557e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21937 members Mstep: Class 2 contains 27545 members Entering Unmasked Estep Score: -10515547.000000 Penalty: 13241.471680 Iteration 88Q: 3 clusters Score -1.051555e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21930 members Mstep: Class 2 contains 27552 members Entering Unmasked Estep Score: -10515541.000000 Penalty: 13241.471680 Iteration 89Q: 3 clusters Score -1.051554e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21922 members Mstep: Class 2 contains 27560 members Entering Unmasked Estep Score: -10515540.000000 Penalty: 13241.471680 Iteration 90Q: 3 clusters Score -1.051554e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21915 members Mstep: Class 2 contains 27567 members Entering Unmasked Estep Score: -10515558.000000 Penalty: 13241.471680 Iteration 91Q: 3 clusters Score -1.051556e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21911 members Mstep: Class 2 contains 27571 members Entering Unmasked Estep Score: -10515553.000000 Penalty: 13241.471680 Iteration 92Q: 3 clusters Score -1.051555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21906 members Mstep: Class 2 contains 27576 members Entering Unmasked Estep Score: -10515560.000000 Penalty: 13241.471680 Iteration 93Q: 3 clusters Score -1.051556e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21901 members Mstep: Class 2 contains 27581 members Entering Unmasked Estep Score: -10515559.000000 Penalty: 13241.471680 Iteration 94Q: 3 clusters Score -1.051556e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21896 members Mstep: Class 2 contains 27586 members Entering Unmasked Estep Score: -10515549.000000 Penalty: 13241.471680 Iteration 95Q: 3 clusters Score -1.051555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 27591 members Entering Unmasked Estep Score: -10515552.000000 Penalty: 13241.471680 Iteration 96Q: 3 clusters Score -1.051555e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21882 members Mstep: Class 2 contains 27600 members Entering Unmasked Estep Score: -10515559.000000 Penalty: 13241.471680 Iteration 97Q: 3 clusters Score -1.051556e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21874 members Mstep: Class 2 contains 27608 members Entering Unmasked Estep Score: -10515565.000000 Penalty: 13241.471680 Iteration 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-10515570.000000 Penalty: 13241.471680 Iteration 102Q: 3 clusters Score -1.051557e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21834 members Mstep: Class 2 contains 27648 members Entering Unmasked Estep Score: -10515559.000000 Penalty: 13241.471680 Iteration 103Q: 3 clusters Score -1.051556e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21827 members Mstep: Class 2 contains 27655 members Entering Unmasked Estep Score: -10515558.000000 Penalty: 13241.471680 Iteration 104Q: 3 clusters Score -1.051556e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21821 members Mstep: Class 2 contains 27661 members Entering Unmasked Estep Score: -10515573.000000 Penalty: 13241.471680 Iteration 105Q: 3 clusters Score -1.051557e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 27667 members Entering Unmasked Estep Score: -10515571.000000 Penalty: 13241.471680 Iteration 106Q: 3 clusters Score -1.051557e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21809 members Mstep: Class 2 contains 27673 members Entering Unmasked Estep Score: -10515558.000000 Penalty: 13241.471680 Iteration 107Q: 3 clusters Score -1.051556e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21800 members Mstep: Class 2 contains 27682 members Entering Unmasked Estep Score: -10515553.000000 Penalty: 13241.471680 Iteration 108Q: 3 clusters Score -1.051555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21795 members Mstep: Class 2 contains 27687 members Entering Unmasked Estep Score: -10515558.000000 Penalty: 13241.471680 Iteration 109Q: 3 clusters Score -1.051556e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21790 members Mstep: Class 2 contains 27692 members Entering Unmasked Estep Score: -10515560.000000 Penalty: 13241.471680 Iteration 110Q: 3 clusters Score -1.051556e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21785 members Mstep: Class 2 contains 27697 members Entering Unmasked Estep Score: -10515547.000000 Penalty: 13241.471680 Iteration 111Q: 3 clusters Score -1.051555e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21781 members Mstep: Class 2 contains 27701 members Entering Unmasked Estep Score: -10515558.000000 Penalty: 13241.471680 Iteration 112Q: 3 clusters Score -1.051556e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21779 members Mstep: Class 2 contains 27703 members Entering Unmasked Estep Score: -10515551.000000 Penalty: 13241.471680 Iteration 113Q: 3 clusters Score -1.051555e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21777 members Mstep: Class 2 contains 27705 members Entering Unmasked Estep Score: -10515554.000000 Penalty: 13241.471680 Iteration 114Q: 3 clusters Score -1.051555e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21774 members Mstep: Class 2 contains 27708 members Entering Unmasked Estep Score: -10515544.000000 Penalty: 13241.471680 Iteration 115Q: 3 clusters Score -1.051554e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21770 members Mstep: Class 2 contains 27712 members Entering Unmasked Estep Score: -10515547.000000 Penalty: 13241.471680 Iteration 116Q: 3 clusters Score -1.051555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21765 members Mstep: Class 2 contains 27717 members Entering Unmasked Estep Score: -10515547.000000 Penalty: 13241.471680 Iteration 117Q: 3 clusters Score -1.051555e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21762 members Mstep: Class 2 contains 27720 members Entering Unmasked Estep Score: -10515548.000000 Penalty: 13241.471680 Iteration 118Q: 3 clusters Score -1.051555e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21756 members Mstep: Class 2 contains 27726 members Entering Unmasked Estep Score: -10515546.000000 Penalty: 13241.471680 Iteration 119Q: 3 clusters Score -1.051555e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21755 members Mstep: Class 2 contains 27727 members Entering Unmasked Estep Score: -10515551.000000 Penalty: 13241.471680 Iteration 120F: 3 clusters Score -1.051555e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21754 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -10515556.000000 Penalty: 13241.471680 Iteration 121Q: 3 clusters Score -1.051556e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21753 members Mstep: Class 2 contains 27729 members Entering Unmasked Estep Score: -10515555.000000 Penalty: 13241.471680 Iteration 122Q: 3 clusters Score -1.051556e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21753 members Mstep: Class 2 contains 27729 members Entering Unmasked Estep Score: -10515555.000000 Penalty: 13241.471680 Iteration 123F: 3 clusters Score -1.051556e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (167449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167449 members Entering Unmasked Estep Score: -35379172.000000 Penalty: 7367.415527 Iteration 0F: 2 clusters Score -3.537917e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83608 members Mstep: Class 2 contains 83841 members Entering Unmasked Estep Score: -35266536.000000 Penalty: 14734.831055 Iteration 0F: 3 clusters Score -3.526654e+07 nChanged 78552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82198 members Mstep: Class 2 contains 85251 members Entering Unmasked Estep Score: -35310520.000000 Penalty: 14734.831055 Iteration 1F: 3 clusters Score -3.531052e+07 nChanged 5371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81309 members Mstep: Class 2 contains 86140 members Entering Unmasked Estep Score: -35311624.000000 Penalty: 14734.831055 Iteration 2Q: 3 clusters Score -3.531162e+07 nChanged 5064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80121 members Mstep: Class 2 contains 87328 members Entering Unmasked Estep Score: -35312784.000000 Penalty: 14734.831055 Iteration 3Q: 3 clusters Score -3.531278e+07 nChanged 4940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78313 members Mstep: Class 2 contains 89136 members Entering Unmasked Estep Score: -35313816.000000 Penalty: 14734.831055 Iteration 4Q: 3 clusters Score -3.531382e+07 nChanged 5133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75682 members Mstep: Class 2 contains 91767 members Entering Unmasked Estep Score: -35315016.000000 Penalty: 14734.831055 Iteration 5Q: 3 clusters Score -3.531502e+07 nChanged 5813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71735 members Mstep: Class 2 contains 95714 members Entering Unmasked Estep Score: -35316728.000000 Penalty: 14734.831055 Iteration 6Q: 3 clusters Score -3.531673e+07 nChanged 7015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66032 members Mstep: Class 2 contains 101417 members Entering Unmasked Estep Score: -35319532.000000 Penalty: 14734.831055 Iteration 7Q: 3 clusters Score -3.531953e+07 nChanged 8878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57986 members Mstep: Class 2 contains 109463 members Entering Unmasked Estep Score: -35324432.000000 Penalty: 14734.831055 Iteration 8F: 3 clusters Score -3.532443e+07 nChanged 11025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47433 members Mstep: Class 2 contains 120016 members Entering Unmasked Estep Score: -35331604.000000 Penalty: 14734.831055 Iteration 9F: 3 clusters Score -3.53316e+07 nChanged 12916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34793 members Mstep: Class 2 contains 132656 members Entering Unmasked Estep Score: -35341896.000000 Penalty: 14734.831055 Iteration 10F: 3 clusters Score -3.53419e+07 nChanged 12953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21942 members Mstep: Class 2 contains 145507 members Entering Unmasked Estep Score: -35353624.000000 Penalty: 14734.831055 Iteration 11F: 3 clusters Score -3.535362e+07 nChanged 10315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 155776 members Entering Unmasked Estep Score: -35363316.000000 Penalty: 14734.831055 Iteration 12F: 3 clusters Score -3.536332e+07 nChanged 6004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 161746 members Entering Unmasked Estep Score: -35368736.000000 Penalty: 14734.831055 Iteration 13Q: 3 clusters Score -3.536874e+07 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 164477 members Entering Unmasked Estep Score: -35371004.000000 Penalty: 14734.831055 Iteration 14Q: 3 clusters Score -3.5371e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 165610 members Entering Unmasked Estep Score: -35371964.000000 Penalty: 14734.831055 Iteration 15Q: 3 clusters Score -3.537196e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 166039 members Entering Unmasked Estep Score: -35372296.000000 Penalty: 14734.831055 Iteration 16Q: 3 clusters Score -3.53723e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 166263 members Entering Unmasked Estep Score: -35372556.000000 Penalty: 14734.831055 Iteration 17Q: 3 clusters Score -3.537256e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 166381 members Entering Unmasked Estep Score: -35372616.000000 Penalty: 14734.831055 Iteration 18Q: 3 clusters Score -3.537262e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 166451 members Entering Unmasked Estep Score: -35372688.000000 Penalty: 14734.831055 Iteration 19Q: 3 clusters Score -3.537269e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 166476 members Entering Unmasked Estep Score: -35372676.000000 Penalty: 14734.831055 Iteration 20F: 3 clusters Score -3.537268e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 166496 members Entering Unmasked Estep Score: -35372728.000000 Penalty: 14734.831055 Iteration 21Q: 3 clusters Score -3.537273e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 166513 members Entering Unmasked Estep Score: -35372744.000000 Penalty: 14734.831055 Iteration 22Q: 3 clusters Score -3.537274e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 166523 members Entering Unmasked Estep Score: -35372756.000000 Penalty: 14734.831055 Iteration 23Q: 3 clusters Score -3.537276e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 166534 members Entering Unmasked Estep Score: -35372784.000000 Penalty: 14734.831055 Iteration 24Q: 3 clusters Score -3.537278e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 166543 members Entering Unmasked Estep Score: -35372820.000000 Penalty: 14734.831055 Iteration 25Q: 3 clusters Score -3.537282e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 166548 members Entering Unmasked Estep Score: -35372848.000000 Penalty: 14734.831055 Iteration 26Q: 3 clusters Score -3.537285e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 166552 members Entering Unmasked Estep Score: -35372836.000000 Penalty: 14734.831055 Iteration 27Q: 3 clusters Score -3.537284e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 166556 members Entering Unmasked Estep Score: -35372816.000000 Penalty: 14734.831055 Iteration 28Q: 3 clusters Score -3.537282e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 166557 members Entering Unmasked Estep Score: -35372828.000000 Penalty: 14734.831055 Iteration 29Q: 3 clusters Score -3.537283e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 166556 members Entering Unmasked Estep Score: -35372816.000000 Penalty: 14734.831055 Iteration 30Q: 3 clusters Score -3.537282e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 166558 members Entering Unmasked Estep Score: -35372840.000000 Penalty: 14734.831055 Iteration 31Q: 3 clusters Score -3.537284e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 166559 members Entering Unmasked Estep Score: -35372832.000000 Penalty: 14734.831055 Iteration 32Q: 3 clusters Score -3.537283e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 166559 members Entering Unmasked Estep Score: -35372832.000000 Penalty: 14734.831055 Iteration 33F: 3 clusters Score -3.537283e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (95282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95282 members Entering Unmasked Estep Score: -20216888.000000 Penalty: 7022.064941 Iteration 0F: 2 clusters Score -2.021689e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47810 members Mstep: Class 2 contains 47472 members Entering Unmasked Estep Score: -20151562.000000 Penalty: 14044.129883 Iteration 0F: 3 clusters Score -2.015156e+07 nChanged 43381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49515 members Mstep: Class 2 contains 45767 members Entering Unmasked Estep Score: -20175522.000000 Penalty: 14044.129883 Iteration 1F: 3 clusters Score -2.017552e+07 nChanged 4010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50665 members Mstep: Class 2 contains 44617 members Entering Unmasked Estep Score: -20176670.000000 Penalty: 14044.129883 Iteration 2Q: 3 clusters Score -2.017667e+07 nChanged 3796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52325 members Mstep: Class 2 contains 42957 members Entering Unmasked Estep Score: -20177672.000000 Penalty: 14044.129883 Iteration 3Q: 3 clusters Score -2.017767e+07 nChanged 3745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54600 members Mstep: Class 2 contains 40682 members Entering Unmasked Estep Score: -20179034.000000 Penalty: 14044.129883 Iteration 4Q: 3 clusters Score -2.017903e+07 nChanged 4067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57733 members Mstep: Class 2 contains 37549 members Entering Unmasked Estep Score: -20180820.000000 Penalty: 14044.129883 Iteration 5Q: 3 clusters Score -2.018082e+07 nChanged 4907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62064 members Mstep: Class 2 contains 33218 members Entering Unmasked Estep Score: -20183230.000000 Penalty: 14044.129883 Iteration 6F: 3 clusters Score -2.018323e+07 nChanged 5784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67584 members Mstep: Class 2 contains 27698 members Entering Unmasked Estep Score: -20186836.000000 Penalty: 14044.129883 Iteration 7F: 3 clusters Score -2.018684e+07 nChanged 6693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74139 members Mstep: Class 2 contains 21143 members Entering Unmasked Estep Score: -20191938.000000 Penalty: 14044.129883 Iteration 8F: 3 clusters Score -2.019194e+07 nChanged 6968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81061 members Mstep: Class 2 contains 14221 members Entering Unmasked Estep Score: -20197970.000000 Penalty: 14044.129883 Iteration 9F: 3 clusters Score -2.019797e+07 nChanged 6034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87081 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -20203614.000000 Penalty: 14044.129883 Iteration 10F: 3 clusters Score -2.020361e+07 nChanged 3940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91005 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -20207244.000000 Penalty: 14044.129883 Iteration 11Q: 3 clusters Score -2.020724e+07 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92982 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -20209074.000000 Penalty: 14044.129883 Iteration 12Q: 3 clusters Score -2.020907e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93867 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -20209848.000000 Penalty: 14044.129883 Iteration 13Q: 3 clusters Score -2.020985e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94226 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -20210196.000000 Penalty: 14044.129883 Iteration 14Q: 3 clusters Score -2.02102e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94399 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -20210438.000000 Penalty: 14044.129883 Iteration 15Q: 3 clusters Score -2.021044e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94490 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -20210490.000000 Penalty: 14044.129883 Iteration 16Q: 3 clusters Score -2.021049e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94528 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -20210574.000000 Penalty: 14044.129883 Iteration 17Q: 3 clusters Score -2.021057e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94560 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -20210636.000000 Penalty: 14044.129883 Iteration 18Q: 3 clusters Score -2.021064e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94581 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -20210714.000000 Penalty: 14044.129883 Iteration 19Q: 3 clusters Score -2.021071e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94594 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -20210722.000000 Penalty: 14044.129883 Iteration 20F: 3 clusters Score -2.021072e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94606 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -20210778.000000 Penalty: 14044.129883 Iteration 21Q: 3 clusters Score -2.021078e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94617 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -20210784.000000 Penalty: 14044.129883 Iteration 22Q: 3 clusters Score -2.021078e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94624 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -20210780.000000 Penalty: 14044.129883 Iteration 23Q: 3 clusters Score -2.021078e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94629 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -20210804.000000 Penalty: 14044.129883 Iteration 24Q: 3 clusters Score -2.02108e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94630 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -20210796.000000 Penalty: 14044.129883 Iteration 25Q: 3 clusters Score -2.02108e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94632 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -20210798.000000 Penalty: 14044.129883 Iteration 26Q: 3 clusters Score -2.02108e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94633 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -20210794.000000 Penalty: 14044.129883 Iteration 27Q: 3 clusters Score -2.021079e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94631 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -20210800.000000 Penalty: 14044.129883 Iteration 28Q: 3 clusters Score -2.02108e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94631 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -20210808.000000 Penalty: 14044.129883 Iteration 29Q: 3 clusters Score -2.021081e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94631 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -20210808.000000 Penalty: 14044.129883 Iteration 30F: 3 clusters Score -2.021081e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (8452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Entering Unmasked Estep Score: -1728394.250000 Penalty: 5538.321777 Iteration 0F: 2 clusters Score -1728394 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 4206 members Entering Unmasked Estep Score: -1719139.000000 Penalty: 11076.643555 Iteration 0F: 3 clusters Score -1719139 nChanged 3042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -1721161.000000 Penalty: 11076.643555 Iteration 1F: 3 clusters Score -1721161 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1721844.625000 Penalty: 11076.643555 Iteration 2F: 3 clusters Score -1721845 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1722502.500000 Penalty: 11076.643555 Iteration 3F: 3 clusters Score -1722502 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1723306.125000 Penalty: 11076.643555 Iteration 4F: 3 clusters Score -1723306 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -1724305.250000 Penalty: 11076.643555 Iteration 5F: 3 clusters Score -1724305 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1725226.875000 Penalty: 11076.643555 Iteration 6F: 3 clusters Score -1725227 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1725799.750000 Penalty: 11076.643555 Iteration 7F: 3 clusters Score -1725800 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1726104.875000 Penalty: 11076.643555 Iteration 8Q: 3 clusters Score -1726105 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1726295.125000 Penalty: 11076.643555 Iteration 9Q: 3 clusters Score -1726295 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1726404.750000 Penalty: 11076.643555 Iteration 10Q: 3 clusters Score -1726405 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1726473.750000 Penalty: 11076.643555 Iteration 11Q: 3 clusters Score -1726474 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -1726523.250000 Penalty: 11076.643555 Iteration 12Q: 3 clusters Score -1726523 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1726542.375000 Penalty: 11076.643555 Iteration 13Q: 3 clusters Score -1726542 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1726570.875000 Penalty: 11076.643555 Iteration 14Q: 3 clusters Score -1726571 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1726588.000000 Penalty: 11076.643555 Iteration 15Q: 3 clusters Score -1726588 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -1726603.250000 Penalty: 11076.643555 Iteration 16Q: 3 clusters Score -1726603 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1726615.375000 Penalty: 11076.643555 Iteration 17Q: 3 clusters Score -1726615 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -1726629.375000 Penalty: 11076.643555 Iteration 18Q: 3 clusters Score -1726629 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1726640.000000 Penalty: 11076.643555 Iteration 19Q: 3 clusters Score -1726640 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -1726651.000000 Penalty: 11076.643555 Iteration 20F: 3 clusters Score -1726651 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1726662.250000 Penalty: 11076.643555 Iteration 21Q: 3 clusters Score -1726662 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1726664.375000 Penalty: 11076.643555 Iteration 22Q: 3 clusters Score -1726664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1726668.750000 Penalty: 11076.643555 Iteration 23Q: 3 clusters Score -1726669 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -1726669.125000 Penalty: 11076.643555 Iteration 24Q: 3 clusters Score -1726669 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1726672.750000 Penalty: 11076.643555 Iteration 25Q: 3 clusters Score -1726673 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1726677.000000 Penalty: 11076.643555 Iteration 26Q: 3 clusters Score -1726677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1726676.625000 Penalty: 11076.643555 Iteration 27Q: 3 clusters Score -1726677 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1726676.625000 Penalty: 11076.643555 Iteration 28F: 3 clusters Score -1726677 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24569 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 16012 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24045 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 25292 members Mstep: Class 19 contains 49482 members Mstep: Class 20 contains 167449 members Mstep: Class 21 contains 95282 members Mstep: Class 22 contains 8452 members Entering Unmasked Estep ConsiderDeletion Score: -119285136.000000 Penalty: 154271.140625 Iteration 79Q: 20 clusters Score -1.192851e+08 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32297 members Mstep: Class 3 contains 24576 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15991 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24049 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60961 members Mstep: Class 18 contains 25291 members Mstep: Class 19 contains 49471 members Mstep: Class 20 contains 167457 members Mstep: Class 21 contains 95293 members Mstep: Class 22 contains 8453 members Entering Unmasked Estep ConsiderDeletion Score: -119285128.000000 Penalty: 154271.140625 Iteration 80F: 20 clusters Score -1.192851e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32299 members Mstep: Class 3 contains 24583 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15971 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 24051 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60957 members Mstep: Class 18 contains 25293 members Mstep: Class 19 contains 49461 members Mstep: Class 20 contains 167472 members Mstep: Class 21 contains 95297 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285088.000000 Penalty: 154271.140625 Iteration 81Q: 20 clusters Score -1.192851e+08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32300 members Mstep: Class 3 contains 24591 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15955 members Mstep: Class 8 contains 42106 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24052 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60958 members Mstep: Class 18 contains 25293 members Mstep: Class 19 contains 49456 members Mstep: Class 20 contains 167481 members Mstep: Class 21 contains 95300 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285128.000000 Penalty: 154271.140625 Iteration 82Q: 20 clusters Score -1.192851e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32301 members Mstep: Class 3 contains 24596 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15937 members Mstep: Class 8 contains 42106 members Mstep: Class 9 contains 1018 members Mstep: Class 10 contains 24052 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60960 members Mstep: Class 18 contains 25295 members Mstep: Class 19 contains 49449 members Mstep: Class 20 contains 167490 members Mstep: Class 21 contains 95305 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285168.000000 Penalty: 154271.140625 Iteration 83Q: 20 clusters Score -1.192852e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32299 members Mstep: Class 3 contains 24609 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15920 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24052 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60961 members Mstep: Class 18 contains 25295 members Mstep: Class 19 contains 49438 members Mstep: Class 20 contains 167500 members Mstep: Class 21 contains 95309 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285152.000000 Penalty: 154271.140625 Iteration 84Q: 20 clusters Score -1.192852e+08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24624 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15893 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24052 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2314 members Mstep: Class 15 contains 60962 members Mstep: Class 18 contains 25300 members Mstep: Class 19 contains 49432 members Mstep: Class 20 contains 167505 members Mstep: Class 21 contains 95316 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285192.000000 Penalty: 154271.140625 Iteration 85Q: 20 clusters Score -1.192852e+08 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24642 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15859 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24052 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60964 members Mstep: Class 18 contains 25301 members Mstep: Class 19 contains 49429 members Mstep: Class 20 contains 167511 members Mstep: Class 21 contains 95326 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285208.000000 Penalty: 154271.140625 Iteration 86Q: 20 clusters Score -1.192852e+08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24661 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15825 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 24053 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 25305 members Mstep: Class 19 contains 49422 members Mstep: Class 20 contains 167522 members Mstep: Class 21 contains 95338 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285112.000000 Penalty: 154271.140625 Iteration 87Q: 20 clusters Score -1.192851e+08 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32297 members Mstep: Class 3 contains 24675 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15797 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 24055 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60957 members Mstep: Class 18 contains 25309 members Mstep: Class 19 contains 49416 members Mstep: Class 20 contains 167529 members Mstep: Class 21 contains 95348 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285088.000000 Penalty: 154271.140625 Iteration 88Q: 20 clusters Score -1.192851e+08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32294 members Mstep: Class 3 contains 24684 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15786 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1016 members Mstep: Class 10 contains 24061 members Mstep: Class 11 contains 15900 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60957 members Mstep: Class 18 contains 25309 members Mstep: Class 19 contains 49411 members Mstep: Class 20 contains 167535 members Mstep: Class 21 contains 95345 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285104.000000 Penalty: 154271.140625 Iteration 89Q: 20 clusters Score -1.192851e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 24696 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15776 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 24063 members Mstep: Class 11 contains 15901 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60954 members Mstep: Class 18 contains 25309 members Mstep: Class 19 contains 49406 members Mstep: Class 20 contains 167544 members Mstep: Class 21 contains 95341 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285064.000000 Penalty: 154271.140625 Iteration 90Q: 20 clusters Score -1.192851e+08 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32291 members Mstep: Class 3 contains 24705 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15763 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24066 members Mstep: Class 11 contains 15901 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60952 members Mstep: Class 18 contains 25308 members Mstep: Class 19 contains 49400 members Mstep: Class 20 contains 167554 members Mstep: Class 21 contains 95344 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285120.000000 Penalty: 154271.140625 Iteration 91Q: 20 clusters Score -1.192851e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32290 members Mstep: Class 3 contains 24702 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15757 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24068 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60954 members Mstep: Class 18 contains 25309 members Mstep: Class 19 contains 49387 members Mstep: Class 20 contains 167571 members Mstep: Class 21 contains 95344 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285056.000000 Penalty: 154271.140625 Iteration 92Q: 20 clusters Score -1.192851e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32291 members Mstep: Class 3 contains 24705 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15748 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24069 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60953 members Mstep: Class 18 contains 25308 members Mstep: Class 19 contains 49378 members Mstep: Class 20 contains 167584 members Mstep: Class 21 contains 95348 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285088.000000 Penalty: 154271.140625 Iteration 93Q: 20 clusters Score -1.192851e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32292 members Mstep: Class 3 contains 24710 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1362 members Mstep: Class 7 contains 15734 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24071 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60951 members Mstep: Class 18 contains 25309 members Mstep: Class 19 contains 49369 members Mstep: Class 20 contains 167593 members Mstep: Class 21 contains 95355 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285096.000000 Penalty: 154271.140625 Iteration 94Q: 20 clusters Score -1.192851e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32292 members Mstep: Class 3 contains 24721 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15726 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24073 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60948 members Mstep: Class 18 contains 25310 members Mstep: Class 19 contains 49364 members Mstep: Class 20 contains 167597 members Mstep: Class 21 contains 95354 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285080.000000 Penalty: 154271.140625 Iteration 95Q: 20 clusters Score -1.192851e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32292 members Mstep: Class 3 contains 24734 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15713 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24076 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60948 members Mstep: Class 18 contains 25311 members Mstep: Class 19 contains 49359 members Mstep: Class 20 contains 167596 members Mstep: Class 21 contains 95355 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285216.000000 Penalty: 154271.140625 Iteration 96Q: 20 clusters Score -1.192852e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32292 members Mstep: Class 3 contains 24741 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15703 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24079 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60948 members Mstep: Class 18 contains 25311 members Mstep: Class 19 contains 49353 members Mstep: Class 20 contains 167599 members Mstep: Class 21 contains 95357 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285192.000000 Penalty: 154271.140625 Iteration 97Q: 20 clusters Score -1.192852e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 24744 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15693 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24080 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60948 members Mstep: Class 18 contains 25312 members Mstep: Class 19 contains 49352 members Mstep: Class 20 contains 167603 members Mstep: Class 21 contains 95359 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285248.000000 Penalty: 154271.140625 Iteration 98Q: 20 clusters Score -1.192852e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 24748 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15687 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24080 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60947 members Mstep: Class 18 contains 25312 members Mstep: Class 19 contains 49347 members Mstep: Class 20 contains 167609 members Mstep: Class 21 contains 95361 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285224.000000 Penalty: 154271.140625 Iteration 99Q: 20 clusters Score -1.192852e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32292 members Mstep: Class 3 contains 24762 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15671 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24080 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60947 members Mstep: Class 18 contains 25311 members Mstep: Class 19 contains 49344 members Mstep: Class 20 contains 167612 members Mstep: Class 21 contains 95364 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285256.000000 Penalty: 154271.140625 Iteration 100F: 20 clusters Score -1.192853e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32291 members Mstep: Class 3 contains 24777 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15655 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24080 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60948 members Mstep: Class 18 contains 25313 members Mstep: Class 19 contains 49340 members Mstep: Class 20 contains 167613 members Mstep: Class 21 contains 95367 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285192.000000 Penalty: 154271.140625 Iteration 101Q: 20 clusters Score -1.192852e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 24791 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15636 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24080 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60946 members Mstep: Class 18 contains 25312 members Mstep: Class 19 contains 49338 members Mstep: Class 20 contains 167617 members Mstep: Class 21 contains 95373 members Mstep: Class 22 contains 8453 members Entering Unmasked Estep ConsiderDeletion Score: -119285208.000000 Penalty: 154271.140625 Iteration 102Q: 20 clusters Score -1.192852e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32292 members Mstep: Class 3 contains 24806 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15612 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24080 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60945 members Mstep: Class 18 contains 25313 members Mstep: Class 19 contains 49333 members Mstep: Class 20 contains 167621 members Mstep: Class 21 contains 95383 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285232.000000 Penalty: 154271.140625 Iteration 103Q: 20 clusters Score -1.192852e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 24814 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15587 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24080 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60949 members Mstep: Class 18 contains 25312 members Mstep: Class 19 contains 49331 members Mstep: Class 20 contains 167626 members Mstep: Class 21 contains 95392 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285240.000000 Penalty: 154271.140625 Iteration 104Q: 20 clusters Score -1.192852e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32292 members Mstep: Class 3 contains 24827 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15566 members Mstep: Class 8 contains 42108 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24081 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60948 members Mstep: Class 18 contains 25312 members Mstep: Class 19 contains 49328 members Mstep: Class 20 contains 167631 members Mstep: Class 21 contains 95399 members Mstep: Class 22 contains 8454 members Entering Unmasked Estep ConsiderDeletion Score: -119285136.000000 Penalty: 154271.140625 Iteration 105Q: 20 clusters Score -1.192851e+08 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 24842 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15541 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24082 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60951 members Mstep: Class 18 contains 25313 members Mstep: Class 19 contains 49326 members Mstep: Class 20 contains 167633 members Mstep: Class 21 contains 95400 members Mstep: Class 22 contains 8455 members Entering Unmasked Estep ConsiderDeletion Score: -119285096.000000 Penalty: 154271.140625 Iteration 106Q: 20 clusters Score -1.192851e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 24854 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15518 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24083 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60953 members Mstep: Class 18 contains 25311 members Mstep: Class 19 contains 49325 members Mstep: Class 20 contains 167641 members Mstep: Class 21 contains 95403 members Mstep: Class 22 contains 8455 members Entering Unmasked Estep ConsiderDeletion Score: -119285168.000000 Penalty: 154271.140625 Iteration 107Q: 20 clusters Score -1.192852e+08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32295 members Mstep: Class 3 contains 24869 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15495 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24085 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60955 members Mstep: Class 18 contains 25311 members Mstep: Class 19 contains 49323 members Mstep: Class 20 contains 167644 members Mstep: Class 21 contains 95405 members Mstep: Class 22 contains 8455 members Entering Unmasked Estep ConsiderDeletion Score: -119285160.000000 Penalty: 154271.140625 Iteration 108Q: 20 clusters Score -1.192852e+08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32296 members Mstep: Class 3 contains 24882 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15472 members Mstep: Class 8 contains 42106 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24088 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60954 members Mstep: Class 18 contains 25310 members Mstep: Class 19 contains 49321 members Mstep: Class 20 contains 167647 members Mstep: Class 21 contains 95413 members Mstep: Class 22 contains 8455 members Entering Unmasked Estep ConsiderDeletion Score: -119285144.000000 Penalty: 154271.140625 Iteration 109Q: 20 clusters Score -1.192851e+08 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32297 members Mstep: Class 3 contains 24889 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15447 members Mstep: Class 8 contains 42106 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24091 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60953 members Mstep: Class 18 contains 25311 members Mstep: Class 19 contains 49316 members Mstep: Class 20 contains 167654 members Mstep: Class 21 contains 95425 members Mstep: Class 22 contains 8455 members Entering Unmasked Estep ConsiderDeletion Score: -119285224.000000 Penalty: 154271.140625 Iteration 110Q: 20 clusters Score -1.192852e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32297 members Mstep: Class 3 contains 24903 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15418 members Mstep: Class 8 contains 42104 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24093 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60957 members Mstep: Class 18 contains 25313 members Mstep: Class 19 contains 49312 members Mstep: Class 20 contains 167663 members Mstep: Class 21 contains 95429 members Mstep: Class 22 contains 8455 members Entering Unmasked Estep ConsiderDeletion Score: -119285048.000000 Penalty: 154271.140625 Iteration 111Q: 20 clusters Score -1.19285e+08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24919 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15390 members Mstep: Class 8 contains 42106 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 24094 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60958 members Mstep: Class 18 contains 25315 members Mstep: Class 19 contains 49310 members Mstep: Class 20 contains 167665 members Mstep: Class 21 contains 95433 members Mstep: Class 22 contains 8455 members Entering Unmasked Estep ConsiderDeletion Score: -119284872.000000 Penalty: 154271.140625 Iteration 112Q: 20 clusters Score -1.192849e+08 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32299 members Mstep: Class 3 contains 24933 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15362 members Mstep: Class 8 contains 42106 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 24095 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60958 members Mstep: Class 18 contains 25318 members Mstep: Class 19 contains 49306 members Mstep: Class 20 contains 167669 members Mstep: Class 21 contains 95441 members Mstep: Class 22 contains 8456 members Entering Unmasked Estep ConsiderDeletion Score: -119284872.000000 Penalty: 154271.140625 Iteration 113Q: 20 clusters Score -1.192849e+08 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32297 members Mstep: Class 3 contains 24949 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15336 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60957 members Mstep: Class 18 contains 25319 members Mstep: Class 19 contains 49302 members Mstep: Class 20 contains 167674 members Mstep: Class 21 contains 95446 members Mstep: Class 22 contains 8456 members Entering Unmasked Estep ConsiderDeletion Score: -119284896.000000 Penalty: 154271.140625 Iteration 114Q: 20 clusters Score -1.192849e+08 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32295 members Mstep: Class 3 contains 24967 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15312 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15903 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60959 members Mstep: Class 18 contains 25319 members Mstep: Class 19 contains 49300 members Mstep: Class 20 contains 167680 members Mstep: Class 21 contains 95449 members Mstep: Class 22 contains 8456 members Entering Unmasked Estep ConsiderDeletion Score: -119285000.000000 Penalty: 154271.140625 Iteration 115Q: 20 clusters Score -1.19285e+08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32298 members Mstep: Class 3 contains 24995 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15278 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60958 members Mstep: Class 18 contains 25320 members Mstep: Class 19 contains 49297 members Mstep: Class 20 contains 167683 members Mstep: Class 21 contains 95452 members Mstep: Class 22 contains 8456 members Entering Unmasked Estep ConsiderDeletion Score: -119284904.000000 Penalty: 154271.140625 Iteration 116Q: 20 clusters Score -1.192849e+08 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32296 members Mstep: Class 3 contains 25016 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15248 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60961 members Mstep: Class 18 contains 25319 members Mstep: Class 19 contains 49295 members Mstep: Class 20 contains 167684 members Mstep: Class 21 contains 95462 members Mstep: Class 22 contains 8457 members Entering Unmasked Estep ConsiderDeletion Score: -119284944.000000 Penalty: 154271.140625 Iteration 117Q: 20 clusters Score -1.192849e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 32293 members Mstep: Class 3 contains 25041 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15220 members Mstep: Class 8 contains 42109 members Mstep: Class 9 contains 1013 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60960 members Mstep: Class 18 contains 25319 members Mstep: Class 19 contains 49293 members Mstep: Class 20 contains 167686 members Mstep: Class 21 contains 95471 members Mstep: Class 22 contains 8457 members Entering Unmasked Estep ConsiderDeletion Score: -119285008.000000 Penalty: 154271.140625 Iteration 118Q: 20 clusters Score -1.19285e+08 nChanged 52 Entering ConstructFrom: Score: -119285008.000000 Penalty: 154271.140625 Entering ConstructFrom: Trying to split cluster 1 (1289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Entering Unmasked Estep Score: -217935.750000 Penalty: 4386.493652 Iteration 0F: 2 clusters Score -217935.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -214335.062500 Penalty: 8772.987305 Iteration 0F: 3 clusters Score -214335.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -216107.671875 Penalty: 8772.987305 Iteration 1F: 3 clusters Score -216107.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -218050.296875 Penalty: 8772.987305 Iteration 2F: 3 clusters Score -218050.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -219735.125000 Penalty: 8772.987305 Iteration 3F: 3 clusters Score -219735.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -220920.484375 Penalty: 8772.987305 Iteration 4F: 3 clusters Score -220920.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -221323.125000 Penalty: 8772.987305 Iteration 5Q: 3 clusters Score -221323.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -221477.140625 Penalty: 8772.987305 Iteration 6Q: 3 clusters Score -221477.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -221635.671875 Penalty: 8772.987305 Iteration 7Q: 3 clusters Score -221635.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -221715.453125 Penalty: 8772.987305 Iteration 8Q: 3 clusters Score -221715.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -221762.078125 Penalty: 8772.987305 Iteration 9Q: 3 clusters Score -221762.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -221764.750000 Penalty: 8772.987305 Iteration 10Q: 3 clusters Score -221764.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -221764.750000 Penalty: 8772.987305 Iteration 11F: 3 clusters Score -221764.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32290 members Mstep: Class 3 contains 25063 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15198 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 410 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60962 members Mstep: Class 18 contains 25321 members Mstep: Class 19 contains 49293 members Mstep: Class 20 contains 167687 members Mstep: Class 21 contains 95469 members Mstep: Class 22 contains 8457 members Entering Unmasked Estep Score: -119285352.000000 Penalty: 162390.671875 Splitting cluster 1 changes total score from -119285008.000000 to -119285352.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 2 (32290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32290 members Entering Unmasked Estep Score: -6867732.000000 Penalty: 6359.289062 Iteration 0F: 2 clusters Score -6867732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16139 members Mstep: Class 2 contains 16151 members Entering Unmasked Estep Score: -6843426.000000 Penalty: 12718.578125 Iteration 0F: 3 clusters Score -6843426 nChanged 13719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 16046 members Entering Unmasked Estep Score: -6850531.500000 Penalty: 12718.578125 Iteration 1F: 3 clusters Score -6850532 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16228 members Mstep: Class 2 contains 16062 members Entering Unmasked Estep Score: -6851208.000000 Penalty: 12718.578125 Iteration 2F: 3 clusters Score -6851208 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 16046 members Entering Unmasked Estep Score: -6851639.500000 Penalty: 12718.578125 Iteration 3Q: 3 clusters Score -6851640 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16242 members Mstep: Class 2 contains 16048 members Entering Unmasked Estep Score: -6852045.500000 Penalty: 12718.578125 Iteration 4Q: 3 clusters Score -6852046 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16242 members Mstep: Class 2 contains 16048 members Entering Unmasked Estep Score: -6852392.500000 Penalty: 12718.578125 Iteration 5Q: 3 clusters Score -6852392 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16212 members Mstep: Class 2 contains 16078 members Entering Unmasked Estep Score: -6852673.000000 Penalty: 12718.578125 Iteration 6Q: 3 clusters Score -6852673 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16205 members Mstep: Class 2 contains 16085 members Entering Unmasked Estep Score: -6852880.000000 Penalty: 12718.578125 Iteration 7Q: 3 clusters Score -6852880 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 16154 members Entering Unmasked Estep Score: -6853136.000000 Penalty: 12718.578125 Iteration 8Q: 3 clusters Score -6853136 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 16231 members Entering Unmasked Estep Score: -6853349.000000 Penalty: 12718.578125 Iteration 9Q: 3 clusters Score -6853349 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15963 members Mstep: Class 2 contains 16327 members Entering Unmasked Estep Score: -6853549.500000 Penalty: 12718.578125 Iteration 10Q: 3 clusters Score -6853550 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 16463 members Entering Unmasked Estep Score: -6853771.000000 Penalty: 12718.578125 Iteration 11Q: 3 clusters Score -6853771 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15683 members Mstep: Class 2 contains 16607 members Entering Unmasked Estep Score: -6853913.500000 Penalty: 12718.578125 Iteration 12Q: 3 clusters Score -6853914 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -6854135.500000 Penalty: 12718.578125 Iteration 13Q: 3 clusters Score -6854136 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 16841 members Entering Unmasked Estep Score: -6854352.000000 Penalty: 12718.578125 Iteration 14Q: 3 clusters Score -6854352 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15264 members Mstep: Class 2 contains 17026 members Entering Unmasked Estep Score: -6854507.500000 Penalty: 12718.578125 Iteration 15Q: 3 clusters Score -6854508 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15065 members Mstep: Class 2 contains 17225 members Entering Unmasked Estep Score: -6854712.500000 Penalty: 12718.578125 Iteration 16Q: 3 clusters Score -6854712 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14855 members Mstep: Class 2 contains 17435 members Entering Unmasked Estep Score: -6854917.000000 Penalty: 12718.578125 Iteration 17Q: 3 clusters Score -6854917 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14624 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -6855135.500000 Penalty: 12718.578125 Iteration 18Q: 3 clusters Score -6855136 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14419 members Mstep: Class 2 contains 17871 members Entering Unmasked Estep Score: -6855343.000000 Penalty: 12718.578125 Iteration 19Q: 3 clusters Score -6855343 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 18148 members Entering Unmasked Estep Score: -6855557.500000 Penalty: 12718.578125 Iteration 20F: 3 clusters Score -6855558 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 18455 members Entering Unmasked Estep Score: -6855785.500000 Penalty: 12718.578125 Iteration 21Q: 3 clusters Score -6855786 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13467 members Mstep: Class 2 contains 18823 members Entering Unmasked Estep Score: -6856086.000000 Penalty: 12718.578125 Iteration 22Q: 3 clusters Score -6856086 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 19226 members Entering Unmasked Estep Score: -6856351.000000 Penalty: 12718.578125 Iteration 23Q: 3 clusters Score -6856351 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 19615 members Entering Unmasked Estep Score: -6856617.500000 Penalty: 12718.578125 Iteration 24Q: 3 clusters Score -6856618 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 20051 members Entering Unmasked Estep Score: -6856894.000000 Penalty: 12718.578125 Iteration 25Q: 3 clusters Score -6856894 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 20497 members Entering Unmasked Estep Score: -6857179.000000 Penalty: 12718.578125 Iteration 26Q: 3 clusters Score -6857179 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 20894 members Entering Unmasked Estep Score: -6857440.500000 Penalty: 12718.578125 Iteration 27Q: 3 clusters Score -6857440 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 21286 members Entering Unmasked Estep Score: -6857719.500000 Penalty: 12718.578125 Iteration 28Q: 3 clusters Score -6857720 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 21657 members Entering Unmasked Estep Score: -6857942.000000 Penalty: 12718.578125 Iteration 29Q: 3 clusters Score -6857942 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -6858144.000000 Penalty: 12718.578125 Iteration 30Q: 3 clusters Score -6858144 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -6858336.500000 Penalty: 12718.578125 Iteration 31Q: 3 clusters Score -6858336 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 22650 members Entering Unmasked Estep Score: -6858514.000000 Penalty: 12718.578125 Iteration 32Q: 3 clusters Score -6858514 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 22955 members Entering Unmasked Estep Score: -6858702.500000 Penalty: 12718.578125 Iteration 33Q: 3 clusters Score -6858702 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 23227 members Entering Unmasked Estep Score: -6858831.500000 Penalty: 12718.578125 Iteration 34Q: 3 clusters Score -6858832 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 23496 members Entering Unmasked Estep Score: -6858932.000000 Penalty: 12718.578125 Iteration 35Q: 3 clusters Score -6858932 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 23758 members Entering Unmasked Estep Score: -6859051.500000 Penalty: 12718.578125 Iteration 36Q: 3 clusters Score -6859052 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 24021 members Entering Unmasked Estep Score: -6859144.500000 Penalty: 12718.578125 Iteration 37Q: 3 clusters Score -6859144 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 24244 members Entering Unmasked Estep Score: -6859216.500000 Penalty: 12718.578125 Iteration 38Q: 3 clusters Score -6859216 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 24456 members Entering Unmasked Estep Score: -6859305.000000 Penalty: 12718.578125 Iteration 39Q: 3 clusters Score -6859305 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 24689 members Entering Unmasked Estep Score: -6859353.000000 Penalty: 12718.578125 Iteration 40F: 3 clusters Score -6859353 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 24922 members Entering Unmasked Estep Score: -6859444.000000 Penalty: 12718.578125 Iteration 41Q: 3 clusters Score -6859444 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 25152 members Entering Unmasked Estep Score: -6859524.000000 Penalty: 12718.578125 Iteration 42Q: 3 clusters Score -6859524 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 25384 members Entering Unmasked Estep Score: -6859598.000000 Penalty: 12718.578125 Iteration 43Q: 3 clusters Score -6859598 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 25624 members Entering Unmasked Estep Score: -6859692.000000 Penalty: 12718.578125 Iteration 44Q: 3 clusters Score -6859692 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 25859 members Entering Unmasked Estep Score: -6859761.500000 Penalty: 12718.578125 Iteration 45Q: 3 clusters Score -6859762 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 26065 members Entering Unmasked Estep Score: -6859821.500000 Penalty: 12718.578125 Iteration 46Q: 3 clusters Score -6859822 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 26262 members Entering Unmasked Estep Score: -6859869.000000 Penalty: 12718.578125 Iteration 47Q: 3 clusters Score -6859869 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 26450 members Entering Unmasked Estep Score: -6859958.500000 Penalty: 12718.578125 Iteration 48Q: 3 clusters Score -6859958 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 26658 members Entering Unmasked Estep Score: -6860023.000000 Penalty: 12718.578125 Iteration 49Q: 3 clusters Score -6860023 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 26849 members Entering Unmasked Estep Score: -6860090.500000 Penalty: 12718.578125 Iteration 50Q: 3 clusters Score -6860090 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 27022 members Entering Unmasked Estep Score: -6860150.500000 Penalty: 12718.578125 Iteration 51Q: 3 clusters Score -6860150 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 27186 members Entering Unmasked Estep Score: -6860172.500000 Penalty: 12718.578125 Iteration 52Q: 3 clusters Score -6860172 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 27360 members Entering Unmasked Estep Score: -6860254.500000 Penalty: 12718.578125 Iteration 53Q: 3 clusters Score -6860254 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 27544 members Entering Unmasked Estep Score: -6860295.500000 Penalty: 12718.578125 Iteration 54Q: 3 clusters Score -6860296 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 27730 members Entering Unmasked Estep Score: -6860385.500000 Penalty: 12718.578125 Iteration 55Q: 3 clusters Score -6860386 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 27905 members Entering Unmasked Estep Score: -6860483.000000 Penalty: 12718.578125 Iteration 56Q: 3 clusters Score -6860483 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 28088 members Entering Unmasked Estep Score: -6860568.500000 Penalty: 12718.578125 Iteration 57Q: 3 clusters Score -6860568 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 28276 members Entering Unmasked Estep Score: -6860637.500000 Penalty: 12718.578125 Iteration 58Q: 3 clusters Score -6860638 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 28444 members Entering Unmasked Estep Score: -6860717.500000 Penalty: 12718.578125 Iteration 59Q: 3 clusters Score -6860718 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 28634 members Entering Unmasked Estep Score: -6860802.000000 Penalty: 12718.578125 Iteration 60F: 3 clusters Score -6860802 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 28828 members Entering Unmasked Estep Score: -6860912.000000 Penalty: 12718.578125 Iteration 61Q: 3 clusters Score -6860912 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 28999 members Entering Unmasked Estep Score: -6860984.000000 Penalty: 12718.578125 Iteration 62Q: 3 clusters Score -6860984 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 29180 members Entering Unmasked Estep Score: -6861075.500000 Penalty: 12718.578125 Iteration 63Q: 3 clusters Score -6861076 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 29354 members Entering Unmasked Estep Score: -6861147.500000 Penalty: 12718.578125 Iteration 64Q: 3 clusters Score -6861148 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 29502 members Entering Unmasked Estep Score: -6861222.500000 Penalty: 12718.578125 Iteration 65Q: 3 clusters Score -6861222 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 29634 members Entering Unmasked Estep Score: -6861300.500000 Penalty: 12718.578125 Iteration 66Q: 3 clusters Score -6861300 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 29775 members Entering Unmasked Estep Score: -6861389.000000 Penalty: 12718.578125 Iteration 67Q: 3 clusters Score -6861389 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 29897 members Entering Unmasked Estep Score: -6861439.500000 Penalty: 12718.578125 Iteration 68Q: 3 clusters Score -6861440 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 30024 members Entering Unmasked Estep Score: -6861521.000000 Penalty: 12718.578125 Iteration 69Q: 3 clusters Score -6861521 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 30124 members Entering Unmasked Estep Score: -6861566.500000 Penalty: 12718.578125 Iteration 70Q: 3 clusters Score -6861566 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 30202 members Entering Unmasked Estep Score: -6861598.500000 Penalty: 12718.578125 Iteration 71Q: 3 clusters Score -6861598 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 30279 members Entering Unmasked Estep Score: -6861660.500000 Penalty: 12718.578125 Iteration 72Q: 3 clusters Score -6861660 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 30333 members Entering Unmasked Estep Score: -6861669.500000 Penalty: 12718.578125 Iteration 73Q: 3 clusters Score -6861670 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 30390 members Entering Unmasked Estep Score: -6861700.000000 Penalty: 12718.578125 Iteration 74Q: 3 clusters Score -6861700 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 30441 members Entering Unmasked Estep Score: -6861742.000000 Penalty: 12718.578125 Iteration 75Q: 3 clusters Score -6861742 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 30487 members Entering Unmasked Estep Score: -6861764.500000 Penalty: 12718.578125 Iteration 76Q: 3 clusters Score -6861764 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 30527 members Entering Unmasked Estep Score: -6861792.000000 Penalty: 12718.578125 Iteration 77Q: 3 clusters Score -6861792 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 30571 members Entering Unmasked Estep Score: -6861819.500000 Penalty: 12718.578125 Iteration 78Q: 3 clusters Score -6861820 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 30610 members Entering Unmasked Estep Score: -6861838.500000 Penalty: 12718.578125 Iteration 79Q: 3 clusters Score -6861838 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 30639 members Entering Unmasked Estep Score: -6861845.000000 Penalty: 12718.578125 Iteration 80F: 3 clusters Score -6861845 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 30661 members Entering Unmasked Estep Score: -6861846.000000 Penalty: 12718.578125 Iteration 81Q: 3 clusters Score -6861846 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 30679 members Entering Unmasked Estep Score: -6861856.500000 Penalty: 12718.578125 Iteration 82Q: 3 clusters Score -6861856 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 30700 members Entering Unmasked Estep Score: -6861877.000000 Penalty: 12718.578125 Iteration 83Q: 3 clusters Score -6861877 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 30718 members Entering Unmasked Estep Score: -6861880.000000 Penalty: 12718.578125 Iteration 84Q: 3 clusters Score -6861880 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 30729 members Entering Unmasked Estep Score: -6861900.000000 Penalty: 12718.578125 Iteration 85Q: 3 clusters Score -6861900 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 30739 members Entering Unmasked Estep Score: -6861896.500000 Penalty: 12718.578125 Iteration 86Q: 3 clusters Score -6861896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 30749 members Entering Unmasked Estep Score: -6861909.000000 Penalty: 12718.578125 Iteration 87Q: 3 clusters Score -6861909 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 30756 members Entering Unmasked Estep Score: -6861913.500000 Penalty: 12718.578125 Iteration 88Q: 3 clusters Score -6861914 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 30763 members Entering Unmasked Estep Score: -6861920.500000 Penalty: 12718.578125 Iteration 89Q: 3 clusters Score -6861920 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 30775 members Entering Unmasked Estep Score: -6861921.500000 Penalty: 12718.578125 Iteration 90Q: 3 clusters Score -6861922 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 30788 members Entering Unmasked Estep Score: -6861924.500000 Penalty: 12718.578125 Iteration 91Q: 3 clusters Score -6861924 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 30802 members Entering Unmasked Estep Score: -6861936.000000 Penalty: 12718.578125 Iteration 92Q: 3 clusters Score -6861936 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 30818 members Entering Unmasked Estep Score: -6861945.000000 Penalty: 12718.578125 Iteration 93Q: 3 clusters Score -6861945 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 30838 members Entering Unmasked Estep Score: -6861951.500000 Penalty: 12718.578125 Iteration 94Q: 3 clusters Score -6861952 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 30857 members Entering Unmasked Estep Score: -6861985.000000 Penalty: 12718.578125 Iteration 95Q: 3 clusters Score -6861985 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 30871 members Entering Unmasked Estep Score: -6861978.000000 Penalty: 12718.578125 Iteration 96Q: 3 clusters Score -6861978 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 30881 members Entering Unmasked Estep Score: -6862001.000000 Penalty: 12718.578125 Iteration 97Q: 3 clusters Score -6862001 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 30891 members Entering Unmasked Estep Score: -6862009.000000 Penalty: 12718.578125 Iteration 98Q: 3 clusters Score -6862009 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 30898 members Entering Unmasked Estep Score: -6862012.500000 Penalty: 12718.578125 Iteration 99Q: 3 clusters Score -6862012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 30903 members Entering Unmasked Estep Score: -6862021.500000 Penalty: 12718.578125 Iteration 100F: 3 clusters Score -6862022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 30909 members Entering Unmasked Estep Score: -6862018.000000 Penalty: 12718.578125 Iteration 101Q: 3 clusters Score -6862018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 30912 members Entering Unmasked Estep Score: -6862025.500000 Penalty: 12718.578125 Iteration 102Q: 3 clusters Score -6862026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 30915 members Entering Unmasked Estep Score: -6862025.000000 Penalty: 12718.578125 Iteration 103Q: 3 clusters Score -6862025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 30916 members Entering Unmasked Estep Score: -6862026.500000 Penalty: 12718.578125 Iteration 104Q: 3 clusters Score -6862026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 30922 members Entering Unmasked Estep Score: -6862035.000000 Penalty: 12718.578125 Iteration 105Q: 3 clusters Score -6862035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 30927 members Entering Unmasked Estep Score: -6862038.000000 Penalty: 12718.578125 Iteration 106Q: 3 clusters Score -6862038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 30929 members Entering Unmasked Estep Score: -6862040.500000 Penalty: 12718.578125 Iteration 107Q: 3 clusters Score -6862040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 30934 members Entering Unmasked Estep Score: -6862037.000000 Penalty: 12718.578125 Iteration 108Q: 3 clusters Score -6862037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 30937 members Entering Unmasked Estep Score: -6862038.500000 Penalty: 12718.578125 Iteration 109Q: 3 clusters Score -6862038 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 30945 members Entering Unmasked Estep Score: -6862044.500000 Penalty: 12718.578125 Iteration 110Q: 3 clusters Score -6862044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 30953 members Entering Unmasked Estep Score: -6862054.000000 Penalty: 12718.578125 Iteration 111Q: 3 clusters Score -6862054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 30957 members Entering Unmasked Estep Score: -6862050.000000 Penalty: 12718.578125 Iteration 112Q: 3 clusters Score -6862050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 30960 members Entering Unmasked Estep Score: -6862052.000000 Penalty: 12718.578125 Iteration 113Q: 3 clusters Score -6862052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 30963 members Entering Unmasked Estep Score: -6862059.500000 Penalty: 12718.578125 Iteration 114Q: 3 clusters Score -6862060 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 30968 members Entering Unmasked Estep Score: -6862068.500000 Penalty: 12718.578125 Iteration 115Q: 3 clusters Score -6862068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 30973 members Entering Unmasked Estep Score: -6862081.500000 Penalty: 12718.578125 Iteration 116Q: 3 clusters Score -6862082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 30981 members Entering Unmasked Estep Score: -6862064.000000 Penalty: 12718.578125 Iteration 117Q: 3 clusters Score -6862064 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 30990 members Entering Unmasked Estep Score: -6862071.500000 Penalty: 12718.578125 Iteration 118Q: 3 clusters Score -6862072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 30997 members Entering Unmasked Estep Score: -6862079.000000 Penalty: 12718.578125 Iteration 119Q: 3 clusters Score -6862079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 31002 members Entering Unmasked Estep Score: -6862085.000000 Penalty: 12718.578125 Iteration 120F: 3 clusters Score -6862085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 31004 members Entering Unmasked Estep Score: -6862084.500000 Penalty: 12718.578125 Iteration 121Q: 3 clusters Score -6862084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 31010 members Entering Unmasked Estep Score: -6862081.500000 Penalty: 12718.578125 Iteration 122Q: 3 clusters Score -6862082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 31016 members Entering Unmasked Estep Score: -6862089.000000 Penalty: 12718.578125 Iteration 123Q: 3 clusters Score -6862089 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 31023 members Entering Unmasked Estep Score: -6862096.000000 Penalty: 12718.578125 Iteration 124Q: 3 clusters Score -6862096 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 31035 members Entering Unmasked Estep Score: -6862105.000000 Penalty: 12718.578125 Iteration 125Q: 3 clusters Score -6862105 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 31042 members Entering Unmasked Estep Score: -6862106.500000 Penalty: 12718.578125 Iteration 126Q: 3 clusters Score -6862106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 31044 members Entering Unmasked Estep Score: -6862112.000000 Penalty: 12718.578125 Iteration 127Q: 3 clusters Score -6862112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 31048 members Entering Unmasked Estep Score: -6862114.000000 Penalty: 12718.578125 Iteration 128Q: 3 clusters Score -6862114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 31053 members Entering Unmasked Estep Score: -6862109.500000 Penalty: 12718.578125 Iteration 129Q: 3 clusters Score -6862110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 31058 members Entering Unmasked Estep Score: -6862123.500000 Penalty: 12718.578125 Iteration 130Q: 3 clusters Score -6862124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 31062 members Entering Unmasked Estep Score: -6862128.500000 Penalty: 12718.578125 Iteration 131Q: 3 clusters Score -6862128 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 31065 members Entering Unmasked Estep Score: -6862133.000000 Penalty: 12718.578125 Iteration 132Q: 3 clusters Score -6862133 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 31068 members Entering Unmasked Estep Score: -6862130.000000 Penalty: 12718.578125 Iteration 133Q: 3 clusters Score -6862130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 31071 members Entering Unmasked Estep Score: -6862129.000000 Penalty: 12718.578125 Iteration 134Q: 3 clusters Score -6862129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 31072 members Entering Unmasked Estep Score: -6862129.000000 Penalty: 12718.578125 Iteration 135Q: 3 clusters Score -6862129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 31073 members Entering Unmasked Estep Score: -6862130.500000 Penalty: 12718.578125 Iteration 136Q: 3 clusters Score -6862130 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 31073 members Entering Unmasked Estep Score: -6862130.500000 Penalty: 12718.578125 Iteration 137F: 3 clusters Score -6862130 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (25063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25063 members Entering Unmasked Estep Score: -5064807.500000 Penalty: 6204.103027 Iteration 0F: 2 clusters Score -5064808 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -5045097.500000 Penalty: 12408.206055 Iteration 0F: 3 clusters Score -5045098 nChanged 10296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12774 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -5050668.500000 Penalty: 12408.206055 Iteration 1F: 3 clusters Score -5050668 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -5051494.500000 Penalty: 12408.206055 Iteration 2F: 3 clusters Score -5051494 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -5052061.500000 Penalty: 12408.206055 Iteration 3F: 3 clusters Score -5052062 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13244 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -5052497.000000 Penalty: 12408.206055 Iteration 4Q: 3 clusters Score -5052497 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13423 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -5052856.000000 Penalty: 12408.206055 Iteration 5Q: 3 clusters Score -5052856 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -5053209.500000 Penalty: 12408.206055 Iteration 6Q: 3 clusters Score -5053210 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -5053508.500000 Penalty: 12408.206055 Iteration 7Q: 3 clusters Score -5053508 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13996 members Mstep: Class 2 contains 11067 members Entering Unmasked Estep Score: -5053793.000000 Penalty: 12408.206055 Iteration 8Q: 3 clusters Score -5053793 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14267 members Mstep: Class 2 contains 10796 members Entering Unmasked Estep Score: -5054116.500000 Penalty: 12408.206055 Iteration 9Q: 3 clusters Score -5054116 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14558 members Mstep: Class 2 contains 10505 members Entering Unmasked Estep Score: -5054430.500000 Penalty: 12408.206055 Iteration 10Q: 3 clusters Score -5054430 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14876 members Mstep: Class 2 contains 10187 members Entering Unmasked Estep Score: -5054730.000000 Penalty: 12408.206055 Iteration 11Q: 3 clusters Score -5054730 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -5055049.000000 Penalty: 12408.206055 Iteration 12Q: 3 clusters Score -5055049 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15544 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -5055330.500000 Penalty: 12408.206055 Iteration 13Q: 3 clusters Score -5055330 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15881 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -5055609.500000 Penalty: 12408.206055 Iteration 14Q: 3 clusters Score -5055610 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16214 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -5055861.000000 Penalty: 12408.206055 Iteration 15Q: 3 clusters Score -5055861 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -5056084.000000 Penalty: 12408.206055 Iteration 16Q: 3 clusters Score -5056084 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16893 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -5056357.000000 Penalty: 12408.206055 Iteration 17Q: 3 clusters Score -5056357 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17218 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -5056589.500000 Penalty: 12408.206055 Iteration 18Q: 3 clusters Score -5056590 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17533 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -5056801.500000 Penalty: 12408.206055 Iteration 19Q: 3 clusters Score -5056802 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17828 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -5057031.500000 Penalty: 12408.206055 Iteration 20F: 3 clusters Score -5057032 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18116 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -5057207.000000 Penalty: 12408.206055 Iteration 21Q: 3 clusters Score -5057207 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18375 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -5057360.000000 Penalty: 12408.206055 Iteration 22Q: 3 clusters Score -5057360 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18581 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -5057482.500000 Penalty: 12408.206055 Iteration 23Q: 3 clusters Score -5057482 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18751 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -5057579.000000 Penalty: 12408.206055 Iteration 24Q: 3 clusters Score -5057579 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18910 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -5057666.000000 Penalty: 12408.206055 Iteration 25Q: 3 clusters Score -5057666 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19053 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -5057752.500000 Penalty: 12408.206055 Iteration 26Q: 3 clusters Score -5057752 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19214 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -5057801.500000 Penalty: 12408.206055 Iteration 27Q: 3 clusters Score -5057802 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19347 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -5057856.000000 Penalty: 12408.206055 Iteration 28Q: 3 clusters Score -5057856 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19475 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -5057917.000000 Penalty: 12408.206055 Iteration 29Q: 3 clusters Score -5057917 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19607 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -5057976.000000 Penalty: 12408.206055 Iteration 30Q: 3 clusters Score -5057976 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19730 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -5058035.500000 Penalty: 12408.206055 Iteration 31Q: 3 clusters Score -5058036 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19853 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -5058059.000000 Penalty: 12408.206055 Iteration 32Q: 3 clusters Score -5058059 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19974 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -5058085.500000 Penalty: 12408.206055 Iteration 33Q: 3 clusters Score -5058086 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20080 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -5058137.500000 Penalty: 12408.206055 Iteration 34Q: 3 clusters Score -5058138 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20184 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -5058173.500000 Penalty: 12408.206055 Iteration 35Q: 3 clusters Score -5058174 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20270 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -5058202.000000 Penalty: 12408.206055 Iteration 36Q: 3 clusters Score -5058202 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20341 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -5058223.000000 Penalty: 12408.206055 Iteration 37Q: 3 clusters Score -5058223 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -5058270.500000 Penalty: 12408.206055 Iteration 38Q: 3 clusters Score -5058270 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20506 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -5058307.000000 Penalty: 12408.206055 Iteration 39Q: 3 clusters Score -5058307 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20577 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -5058306.000000 Penalty: 12408.206055 Iteration 40F: 3 clusters Score -5058306 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20653 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -5058333.000000 Penalty: 12408.206055 Iteration 41Q: 3 clusters Score -5058333 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20730 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -5058366.000000 Penalty: 12408.206055 Iteration 42Q: 3 clusters Score -5058366 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20799 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -5058381.000000 Penalty: 12408.206055 Iteration 43Q: 3 clusters Score -5058381 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -5058413.000000 Penalty: 12408.206055 Iteration 44Q: 3 clusters Score -5058413 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20909 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -5058405.500000 Penalty: 12408.206055 Iteration 45Q: 3 clusters Score -5058406 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -5058435.500000 Penalty: 12408.206055 Iteration 46Q: 3 clusters Score -5058436 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21012 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -5058460.500000 Penalty: 12408.206055 Iteration 47Q: 3 clusters Score -5058460 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21060 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -5058479.000000 Penalty: 12408.206055 Iteration 48Q: 3 clusters Score -5058479 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21115 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -5058485.000000 Penalty: 12408.206055 Iteration 49Q: 3 clusters Score -5058485 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21176 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -5058579.500000 Penalty: 12408.206055 Iteration 54Q: 3 clusters Score -5058580 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21405 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -5058589.500000 Penalty: 12408.206055 Iteration 55Q: 3 clusters Score -5058590 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21435 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -5058604.000000 Penalty: 12408.206055 Iteration 56Q: 3 clusters Score -5058604 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21475 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -5058612.500000 Penalty: 12408.206055 Iteration 57Q: 3 clusters Score -5058612 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -5058616.500000 Penalty: 12408.206055 Iteration 58Q: 3 clusters Score -5058616 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21532 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -5058637.500000 Penalty: 12408.206055 Iteration 59Q: 3 clusters Score -5058638 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21558 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -5058642.000000 Penalty: 12408.206055 Iteration 60F: 3 clusters Score -5058642 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21579 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -5058638.000000 Penalty: 12408.206055 Iteration 61Q: 3 clusters Score -5058638 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21607 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -5058653.500000 Penalty: 12408.206055 Iteration 62Q: 3 clusters Score -5058654 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21644 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -5058653.500000 Penalty: 12408.206055 Iteration 63Q: 3 clusters Score -5058654 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21680 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -5058666.000000 Penalty: 12408.206055 Iteration 64Q: 3 clusters Score -5058666 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -5058670.000000 Penalty: 12408.206055 Iteration 65Q: 3 clusters Score -5058670 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21747 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -5058676.000000 Penalty: 12408.206055 Iteration 66Q: 3 clusters Score -5058676 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21771 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -5058691.500000 Penalty: 12408.206055 Iteration 67Q: 3 clusters Score -5058692 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21800 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -5058704.000000 Penalty: 12408.206055 Iteration 68Q: 3 clusters Score -5058704 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21833 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -5058707.500000 Penalty: 12408.206055 Iteration 69Q: 3 clusters Score -5058708 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -5058711.000000 Penalty: 12408.206055 Iteration 70Q: 3 clusters Score -5058711 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21896 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -5058724.500000 Penalty: 12408.206055 Iteration 71Q: 3 clusters Score -5058724 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21927 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -5058716.500000 Penalty: 12408.206055 Iteration 72Q: 3 clusters Score -5058716 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21952 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -5058727.000000 Penalty: 12408.206055 Iteration 73Q: 3 clusters Score -5058727 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -5058740.000000 Penalty: 12408.206055 Iteration 74Q: 3 clusters Score -5058740 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22001 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -5058746.000000 Penalty: 12408.206055 Iteration 75Q: 3 clusters Score -5058746 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22023 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -5058746.000000 Penalty: 12408.206055 Iteration 76Q: 3 clusters Score -5058746 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22052 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -5058773.500000 Penalty: 12408.206055 Iteration 77Q: 3 clusters Score -5058774 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22081 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -5058767.000000 Penalty: 12408.206055 Iteration 78Q: 3 clusters Score -5058767 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22103 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -5058775.000000 Penalty: 12408.206055 Iteration 79Q: 3 clusters Score -5058775 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22127 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -5058781.500000 Penalty: 12408.206055 Iteration 80F: 3 clusters Score -5058782 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22144 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -5058794.500000 Penalty: 12408.206055 Iteration 81Q: 3 clusters Score -5058794 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22160 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -5058808.000000 Penalty: 12408.206055 Iteration 82Q: 3 clusters Score -5058808 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22186 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -5058811.500000 Penalty: 12408.206055 Iteration 83Q: 3 clusters Score -5058812 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22208 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -5058833.000000 Penalty: 12408.206055 Iteration 84Q: 3 clusters Score -5058833 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -5058833.000000 Penalty: 12408.206055 Iteration 85Q: 3 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12408.206055 Iteration 89Q: 3 clusters Score -5058854 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22322 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -5058854.500000 Penalty: 12408.206055 Iteration 90Q: 3 clusters Score -5058854 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22336 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -5058860.000000 Penalty: 12408.206055 Iteration 91Q: 3 clusters Score -5058860 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22356 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -5058860.000000 Penalty: 12408.206055 Iteration 92Q: 3 clusters Score -5058860 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22374 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: 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2482 members Entering Unmasked Estep Score: -5058954.500000 Penalty: 12408.206055 Iteration 101Q: 3 clusters Score -5058954 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22606 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -5058965.000000 Penalty: 12408.206055 Iteration 102Q: 3 clusters Score -5058965 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22628 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -5058976.500000 Penalty: 12408.206055 Iteration 103Q: 3 clusters Score -5058976 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22653 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -5058995.500000 Penalty: 12408.206055 Iteration 104Q: 3 clusters Score -5058996 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22678 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -5059006.500000 Penalty: 12408.206055 Iteration 105Q: 3 clusters Score -5059006 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22696 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -5059012.500000 Penalty: 12408.206055 Iteration 106Q: 3 clusters Score -5059012 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -5059025.000000 Penalty: 12408.206055 Iteration 107Q: 3 clusters Score -5059025 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22730 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -5059030.000000 Penalty: 12408.206055 Iteration 108Q: 3 clusters Score -5059030 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22753 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -5059041.500000 Penalty: 12408.206055 Iteration 109Q: 3 clusters Score -5059042 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22777 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -5059060.500000 Penalty: 12408.206055 Iteration 110Q: 3 clusters Score -5059060 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22804 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -5059073.000000 Penalty: 12408.206055 Iteration 111Q: 3 clusters Score -5059073 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22826 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -5059084.500000 Penalty: 12408.206055 Iteration 112Q: 3 clusters Score -5059084 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22840 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -5059086.000000 Penalty: 12408.206055 Iteration 113Q: 3 clusters Score -5059086 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22850 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -5059092.500000 Penalty: 12408.206055 Iteration 114Q: 3 clusters Score -5059092 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22868 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -5059093.500000 Penalty: 12408.206055 Iteration 115Q: 3 clusters Score -5059094 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22885 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -5059095.000000 Penalty: 12408.206055 Iteration 116Q: 3 clusters Score -5059095 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22902 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -5059095.500000 Penalty: 12408.206055 Iteration 117Q: 3 clusters Score -5059096 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22922 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -5059106.000000 Penalty: 12408.206055 Iteration 118Q: 3 clusters Score -5059106 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22948 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -5059121.000000 Penalty: 12408.206055 Iteration 119Q: 3 clusters Score -5059121 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22975 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -5059130.000000 Penalty: 12408.206055 Iteration 120F: 3 clusters Score -5059130 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23001 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -5059150.000000 Penalty: 12408.206055 Iteration 121Q: 3 clusters Score -5059150 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23021 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -5059159.500000 Penalty: 12408.206055 Iteration 122Q: 3 clusters Score -5059160 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23039 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -5059161.000000 Penalty: 12408.206055 Iteration 123Q: 3 clusters Score -5059161 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23056 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -5059177.500000 Penalty: 12408.206055 Iteration 124Q: 3 clusters Score -5059178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23064 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -5059192.000000 Penalty: 12408.206055 Iteration 125Q: 3 clusters Score -5059192 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23076 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -5059191.000000 Penalty: 12408.206055 Iteration 126Q: 3 clusters Score -5059191 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23085 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -5059188.000000 Penalty: 12408.206055 Iteration 127Q: 3 clusters Score -5059188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -5059198.500000 Penalty: 12408.206055 Iteration 128Q: 3 clusters Score -5059198 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23119 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -5059203.500000 Penalty: 12408.206055 Iteration 129Q: 3 clusters Score -5059204 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23141 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -5059223.000000 Penalty: 12408.206055 Iteration 130Q: 3 clusters Score -5059223 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23163 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -5059234.000000 Penalty: 12408.206055 Iteration 131Q: 3 clusters Score -5059234 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23177 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -5059242.000000 Penalty: 12408.206055 Iteration 132Q: 3 clusters Score -5059242 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23190 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -5059246.500000 Penalty: 12408.206055 Iteration 133Q: 3 clusters Score -5059246 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23204 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -5059258.500000 Penalty: 12408.206055 Iteration 134Q: 3 clusters Score -5059258 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23232 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -5059276.000000 Penalty: 12408.206055 Iteration 135Q: 3 clusters Score -5059276 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23259 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -5059284.000000 Penalty: 12408.206055 Iteration 136Q: 3 clusters Score -5059284 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23280 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -5059305.500000 Penalty: 12408.206055 Iteration 137Q: 3 clusters Score -5059306 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23297 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -5059310.000000 Penalty: 12408.206055 Iteration 138Q: 3 clusters Score -5059310 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23319 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -5059304.500000 Penalty: 12408.206055 Iteration 139Q: 3 clusters Score -5059304 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23341 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -5059327.500000 Penalty: 12408.206055 Iteration 140F: 3 clusters Score -5059328 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -5059324.000000 Penalty: 12408.206055 Iteration 141Q: 3 clusters Score -5059324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23366 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -5059325.500000 Penalty: 12408.206055 Iteration 142Q: 3 clusters Score -5059326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -5059329.000000 Penalty: 12408.206055 Iteration 143Q: 3 clusters Score -5059329 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23380 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -5059345.500000 Penalty: 12408.206055 Iteration 144Q: 3 clusters Score -5059346 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23394 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -5059349.000000 Penalty: 12408.206055 Iteration 145Q: 3 clusters Score -5059349 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23405 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -5059347.000000 Penalty: 12408.206055 Iteration 146Q: 3 clusters Score -5059347 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23411 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -5059355.500000 Penalty: 12408.206055 Iteration 147Q: 3 clusters Score -5059356 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23418 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -5059357.500000 Penalty: 12408.206055 Iteration 148Q: 3 clusters Score -5059358 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23426 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -5059366.500000 Penalty: 12408.206055 Iteration 149Q: 3 clusters Score -5059366 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23433 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -5059363.500000 Penalty: 12408.206055 Iteration 150Q: 3 clusters Score -5059364 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23439 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -5059374.000000 Penalty: 12408.206055 Iteration 151Q: 3 clusters Score -5059374 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23448 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -5059381.500000 Penalty: 12408.206055 Iteration 152Q: 3 clusters Score -5059382 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23458 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -5059394.000000 Penalty: 12408.206055 Iteration 153Q: 3 clusters Score -5059394 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23465 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -5059387.500000 Penalty: 12408.206055 Iteration 154Q: 3 clusters Score -5059388 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23471 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -5059388.500000 Penalty: 12408.206055 Iteration 155Q: 3 clusters Score -5059388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23475 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -5059391.000000 Penalty: 12408.206055 Iteration 156Q: 3 clusters Score -5059391 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23479 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -5059406.500000 Penalty: 12408.206055 Iteration 157Q: 3 clusters Score -5059406 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23483 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -5059396.500000 Penalty: 12408.206055 Iteration 158Q: 3 clusters Score -5059396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23486 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -5059403.000000 Penalty: 12408.206055 Iteration 159Q: 3 clusters Score -5059403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -5059405.500000 Penalty: 12408.206055 Iteration 160F: 3 clusters Score -5059406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -5059404.000000 Penalty: 12408.206055 Iteration 161Q: 3 clusters Score -5059404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -5059404.000000 Penalty: 12408.206055 Iteration 162F: 3 clusters Score -5059404 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Entering Unmasked Estep Score: -260071.968750 Penalty: 4387.442871 Iteration 0F: 2 clusters Score -260072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -255728.421875 Penalty: 8774.885742 Iteration 0F: 3 clusters Score -255728.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -256213.187500 Penalty: 8774.885742 Iteration 1F: 3 clusters Score -256213.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -256396.765625 Penalty: 8774.885742 Iteration 2F: 3 clusters Score -256396.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -256528.234375 Penalty: 8774.885742 Iteration 3Q: 3 clusters Score -256528.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -256661.234375 Penalty: 8774.885742 Iteration 4Q: 3 clusters Score -256661.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -256785.156250 Penalty: 8774.885742 Iteration 5Q: 3 clusters Score -256785.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -256852.687500 Penalty: 8774.885742 Iteration 6Q: 3 clusters Score -256852.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -256896.078125 Penalty: 8774.885742 Iteration 7Q: 3 clusters Score -256896.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -256915.062500 Penalty: 8774.885742 Iteration 8Q: 3 clusters Score -256915.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -256937.921875 Penalty: 8774.885742 Iteration 9Q: 3 clusters Score -256937.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -256960.734375 Penalty: 8774.885742 Iteration 10Q: 3 clusters Score -256960.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -256987.750000 Penalty: 8774.885742 Iteration 11Q: 3 clusters Score -256987.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -257005.390625 Penalty: 8774.885742 Iteration 12Q: 3 clusters Score -257005.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -257013.937500 Penalty: 8774.885742 Iteration 13Q: 3 clusters Score -257013.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -257026.921875 Penalty: 8774.885742 Iteration 14Q: 3 clusters Score -257026.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -257031.484375 Penalty: 8774.885742 Iteration 15Q: 3 clusters Score -257031.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -257039.812500 Penalty: 8774.885742 Iteration 16Q: 3 clusters Score -257039.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -257130.890625 Penalty: 8774.885742 Iteration 17Q: 3 clusters Score -257130.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -257226.671875 Penalty: 8774.885742 Iteration 18Q: 3 clusters Score -257226.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -257305.625000 Penalty: 8774.885742 Iteration 19Q: 3 clusters Score -257305.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -257361.906250 Penalty: 8774.885742 Iteration 20F: 3 clusters Score -257361.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -257437.906250 Penalty: 8774.885742 Iteration 21Q: 3 clusters Score -257437.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -257541.796875 Penalty: 8774.885742 Iteration 22Q: 3 clusters Score -257541.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -257662.750000 Penalty: 8774.885742 Iteration 23Q: 3 clusters Score -257662.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -257802.781250 Penalty: 8774.885742 Iteration 24Q: 3 clusters Score -257802.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -257894.875000 Penalty: 8774.885742 Iteration 25Q: 3 clusters Score -257894.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -257924.687500 Penalty: 8774.885742 Iteration 26Q: 3 clusters Score -257924.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -258023.750000 Penalty: 8774.885742 Iteration 27Q: 3 clusters Score -258023.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -258122.515625 Penalty: 8774.885742 Iteration 28Q: 3 clusters Score -258122.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -258145.656250 Penalty: 8774.885742 Iteration 29Q: 3 clusters Score -258145.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -258158.046875 Penalty: 8774.885742 Iteration 30Q: 3 clusters Score -258158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -258167.828125 Penalty: 8774.885742 Iteration 31Q: 3 clusters Score -258167.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -258173.500000 Penalty: 8774.885742 Iteration 32Q: 3 clusters Score -258173.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -258175.812500 Penalty: 8774.885742 Iteration 33Q: 3 clusters Score -258175.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -258175.812500 Penalty: 8774.885742 Iteration 34F: 3 clusters Score -258175.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Entering Unmasked Estep Score: -228384.812500 Penalty: 4393.579590 Iteration 0F: 2 clusters Score -228384.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -224616.046875 Penalty: 8787.159180 Iteration 0F: 3 clusters Score -224616 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -226733.718750 Penalty: 8787.159180 Iteration 1F: 3 clusters Score -226733.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -228161.312500 Penalty: 8787.159180 Iteration 2F: 3 clusters Score -228161.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -229345.203125 Penalty: 8787.159180 Iteration 3F: 3 clusters Score -229345.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -230130.140625 Penalty: 8787.159180 Iteration 4F: 3 clusters Score -230130.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -230685.812500 Penalty: 8787.159180 Iteration 5Q: 3 clusters Score -230685.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -230831.406250 Penalty: 8787.159180 Iteration 6Q: 3 clusters Score -230831.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -230972.671875 Penalty: 8787.159180 Iteration 7Q: 3 clusters Score -230972.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -231047.609375 Penalty: 8787.159180 Iteration 8Q: 3 clusters Score -231047.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -231113.203125 Penalty: 8787.159180 Iteration 9Q: 3 clusters Score -231113.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -231141.796875 Penalty: 8787.159180 Iteration 10Q: 3 clusters Score -231141.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -231153.578125 Penalty: 8787.159180 Iteration 11Q: 3 clusters Score -231153.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -231162.046875 Penalty: 8787.159180 Iteration 12Q: 3 clusters Score -231162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -231171.171875 Penalty: 8787.159180 Iteration 13F: 3 clusters Score -231171.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -231217.078125 Penalty: 8787.159180 Iteration 14Q: 3 clusters Score -231217.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -231217.078125 Penalty: 8787.159180 Iteration 15F: 3 clusters Score -231217.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32290 members Mstep: Class 3 contains 25063 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15198 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 410 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60962 members Mstep: Class 16 contains 502 members Mstep: Class 18 contains 25321 members Mstep: Class 19 contains 49293 members Mstep: Class 20 contains 167687 members Mstep: Class 21 contains 95469 members Mstep: Class 22 contains 8457 members Entering Unmasked Estep Score: -119284552.000000 Penalty: 170510.218750 Splitting cluster 5 changes total score from -119285008.000000 to -119284552.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Entering Unmasked Estep Score: -273924.812500 Penalty: 4419.784668 Iteration 0F: 2 clusters Score -273924.8 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 692 members Entering Unmasked Estep Score: -269469.937500 Penalty: 8839.569336 Iteration 0F: 3 clusters Score -269469.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -269950.656250 Penalty: 8839.569336 Iteration 1F: 3 clusters Score -269950.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -270175.531250 Penalty: 8839.569336 Iteration 2F: 3 clusters Score -270175.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -270321.781250 Penalty: 8839.569336 Iteration 3Q: 3 clusters Score -270321.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -270410.031250 Penalty: 8839.569336 Iteration 4Q: 3 clusters Score -270410 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -270464.218750 Penalty: 8839.569336 Iteration 5Q: 3 clusters Score -270464.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -270572.500000 Penalty: 8839.569336 Iteration 6Q: 3 clusters Score -270572.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -270669.000000 Penalty: 8839.569336 Iteration 7Q: 3 clusters Score -270669 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -270727.843750 Penalty: 8839.569336 Iteration 8Q: 3 clusters Score -270727.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -270778.843750 Penalty: 8839.569336 Iteration 9Q: 3 clusters Score -270778.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -270840.187500 Penalty: 8839.569336 Iteration 10Q: 3 clusters Score -270840.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -270957.437500 Penalty: 8839.569336 Iteration 11Q: 3 clusters Score -270957.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -271062.781250 Penalty: 8839.569336 Iteration 12Q: 3 clusters Score -271062.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -271252.968750 Penalty: 8839.569336 Iteration 13Q: 3 clusters Score -271253 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -271573.656250 Penalty: 8839.569336 Iteration 14Q: 3 clusters Score -271573.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -271825.250000 Penalty: 8839.569336 Iteration 15Q: 3 clusters Score -271825.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -271892.312500 Penalty: 8839.569336 Iteration 16Q: 3 clusters Score -271892.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -271945.562500 Penalty: 8839.569336 Iteration 17Q: 3 clusters Score -271945.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -272000.406250 Penalty: 8839.569336 Iteration 18Q: 3 clusters Score -272000.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -272053.843750 Penalty: 8839.569336 Iteration 19Q: 3 clusters Score -272053.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -272101.906250 Penalty: 8839.569336 Iteration 20F: 3 clusters Score -272101.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -272158.000000 Penalty: 8839.569336 Iteration 21Q: 3 clusters Score -272158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -272191.312500 Penalty: 8839.569336 Iteration 22Q: 3 clusters Score -272191.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -272215.187500 Penalty: 8839.569336 Iteration 23Q: 3 clusters Score -272215.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -272227.781250 Penalty: 8839.569336 Iteration 24Q: 3 clusters Score -272227.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -272234.031250 Penalty: 8839.569336 Iteration 25Q: 3 clusters Score -272234 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -272248.906250 Penalty: 8839.569336 Iteration 26Q: 3 clusters Score -272248.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -272257.468750 Penalty: 8839.569336 Iteration 27Q: 3 clusters Score -272257.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -272263.562500 Penalty: 8839.569336 Iteration 28Q: 3 clusters Score -272263.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -272266.406250 Penalty: 8839.569336 Iteration 29Q: 3 clusters Score -272266.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -272276.437500 Penalty: 8839.569336 Iteration 30Q: 3 clusters Score -272276.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -272286.656250 Penalty: 8839.569336 Iteration 31Q: 3 clusters Score -272286.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -272294.156250 Penalty: 8839.569336 Iteration 32Q: 3 clusters Score -272294.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -272294.156250 Penalty: 8839.569336 Iteration 33F: 3 clusters Score -272294.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (15198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Entering Unmasked Estep Score: -3168934.500000 Penalty: 5897.712891 Iteration 0F: 2 clusters Score -3168934 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -3155525.500000 Penalty: 11795.425781 Iteration 0F: 3 clusters Score -3155526 nChanged 5842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -3158636.750000 Penalty: 11795.425781 Iteration 1F: 3 clusters Score -3158637 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -3159140.250000 Penalty: 11795.425781 Iteration 2F: 3 clusters Score -3159140 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -3159468.000000 Penalty: 11795.425781 Iteration 3Q: 3 clusters Score -3159468 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -3159664.750000 Penalty: 11795.425781 Iteration 4Q: 3 clusters Score -3159665 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -3159807.000000 Penalty: 11795.425781 Iteration 5Q: 3 clusters Score -3159807 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -3159925.250000 Penalty: 11795.425781 Iteration 6Q: 3 clusters Score -3159925 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -3160066.250000 Penalty: 11795.425781 Iteration 7Q: 3 clusters Score -3160066 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -3160188.750000 Penalty: 11795.425781 Iteration 8Q: 3 clusters Score -3160189 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -3160328.000000 Penalty: 11795.425781 Iteration 9Q: 3 clusters Score -3160328 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -3160486.000000 Penalty: 11795.425781 Iteration 10Q: 3 clusters Score -3160486 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -3160637.000000 Penalty: 11795.425781 Iteration 11Q: 3 clusters Score -3160637 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -3160795.750000 Penalty: 11795.425781 Iteration 12Q: 3 clusters Score -3160796 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -3160962.000000 Penalty: 11795.425781 Iteration 13Q: 3 clusters Score -3160962 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -3161173.750000 Penalty: 11795.425781 Iteration 14Q: 3 clusters Score -3161174 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -3161409.000000 Penalty: 11795.425781 Iteration 15Q: 3 clusters Score -3161409 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -3161645.750000 Penalty: 11795.425781 Iteration 16Q: 3 clusters Score -3161646 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -3161910.000000 Penalty: 11795.425781 Iteration 17Q: 3 clusters Score -3161910 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -3162159.500000 Penalty: 11795.425781 Iteration 18Q: 3 clusters Score -3162160 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -3162517.000000 Penalty: 11795.425781 Iteration 19Q: 3 clusters Score -3162517 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -3162872.250000 Penalty: 11795.425781 Iteration 20F: 3 clusters Score -3162872 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -3163233.250000 Penalty: 11795.425781 Iteration 21Q: 3 clusters Score -3163233 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -3163590.500000 Penalty: 11795.425781 Iteration 22Q: 3 clusters Score -3163590 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -3163894.250000 Penalty: 11795.425781 Iteration 23Q: 3 clusters Score -3163894 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -3164160.000000 Penalty: 11795.425781 Iteration 24Q: 3 clusters Score -3164160 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -3164365.750000 Penalty: 11795.425781 Iteration 25Q: 3 clusters Score -3164366 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -3164519.500000 Penalty: 11795.425781 Iteration 26Q: 3 clusters Score -3164520 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -3164640.500000 Penalty: 11795.425781 Iteration 27Q: 3 clusters Score -3164640 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8975 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -3164747.000000 Penalty: 11795.425781 Iteration 28Q: 3 clusters Score -3164747 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -3164842.000000 Penalty: 11795.425781 Iteration 29Q: 3 clusters Score -3164842 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -3164922.250000 Penalty: 11795.425781 Iteration 30Q: 3 clusters Score -3164922 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -3164995.750000 Penalty: 11795.425781 Iteration 31Q: 3 clusters Score -3164996 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -3165075.750000 Penalty: 11795.425781 Iteration 32Q: 3 clusters Score -3165076 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -3165159.000000 Penalty: 11795.425781 Iteration 33Q: 3 clusters Score -3165159 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -3165262.250000 Penalty: 11795.425781 Iteration 34Q: 3 clusters Score -3165262 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -3165391.250000 Penalty: 11795.425781 Iteration 35Q: 3 clusters Score -3165391 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -3165553.250000 Penalty: 11795.425781 Iteration 36Q: 3 clusters Score -3165553 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -3165708.000000 Penalty: 11795.425781 Iteration 37Q: 3 clusters Score -3165708 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -3165888.000000 Penalty: 11795.425781 Iteration 38Q: 3 clusters Score -3165888 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -3166123.000000 Penalty: 11795.425781 Iteration 39Q: 3 clusters Score -3166123 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -3166382.000000 Penalty: 11795.425781 Iteration 40F: 3 clusters Score -3166382 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -3166566.750000 Penalty: 11795.425781 Iteration 41Q: 3 clusters Score -3166567 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -3166701.000000 Penalty: 11795.425781 Iteration 42Q: 3 clusters Score -3166701 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -3166779.000000 Penalty: 11795.425781 Iteration 43Q: 3 clusters Score -3166779 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -3166839.250000 Penalty: 11795.425781 Iteration 44Q: 3 clusters Score -3166839 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -3166876.750000 Penalty: 11795.425781 Iteration 45Q: 3 clusters Score -3166877 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -3166917.250000 Penalty: 11795.425781 Iteration 46Q: 3 clusters Score -3166917 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -3166946.250000 Penalty: 11795.425781 Iteration 47Q: 3 clusters Score -3166946 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -3166964.750000 Penalty: 11795.425781 Iteration 48Q: 3 clusters Score -3166965 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -3166986.250000 Penalty: 11795.425781 Iteration 49Q: 3 clusters Score -3166986 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -3167000.750000 Penalty: 11795.425781 Iteration 50Q: 3 clusters Score -3167001 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -3167014.250000 Penalty: 11795.425781 Iteration 51Q: 3 clusters Score -3167014 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -3167018.500000 Penalty: 11795.425781 Iteration 52Q: 3 clusters Score -3167018 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -3167015.750000 Penalty: 11795.425781 Iteration 53Q: 3 clusters Score -3167016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -3167017.000000 Penalty: 11795.425781 Iteration 54Q: 3 clusters Score -3167017 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -3167015.750000 Penalty: 11795.425781 Iteration 55Q: 3 clusters Score -3167016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -3167024.500000 Penalty: 11795.425781 Iteration 56Q: 3 clusters Score -3167024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -3167017.500000 Penalty: 11795.425781 Iteration 57Q: 3 clusters Score -3167018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -3167018.750000 Penalty: 11795.425781 Iteration 58Q: 3 clusters Score -3167019 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -3167020.000000 Penalty: 11795.425781 Iteration 59Q: 3 clusters Score -3167020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -3167025.750000 Penalty: 11795.425781 Iteration 60F: 3 clusters Score -3167026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -3167027.500000 Penalty: 11795.425781 Iteration 61Q: 3 clusters Score -3167028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -3167031.500000 Penalty: 11795.425781 Iteration 62Q: 3 clusters Score -3167032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -3167028.750000 Penalty: 11795.425781 Iteration 63Q: 3 clusters Score -3167029 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -3167028.750000 Penalty: 11795.425781 Iteration 64F: 3 clusters Score -3167029 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (42110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42110 members Entering Unmasked Estep Score: -8973724.000000 Penalty: 6521.924805 Iteration 0F: 2 clusters Score -8973724 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21158 members Mstep: Class 2 contains 20952 members Entering Unmasked Estep Score: -8943058.000000 Penalty: 13043.849609 Iteration 0F: 3 clusters Score -8943058 nChanged 18198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21512 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -8952842.000000 Penalty: 13043.849609 Iteration 1F: 3 clusters Score -8952842 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21688 members Mstep: Class 2 contains 20422 members Entering Unmasked Estep Score: -8953768.000000 Penalty: 13043.849609 Iteration 2F: 3 clusters Score -8953768 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21932 members Mstep: Class 2 contains 20178 members Entering Unmasked Estep Score: -8954495.000000 Penalty: 13043.849609 Iteration 3Q: 3 clusters Score -8954495 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22189 members Mstep: Class 2 contains 19921 members Entering Unmasked Estep Score: -8955097.000000 Penalty: 13043.849609 Iteration 4Q: 3 clusters Score -8955097 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22466 members Mstep: Class 2 contains 19644 members Entering Unmasked Estep Score: -8955660.000000 Penalty: 13043.849609 Iteration 5Q: 3 clusters Score -8955660 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22707 members Mstep: Class 2 contains 19403 members Entering Unmasked Estep Score: -8956166.000000 Penalty: 13043.849609 Iteration 6Q: 3 clusters Score -8956166 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22992 members Mstep: Class 2 contains 19118 members Entering Unmasked Estep Score: -8956652.000000 Penalty: 13043.849609 Iteration 7Q: 3 clusters Score -8956652 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -8957231.000000 Penalty: 13043.849609 Iteration 8Q: 3 clusters Score -8957231 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23884 members Mstep: Class 2 contains 18226 members Entering Unmasked Estep Score: -8957789.000000 Penalty: 13043.849609 Iteration 9Q: 3 clusters Score -8957789 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24465 members Mstep: Class 2 contains 17645 members Entering Unmasked Estep Score: -8958409.000000 Penalty: 13043.849609 Iteration 10Q: 3 clusters Score -8958409 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25224 members Mstep: Class 2 contains 16886 members Entering Unmasked Estep Score: -8959041.000000 Penalty: 13043.849609 Iteration 11Q: 3 clusters Score -8959041 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26104 members Mstep: Class 2 contains 16006 members Entering Unmasked Estep Score: -8959724.000000 Penalty: 13043.849609 Iteration 12Q: 3 clusters Score -8959724 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27113 members Mstep: Class 2 contains 14997 members Entering Unmasked Estep Score: -8960382.000000 Penalty: 13043.849609 Iteration 13Q: 3 clusters Score -8960382 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28235 members Mstep: Class 2 contains 13875 members Entering Unmasked Estep Score: -8961141.000000 Penalty: 13043.849609 Iteration 14Q: 3 clusters Score -8961141 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29435 members Mstep: Class 2 contains 12675 members Entering Unmasked Estep Score: -8961886.000000 Penalty: 13043.849609 Iteration 15Q: 3 clusters Score -8961886 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30673 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -8962646.000000 Penalty: 13043.849609 Iteration 16Q: 3 clusters Score -8962646 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31967 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -8963446.000000 Penalty: 13043.849609 Iteration 17Q: 3 clusters Score -8963446 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33235 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -8964182.000000 Penalty: 13043.849609 Iteration 18Q: 3 clusters Score -8964182 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34433 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -8964826.000000 Penalty: 13043.849609 Iteration 19Q: 3 clusters Score -8964826 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35520 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -8965470.000000 Penalty: 13043.849609 Iteration 20F: 3 clusters Score -8965470 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36413 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -8965986.000000 Penalty: 13043.849609 Iteration 21Q: 3 clusters Score -8965986 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37168 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -8966381.000000 Penalty: 13043.849609 Iteration 22Q: 3 clusters Score -8966381 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37773 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -8966706.000000 Penalty: 13043.849609 Iteration 23Q: 3 clusters Score -8966706 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38266 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -8966989.000000 Penalty: 13043.849609 Iteration 24Q: 3 clusters Score -8966989 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38683 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -8967232.000000 Penalty: 13043.849609 Iteration 25Q: 3 clusters Score -8967232 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39028 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -8967439.000000 Penalty: 13043.849609 Iteration 26Q: 3 clusters Score -8967439 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39294 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -8967591.000000 Penalty: 13043.849609 Iteration 27Q: 3 clusters Score -8967591 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39511 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -8967708.000000 Penalty: 13043.849609 Iteration 28Q: 3 clusters Score -8967708 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39693 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -8967803.000000 Penalty: 13043.849609 Iteration 29Q: 3 clusters Score -8967803 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39840 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -8967888.000000 Penalty: 13043.849609 Iteration 30Q: 3 clusters Score -8967888 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39952 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -8967954.000000 Penalty: 13043.849609 Iteration 31Q: 3 clusters Score -8967954 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40045 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -8968016.000000 Penalty: 13043.849609 Iteration 32Q: 3 clusters Score -8968016 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40126 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -8968057.000000 Penalty: 13043.849609 Iteration 33Q: 3 clusters Score -8968057 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40196 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -8968114.000000 Penalty: 13043.849609 Iteration 34Q: 3 clusters Score -8968114 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40259 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -8968160.000000 Penalty: 13043.849609 Iteration 35Q: 3 clusters Score -8968160 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40317 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -8968185.000000 Penalty: 13043.849609 Iteration 36Q: 3 clusters Score -8968185 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40351 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -8968211.000000 Penalty: 13043.849609 Iteration 37Q: 3 clusters Score -8968211 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40375 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -8968220.000000 Penalty: 13043.849609 Iteration 38Q: 3 clusters Score -8968220 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40394 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -8968219.000000 Penalty: 13043.849609 Iteration 39Q: 3 clusters Score -8968219 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40415 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -8968225.000000 Penalty: 13043.849609 Iteration 40F: 3 clusters Score -8968225 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40437 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -8968251.000000 Penalty: 13043.849609 Iteration 41Q: 3 clusters Score -8968251 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40462 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -8968253.000000 Penalty: 13043.849609 Iteration 42Q: 3 clusters Score -8968253 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40477 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -8968265.000000 Penalty: 13043.849609 Iteration 43Q: 3 clusters Score -8968265 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40494 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -8968285.000000 Penalty: 13043.849609 Iteration 44Q: 3 clusters Score -8968285 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40514 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -8968301.000000 Penalty: 13043.849609 Iteration 45Q: 3 clusters Score -8968301 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40533 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -8968312.000000 Penalty: 13043.849609 Iteration 46Q: 3 clusters Score -8968312 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40543 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -8968311.000000 Penalty: 13043.849609 Iteration 47Q: 3 clusters Score -8968311 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40553 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -8968331.000000 Penalty: 13043.849609 Iteration 48Q: 3 clusters Score -8968331 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40562 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -8968336.000000 Penalty: 13043.849609 Iteration 49Q: 3 clusters Score -8968336 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40567 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -8968340.000000 Penalty: 13043.849609 Iteration 50Q: 3 clusters Score -8968340 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40578 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -8968345.000000 Penalty: 13043.849609 Iteration 51Q: 3 clusters Score -8968345 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40587 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -8968354.000000 Penalty: 13043.849609 Iteration 52Q: 3 clusters Score -8968354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40593 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -8968350.000000 Penalty: 13043.849609 Iteration 53Q: 3 clusters Score -8968350 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -8968348.000000 Penalty: 13043.849609 Iteration 54Q: 3 clusters Score -8968348 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40610 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -8968353.000000 Penalty: 13043.849609 Iteration 55Q: 3 clusters Score -8968353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40614 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -8968362.000000 Penalty: 13043.849609 Iteration 56Q: 3 clusters Score -8968362 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40617 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -8968367.000000 Penalty: 13043.849609 Iteration 57Q: 3 clusters Score -8968367 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40619 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -8968368.000000 Penalty: 13043.849609 Iteration 58Q: 3 clusters Score -8968368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40621 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -8968368.000000 Penalty: 13043.849609 Iteration 59Q: 3 clusters Score -8968368 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40621 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -8968369.000000 Penalty: 13043.849609 Iteration 60F: 3 clusters Score -8968369 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40624 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -8968366.000000 Penalty: 13043.849609 Iteration 61Q: 3 clusters Score -8968366 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40627 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -8968368.000000 Penalty: 13043.849609 Iteration 62Q: 3 clusters Score -8968368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40630 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -8968367.000000 Penalty: 13043.849609 Iteration 63Q: 3 clusters Score -8968367 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40630 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -8968374.000000 Penalty: 13043.849609 Iteration 64Q: 3 clusters Score -8968374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40631 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -8968380.000000 Penalty: 13043.849609 Iteration 65Q: 3 clusters Score -8968380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40634 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -8968373.000000 Penalty: 13043.849609 Iteration 66Q: 3 clusters Score -8968373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40636 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -8968374.000000 Penalty: 13043.849609 Iteration 67Q: 3 clusters Score -8968374 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40636 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -8968374.000000 Penalty: 13043.849609 Iteration 68F: 3 clusters Score -8968374 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Entering Unmasked Estep Score: -197617.390625 Penalty: 4238.306641 Iteration 0F: 2 clusters Score -197617.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -193507.062500 Penalty: 8476.613281 Iteration 0F: 3 clusters Score -193507.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -193900.000000 Penalty: 8476.613281 Iteration 1F: 3 clusters Score -193900 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -194077.296875 Penalty: 8476.613281 Iteration 2Q: 3 clusters Score -194077.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -194199.062500 Penalty: 8476.613281 Iteration 3Q: 3 clusters Score -194199.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -194361.718750 Penalty: 8476.613281 Iteration 4Q: 3 clusters Score -194361.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -194630.593750 Penalty: 8476.613281 Iteration 5Q: 3 clusters Score -194630.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -194800.750000 Penalty: 8476.613281 Iteration 6Q: 3 clusters Score -194800.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -194862.468750 Penalty: 8476.613281 Iteration 7Q: 3 clusters Score -194862.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -194887.875000 Penalty: 8476.613281 Iteration 8Q: 3 clusters Score -194887.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -194913.171875 Penalty: 8476.613281 Iteration 9Q: 3 clusters Score -194913.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -194936.468750 Penalty: 8476.613281 Iteration 10Q: 3 clusters Score -194936.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -194960.843750 Penalty: 8476.613281 Iteration 11Q: 3 clusters Score -194960.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -194989.984375 Penalty: 8476.613281 Iteration 12Q: 3 clusters Score -194990 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -195016.218750 Penalty: 8476.613281 Iteration 13Q: 3 clusters Score -195016.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -195038.375000 Penalty: 8476.613281 Iteration 14Q: 3 clusters Score -195038.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -195062.718750 Penalty: 8476.613281 Iteration 15Q: 3 clusters Score -195062.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -195077.875000 Penalty: 8476.613281 Iteration 16Q: 3 clusters Score -195077.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -195096.406250 Penalty: 8476.613281 Iteration 17Q: 3 clusters Score -195096.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -195111.656250 Penalty: 8476.613281 Iteration 18Q: 3 clusters Score -195111.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -195121.515625 Penalty: 8476.613281 Iteration 19Q: 3 clusters Score -195121.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -195127.937500 Penalty: 8476.613281 Iteration 20F: 3 clusters Score -195127.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -195143.796875 Penalty: 8476.613281 Iteration 21Q: 3 clusters Score -195143.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -195148.234375 Penalty: 8476.613281 Iteration 22Q: 3 clusters Score -195148.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -195154.359375 Penalty: 8476.613281 Iteration 23Q: 3 clusters Score -195154.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -195157.671875 Penalty: 8476.613281 Iteration 24Q: 3 clusters Score -195157.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -195169.984375 Penalty: 8476.613281 Iteration 25Q: 3 clusters Score -195170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -195178.484375 Penalty: 8476.613281 Iteration 26Q: 3 clusters Score -195178.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -195181.218750 Penalty: 8476.613281 Iteration 27Q: 3 clusters Score -195181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -195183.375000 Penalty: 8476.613281 Iteration 28Q: 3 clusters Score -195183.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -195183.375000 Penalty: 8476.613281 Iteration 29F: 3 clusters Score -195183.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (24097 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Entering Unmasked Estep Score: -5005172.500000 Penalty: 6180.028809 Iteration 0F: 2 clusters Score -5005172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -4986319.500000 Penalty: 12360.057617 Iteration 0F: 3 clusters Score -4986320 nChanged 9930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12295 members Mstep: Class 2 contains 11802 members Entering Unmasked Estep Score: -4992799.500000 Penalty: 12360.057617 Iteration 1F: 3 clusters Score -4992800 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13160 members Mstep: Class 2 contains 10937 members Entering Unmasked Estep Score: -4995310.500000 Penalty: 12360.057617 Iteration 2F: 3 clusters Score -4995310 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -4997878.500000 Penalty: 12360.057617 Iteration 3F: 3 clusters Score -4997878 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16032 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -4999959.500000 Penalty: 12360.057617 Iteration 4F: 3 clusters Score -4999960 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17454 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -5001495.500000 Penalty: 12360.057617 Iteration 5F: 3 clusters Score -5001496 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18608 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -5002595.000000 Penalty: 12360.057617 Iteration 6F: 3 clusters Score -5002595 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19533 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -5003379.000000 Penalty: 12360.057617 Iteration 7Q: 3 clusters Score -5003379 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20208 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -5003879.500000 Penalty: 12360.057617 Iteration 8Q: 3 clusters Score -5003880 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20723 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -5004224.500000 Penalty: 12360.057617 Iteration 9Q: 3 clusters Score -5004224 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21123 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -5004492.500000 Penalty: 12360.057617 Iteration 10Q: 3 clusters Score -5004492 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21445 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -5004706.500000 Penalty: 12360.057617 Iteration 11Q: 3 clusters Score -5004706 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -5004869.000000 Penalty: 12360.057617 Iteration 12Q: 3 clusters Score -5004869 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21899 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -5004992.000000 Penalty: 12360.057617 Iteration 13Q: 3 clusters Score -5004992 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22060 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -5005092.500000 Penalty: 12360.057617 Iteration 14Q: 3 clusters Score -5005092 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22182 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -5005142.500000 Penalty: 12360.057617 Iteration 15Q: 3 clusters Score -5005142 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22278 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -5005208.500000 Penalty: 12360.057617 Iteration 16Q: 3 clusters Score -5005208 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22352 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -5005237.000000 Penalty: 12360.057617 Iteration 17Q: 3 clusters Score -5005237 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -5005279.500000 Penalty: 12360.057617 Iteration 18Q: 3 clusters Score -5005280 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22476 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -5005315.000000 Penalty: 12360.057617 Iteration 19Q: 3 clusters Score -5005315 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22534 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -5005359.000000 Penalty: 12360.057617 Iteration 20F: 3 clusters Score -5005359 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22576 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -5005369.500000 Penalty: 12360.057617 Iteration 21Q: 3 clusters Score -5005370 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22612 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -5005385.500000 Penalty: 12360.057617 Iteration 22Q: 3 clusters Score -5005386 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22636 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -5005400.000000 Penalty: 12360.057617 Iteration 23Q: 3 clusters Score -5005400 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22651 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -5005411.500000 Penalty: 12360.057617 Iteration 24Q: 3 clusters Score -5005412 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22663 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -5005409.000000 Penalty: 12360.057617 Iteration 25Q: 3 clusters Score -5005409 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22673 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -5005407.500000 Penalty: 12360.057617 Iteration 26Q: 3 clusters Score -5005408 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22684 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -5005425.500000 Penalty: 12360.057617 Iteration 27Q: 3 clusters Score -5005426 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22700 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -5005444.500000 Penalty: 12360.057617 Iteration 28Q: 3 clusters Score -5005444 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -5005452.000000 Penalty: 12360.057617 Iteration 29Q: 3 clusters Score -5005452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22727 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -5005449.500000 Penalty: 12360.057617 Iteration 30Q: 3 clusters Score -5005450 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22734 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -5005447.500000 Penalty: 12360.057617 Iteration 31Q: 3 clusters Score -5005448 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22744 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -5005462.000000 Penalty: 12360.057617 Iteration 32Q: 3 clusters Score -5005462 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22757 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -5005477.500000 Penalty: 12360.057617 Iteration 33Q: 3 clusters Score -5005478 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22769 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -5005491.000000 Penalty: 12360.057617 Iteration 34Q: 3 clusters Score -5005491 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22780 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -5005492.000000 Penalty: 12360.057617 Iteration 35Q: 3 clusters Score -5005492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22785 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -5005497.000000 Penalty: 12360.057617 Iteration 36Q: 3 clusters Score -5005497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22789 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -5005495.500000 Penalty: 12360.057617 Iteration 37Q: 3 clusters Score -5005496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22791 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -5005494.500000 Penalty: 12360.057617 Iteration 38Q: 3 clusters Score -5005494 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22792 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -5005495.000000 Penalty: 12360.057617 Iteration 39Q: 3 clusters Score -5005495 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22793 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -5005497.000000 Penalty: 12360.057617 Iteration 40F: 3 clusters Score -5005497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22794 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -5005497.000000 Penalty: 12360.057617 Iteration 41Q: 3 clusters Score -5005497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22795 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -5005501.500000 Penalty: 12360.057617 Iteration 42Q: 3 clusters Score -5005502 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22795 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -5005501.500000 Penalty: 12360.057617 Iteration 43F: 3 clusters Score -5005502 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32290 members Mstep: Class 3 contains 25063 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15198 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 22795 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 410 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60962 members Mstep: Class 16 contains 1302 members Mstep: Class 18 contains 25321 members Mstep: Class 19 contains 49293 members Mstep: Class 20 contains 167687 members Mstep: Class 21 contains 95469 members Mstep: Class 22 contains 8457 members Entering Unmasked Estep Score: -119283704.000000 Penalty: 170510.218750 Splitting cluster 10 changes total score from -119285008.000000 to -119283704.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (15902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Entering Unmasked Estep Score: -3410438.000000 Penalty: 5925.447754 Iteration 0F: 2 clusters Score -3410438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -3396485.750000 Penalty: 11850.895508 Iteration 0F: 3 clusters Score -3396486 nChanged 6270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -3399885.250000 Penalty: 11850.895508 Iteration 1F: 3 clusters Score -3399885 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -3400466.750000 Penalty: 11850.895508 Iteration 2F: 3 clusters Score -3400467 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -3400854.250000 Penalty: 11850.895508 Iteration 3Q: 3 clusters Score -3400854 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -3401204.750000 Penalty: 11850.895508 Iteration 4Q: 3 clusters Score -3401205 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -3401637.500000 Penalty: 11850.895508 Iteration 5Q: 3 clusters Score -3401638 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -3402176.250000 Penalty: 11850.895508 Iteration 6Q: 3 clusters Score -3402176 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -3402756.000000 Penalty: 11850.895508 Iteration 7Q: 3 clusters Score -3402756 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -3403300.000000 Penalty: 11850.895508 Iteration 8Q: 3 clusters Score -3403300 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -3403838.000000 Penalty: 11850.895508 Iteration 9Q: 3 clusters Score -3403838 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -3404350.250000 Penalty: 11850.895508 Iteration 10Q: 3 clusters Score -3404350 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -3404808.750000 Penalty: 11850.895508 Iteration 11Q: 3 clusters Score -3404809 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -3405211.500000 Penalty: 11850.895508 Iteration 12Q: 3 clusters Score -3405212 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -3405538.750000 Penalty: 11850.895508 Iteration 13Q: 3 clusters Score -3405539 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -3405879.000000 Penalty: 11850.895508 Iteration 14Q: 3 clusters Score -3405879 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -3406100.500000 Penalty: 11850.895508 Iteration 15Q: 3 clusters Score -3406100 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13527 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -3406296.250000 Penalty: 11850.895508 Iteration 16Q: 3 clusters Score -3406296 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13739 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -3406459.500000 Penalty: 11850.895508 Iteration 17Q: 3 clusters Score -3406460 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -3406586.000000 Penalty: 11850.895508 Iteration 18Q: 3 clusters Score -3406586 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14031 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -3406671.750000 Penalty: 11850.895508 Iteration 19Q: 3 clusters Score -3406672 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -3406737.250000 Penalty: 11850.895508 Iteration 20F: 3 clusters Score -3406737 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14175 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -3406775.750000 Penalty: 11850.895508 Iteration 21Q: 3 clusters Score -3406776 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14221 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -3406811.750000 Penalty: 11850.895508 Iteration 22Q: 3 clusters Score -3406812 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14257 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -3406837.250000 Penalty: 11850.895508 Iteration 23Q: 3 clusters Score -3406837 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -3406859.250000 Penalty: 11850.895508 Iteration 24Q: 3 clusters Score -3406859 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -3406874.250000 Penalty: 11850.895508 Iteration 25Q: 3 clusters Score -3406874 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14330 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -3406885.000000 Penalty: 11850.895508 Iteration 26Q: 3 clusters Score -3406885 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -3406893.750000 Penalty: 11850.895508 Iteration 27Q: 3 clusters Score -3406894 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -3406911.250000 Penalty: 11850.895508 Iteration 28Q: 3 clusters Score -3406911 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -3406927.750000 Penalty: 11850.895508 Iteration 29Q: 3 clusters Score -3406928 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14418 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -3406939.250000 Penalty: 11850.895508 Iteration 30Q: 3 clusters Score -3406939 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -3406948.750000 Penalty: 11850.895508 Iteration 31Q: 3 clusters Score -3406949 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14442 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -3406956.250000 Penalty: 11850.895508 Iteration 32Q: 3 clusters Score -3406956 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14457 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -3406970.500000 Penalty: 11850.895508 Iteration 33Q: 3 clusters Score -3406970 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14469 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -3406972.750000 Penalty: 11850.895508 Iteration 34Q: 3 clusters Score -3406973 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14476 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -3406982.000000 Penalty: 11850.895508 Iteration 35Q: 3 clusters Score -3406982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14478 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -3406984.500000 Penalty: 11850.895508 Iteration 36Q: 3 clusters Score -3406984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14478 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -3406984.500000 Penalty: 11850.895508 Iteration 37F: 3 clusters Score -3406984 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Entering Unmasked Estep Score: -220793.937500 Penalty: 4348.766602 Iteration 0F: 2 clusters Score -220793.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -216653.578125 Penalty: 8697.533203 Iteration 0F: 3 clusters Score -216653.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -217384.156250 Penalty: 8697.533203 Iteration 1F: 3 clusters Score -217384.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -217792.968750 Penalty: 8697.533203 Iteration 2F: 3 clusters Score -217793 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -218173.328125 Penalty: 8697.533203 Iteration 3Q: 3 clusters Score -218173.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -218357.906250 Penalty: 8697.533203 Iteration 4Q: 3 clusters Score -218357.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -218439.625000 Penalty: 8697.533203 Iteration 5Q: 3 clusters Score -218439.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -218512.343750 Penalty: 8697.533203 Iteration 6Q: 3 clusters Score -218512.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -218559.937500 Penalty: 8697.533203 Iteration 7Q: 3 clusters Score -218559.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -218605.859375 Penalty: 8697.533203 Iteration 8Q: 3 clusters Score -218605.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -218639.546875 Penalty: 8697.533203 Iteration 9Q: 3 clusters Score -218639.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -218693.125000 Penalty: 8697.533203 Iteration 10Q: 3 clusters Score -218693.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -218711.953125 Penalty: 8697.533203 Iteration 11Q: 3 clusters Score -218712 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -218739.656250 Penalty: 8697.533203 Iteration 12Q: 3 clusters Score -218739.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -218762.218750 Penalty: 8697.533203 Iteration 13Q: 3 clusters Score -218762.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -218785.390625 Penalty: 8697.533203 Iteration 14Q: 3 clusters Score -218785.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -218812.656250 Penalty: 8697.533203 Iteration 15Q: 3 clusters Score -218812.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -218858.312500 Penalty: 8697.533203 Iteration 16Q: 3 clusters Score -218858.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -218907.781250 Penalty: 8697.533203 Iteration 17Q: 3 clusters Score -218907.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -219006.328125 Penalty: 8697.533203 Iteration 18Q: 3 clusters Score -219006.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -219082.359375 Penalty: 8697.533203 Iteration 19Q: 3 clusters Score -219082.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -219146.468750 Penalty: 8697.533203 Iteration 20F: 3 clusters Score -219146.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -219202.609375 Penalty: 8697.533203 Iteration 21Q: 3 clusters Score -219202.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -219246.453125 Penalty: 8697.533203 Iteration 22Q: 3 clusters Score -219246.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -219288.703125 Penalty: 8697.533203 Iteration 23Q: 3 clusters Score -219288.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -219326.218750 Penalty: 8697.533203 Iteration 24Q: 3 clusters Score -219326.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -219386.921875 Penalty: 8697.533203 Iteration 25Q: 3 clusters Score -219386.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -219416.984375 Penalty: 8697.533203 Iteration 26Q: 3 clusters Score -219417 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -219435.312500 Penalty: 8697.533203 Iteration 27Q: 3 clusters Score -219435.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -219442.796875 Penalty: 8697.533203 Iteration 28Q: 3 clusters Score -219442.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -219450.781250 Penalty: 8697.533203 Iteration 29Q: 3 clusters Score -219450.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -219468.953125 Penalty: 8697.533203 Iteration 30Q: 3 clusters Score -219469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -219474.687500 Penalty: 8697.533203 Iteration 31Q: 3 clusters Score -219474.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -219485.593750 Penalty: 8697.533203 Iteration 32Q: 3 clusters Score -219485.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -219488.468750 Penalty: 8697.533203 Iteration 33Q: 3 clusters Score -219488.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -219490.703125 Penalty: 8697.533203 Iteration 34Q: 3 clusters Score -219490.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -219490.703125 Penalty: 8697.533203 Iteration 35F: 3 clusters Score -219490.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Entering Unmasked Estep Score: -488472.375000 Penalty: 4745.138184 Iteration 0F: 2 clusters Score -488472.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -483212.437500 Penalty: 9490.276367 Iteration 0F: 3 clusters Score -483212.4 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -483819.937500 Penalty: 9490.276367 Iteration 1F: 3 clusters Score -483819.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -483997.468750 Penalty: 9490.276367 Iteration 2F: 3 clusters Score -483997.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -484090.187500 Penalty: 9490.276367 Iteration 3Q: 3 clusters Score -484090.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -484129.093750 Penalty: 9490.276367 Iteration 4Q: 3 clusters Score -484129.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -484151.343750 Penalty: 9490.276367 Iteration 5Q: 3 clusters Score -484151.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -484170.125000 Penalty: 9490.276367 Iteration 6Q: 3 clusters Score -484170.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -484184.125000 Penalty: 9490.276367 Iteration 7Q: 3 clusters Score -484184.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -484192.187500 Penalty: 9490.276367 Iteration 8Q: 3 clusters Score -484192.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -484193.468750 Penalty: 9490.276367 Iteration 9Q: 3 clusters Score -484193.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -484194.031250 Penalty: 9490.276367 Iteration 10Q: 3 clusters Score -484194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -484194.031250 Penalty: 9490.276367 Iteration 11F: 3 clusters Score -484194 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (60962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60962 members Entering Unmasked Estep Score: -12930234.000000 Penalty: 6748.528809 Iteration 0F: 2 clusters Score -1.293023e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30448 members Mstep: Class 2 contains 30514 members Entering Unmasked Estep Score: -12887472.000000 Penalty: 13497.057617 Iteration 0F: 3 clusters Score -1.288747e+07 nChanged 27081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29765 members Mstep: Class 2 contains 31197 members Entering Unmasked Estep Score: -12902007.000000 Penalty: 13497.057617 Iteration 1F: 3 clusters Score -1.290201e+07 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29316 members Mstep: Class 2 contains 31646 members Entering Unmasked Estep Score: -12902878.000000 Penalty: 13497.057617 Iteration 2Q: 3 clusters Score -1.290288e+07 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28735 members Mstep: Class 2 contains 32227 members Entering Unmasked Estep Score: -12903523.000000 Penalty: 13497.057617 Iteration 3Q: 3 clusters Score -1.290352e+07 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27981 members Mstep: Class 2 contains 32981 members Entering Unmasked Estep Score: -12904077.000000 Penalty: 13497.057617 Iteration 4Q: 3 clusters Score -1.290408e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26920 members Mstep: Class 2 contains 34042 members Entering Unmasked Estep Score: -12904696.000000 Penalty: 13497.057617 Iteration 5Q: 3 clusters Score -1.29047e+07 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25494 members Mstep: Class 2 contains 35468 members Entering Unmasked Estep Score: -12905402.000000 Penalty: 13497.057617 Iteration 6Q: 3 clusters Score -1.29054e+07 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23616 members Mstep: Class 2 contains 37346 members Entering Unmasked Estep Score: -12906296.000000 Penalty: 13497.057617 Iteration 7Q: 3 clusters Score -1.29063e+07 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21144 members Mstep: Class 2 contains 39818 members Entering Unmasked Estep Score: -12907653.000000 Penalty: 13497.057617 Iteration 8Q: 3 clusters Score -1.290765e+07 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18039 members Mstep: Class 2 contains 42923 members Entering Unmasked Estep Score: -12909683.000000 Penalty: 13497.057617 Iteration 9F: 3 clusters Score -1.290968e+07 nChanged 3682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14503 members Mstep: Class 2 contains 46459 members Entering Unmasked Estep Score: -12912275.000000 Penalty: 13497.057617 Iteration 10F: 3 clusters Score -1.291228e+07 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 50244 members Entering Unmasked Estep Score: -12915260.000000 Penalty: 13497.057617 Iteration 11F: 3 clusters Score -1.291526e+07 nChanged 3460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 53650 members Entering Unmasked Estep Score: -12918202.000000 Penalty: 13497.057617 Iteration 12F: 3 clusters Score -1.29182e+07 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 56341 members Entering Unmasked Estep Score: -12920625.000000 Penalty: 13497.057617 Iteration 13Q: 3 clusters Score -1.292062e+07 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 58121 members Entering Unmasked Estep Score: -12922253.000000 Penalty: 13497.057617 Iteration 14Q: 3 clusters Score -1.292225e+07 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 59090 members Entering Unmasked Estep Score: -12923201.000000 Penalty: 13497.057617 Iteration 15Q: 3 clusters Score -1.29232e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 59542 members Entering Unmasked Estep Score: -12923747.000000 Penalty: 13497.057617 Iteration 16Q: 3 clusters Score -1.292375e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 59773 members Entering Unmasked Estep Score: -12924008.000000 Penalty: 13497.057617 Iteration 17Q: 3 clusters Score -1.292401e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 59892 members Entering Unmasked Estep Score: -12924152.000000 Penalty: 13497.057617 Iteration 18Q: 3 clusters Score -1.292415e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 59973 members Entering Unmasked Estep Score: -12924206.000000 Penalty: 13497.057617 Iteration 19Q: 3 clusters Score -1.292421e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 60009 members Entering Unmasked Estep Score: -12924272.000000 Penalty: 13497.057617 Iteration 20F: 3 clusters Score -1.292427e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 60041 members Entering Unmasked Estep Score: -12924348.000000 Penalty: 13497.057617 Iteration 21Q: 3 clusters Score -1.292435e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 60061 members Entering Unmasked Estep Score: -12924377.000000 Penalty: 13497.057617 Iteration 22Q: 3 clusters Score -1.292438e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 60074 members Entering Unmasked Estep Score: -12924403.000000 Penalty: 13497.057617 Iteration 23Q: 3 clusters Score -1.29244e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 60084 members Entering Unmasked Estep Score: -12924412.000000 Penalty: 13497.057617 Iteration 24Q: 3 clusters Score -1.292441e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 60087 members Entering Unmasked Estep Score: -12924407.000000 Penalty: 13497.057617 Iteration 25Q: 3 clusters Score -1.292441e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 60087 members Entering Unmasked Estep Score: -12924413.000000 Penalty: 13497.057617 Iteration 26Q: 3 clusters Score -1.292441e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 60090 members Entering Unmasked Estep Score: -12924415.000000 Penalty: 13497.057617 Iteration 27Q: 3 clusters Score -1.292442e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 60095 members Entering Unmasked Estep Score: -12924423.000000 Penalty: 13497.057617 Iteration 28Q: 3 clusters Score -1.292442e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 60097 members Entering Unmasked Estep Score: -12924433.000000 Penalty: 13497.057617 Iteration 29Q: 3 clusters Score -1.292443e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 60099 members Entering Unmasked Estep Score: -12924432.000000 Penalty: 13497.057617 Iteration 30Q: 3 clusters Score -1.292443e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 60100 members Entering Unmasked Estep Score: -12924437.000000 Penalty: 13497.057617 Iteration 31Q: 3 clusters Score -1.292444e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 60103 members Entering Unmasked Estep Score: -12924427.000000 Penalty: 13497.057617 Iteration 32Q: 3 clusters Score -1.292443e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 60105 members Entering Unmasked Estep Score: -12924416.000000 Penalty: 13497.057617 Iteration 33Q: 3 clusters Score -1.292442e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 60107 members Entering Unmasked Estep Score: -12924429.000000 Penalty: 13497.057617 Iteration 34Q: 3 clusters Score -1.292443e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 60108 members Entering Unmasked Estep Score: -12924435.000000 Penalty: 13497.057617 Iteration 35Q: 3 clusters Score -1.292444e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 60109 members Entering Unmasked Estep Score: -12924433.000000 Penalty: 13497.057617 Iteration 36Q: 3 clusters Score -1.292443e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 60109 members Entering Unmasked Estep Score: -12924433.000000 Penalty: 13497.057617 Iteration 37F: 3 clusters Score -1.292443e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (25321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25321 members Entering Unmasked Estep Score: -5404791.000000 Penalty: 6210.375977 Iteration 0F: 2 clusters Score -5404791 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -5385036.000000 Penalty: 12420.751953 Iteration 0F: 3 clusters Score -5385036 nChanged 10514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12660 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -5390509.500000 Penalty: 12420.751953 Iteration 1F: 3 clusters Score -5390510 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12632 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -5391176.000000 Penalty: 12420.751953 Iteration 2F: 3 clusters Score -5391176 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -5391627.000000 Penalty: 12420.751953 Iteration 3Q: 3 clusters Score -5391627 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12510 members Mstep: Class 2 contains 12811 members Entering Unmasked Estep Score: -5391927.500000 Penalty: 12420.751953 Iteration 4Q: 3 clusters Score -5391928 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -5392106.000000 Penalty: 12420.751953 Iteration 5Q: 3 clusters Score -5392106 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12314 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -5392265.500000 Penalty: 12420.751953 Iteration 6Q: 3 clusters Score -5392266 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -5392405.500000 Penalty: 12420.751953 Iteration 7Q: 3 clusters Score -5392406 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 13255 members Entering Unmasked Estep Score: -5392541.500000 Penalty: 12420.751953 Iteration 8Q: 3 clusters Score -5392542 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 13385 members Entering Unmasked Estep Score: -5392644.500000 Penalty: 12420.751953 Iteration 9Q: 3 clusters Score -5392644 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 13531 members Entering Unmasked Estep Score: -5392687.000000 Penalty: 12420.751953 Iteration 10Q: 3 clusters Score -5392687 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -5392764.000000 Penalty: 12420.751953 Iteration 11Q: 3 clusters Score -5392764 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -5392862.000000 Penalty: 12420.751953 Iteration 12Q: 3 clusters Score -5392862 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -5392961.500000 Penalty: 12420.751953 Iteration 13Q: 3 clusters Score -5392962 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -5393056.500000 Penalty: 12420.751953 Iteration 14Q: 3 clusters Score -5393056 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Mstep: Class 2 contains 14448 members Entering Unmasked Estep Score: -5393122.000000 Penalty: 12420.751953 Iteration 15Q: 3 clusters Score -5393122 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -5393206.500000 Penalty: 12420.751953 Iteration 16Q: 3 clusters Score -5393206 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 14969 members Entering Unmasked Estep Score: -5393309.500000 Penalty: 12420.751953 Iteration 17Q: 3 clusters Score -5393310 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 15282 members Entering Unmasked Estep Score: -5393408.500000 Penalty: 12420.751953 Iteration 18Q: 3 clusters Score -5393408 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 15650 members Entering Unmasked Estep Score: -5393542.000000 Penalty: 12420.751953 Iteration 19Q: 3 clusters Score -5393542 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 16054 members Entering Unmasked Estep Score: -5393679.000000 Penalty: 12420.751953 Iteration 20F: 3 clusters Score -5393679 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -5393864.500000 Penalty: 12420.751953 Iteration 21Q: 3 clusters Score -5393864 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 16999 members Entering Unmasked Estep Score: -5394078.500000 Penalty: 12420.751953 Iteration 22Q: 3 clusters Score -5394078 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 17614 members Entering Unmasked Estep Score: -5394368.500000 Penalty: 12420.751953 Iteration 23Q: 3 clusters Score -5394368 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 18296 members Entering Unmasked Estep Score: -5394727.500000 Penalty: 12420.751953 Iteration 24Q: 3 clusters Score -5394728 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 19055 members Entering Unmasked Estep Score: -5395186.500000 Penalty: 12420.751953 Iteration 25Q: 3 clusters Score -5395186 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 19904 members Entering Unmasked Estep Score: -5395765.000000 Penalty: 12420.751953 Iteration 26Q: 3 clusters Score -5395765 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -5396322.500000 Penalty: 12420.751953 Iteration 27Q: 3 clusters Score -5396322 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 21402 members Entering Unmasked Estep Score: -5396848.500000 Penalty: 12420.751953 Iteration 28Q: 3 clusters Score -5396848 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 22017 members Entering Unmasked Estep Score: -5397355.500000 Penalty: 12420.751953 Iteration 29Q: 3 clusters Score -5397356 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 22562 members Entering Unmasked Estep Score: -5397822.000000 Penalty: 12420.751953 Iteration 30Q: 3 clusters Score -5397822 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 23000 members Entering Unmasked Estep Score: -5398243.500000 Penalty: 12420.751953 Iteration 31Q: 3 clusters Score -5398244 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 23333 members Entering Unmasked Estep Score: -5398646.000000 Penalty: 12420.751953 Iteration 32Q: 3 clusters Score -5398646 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -5398957.500000 Penalty: 12420.751953 Iteration 33Q: 3 clusters Score -5398958 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 23686 members Entering Unmasked Estep Score: -5399162.500000 Penalty: 12420.751953 Iteration 34Q: 3 clusters Score -5399162 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 23778 members Entering Unmasked Estep Score: -5399303.000000 Penalty: 12420.751953 Iteration 35Q: 3 clusters Score -5399303 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 23831 members Entering Unmasked Estep Score: -5399384.000000 Penalty: 12420.751953 Iteration 36Q: 3 clusters Score -5399384 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 23863 members Entering Unmasked Estep Score: -5399427.500000 Penalty: 12420.751953 Iteration 37Q: 3 clusters Score -5399428 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 23880 members Entering Unmasked Estep Score: -5399464.000000 Penalty: 12420.751953 Iteration 38Q: 3 clusters Score -5399464 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 23892 members Entering Unmasked Estep Score: -5399474.500000 Penalty: 12420.751953 Iteration 39Q: 3 clusters Score -5399474 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 23901 members Entering Unmasked Estep Score: -5399488.500000 Penalty: 12420.751953 Iteration 40F: 3 clusters Score -5399488 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 23908 members Entering Unmasked Estep Score: -5399498.500000 Penalty: 12420.751953 Iteration 41Q: 3 clusters Score -5399498 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 23920 members Entering Unmasked Estep Score: -5399523.500000 Penalty: 12420.751953 Iteration 42Q: 3 clusters Score -5399524 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 23924 members Entering Unmasked Estep Score: -5399537.000000 Penalty: 12420.751953 Iteration 43Q: 3 clusters Score -5399537 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -5399541.500000 Penalty: 12420.751953 Iteration 44Q: 3 clusters Score -5399542 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 23939 members Entering Unmasked Estep Score: -5399558.500000 Penalty: 12420.751953 Iteration 45Q: 3 clusters Score -5399558 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -5399561.000000 Penalty: 12420.751953 Iteration 46Q: 3 clusters Score -5399561 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 23933 members Entering Unmasked Estep Score: -5399567.000000 Penalty: 12420.751953 Iteration 47Q: 3 clusters Score -5399567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -5399568.500000 Penalty: 12420.751953 Iteration 48Q: 3 clusters Score -5399568 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -5399568.500000 Penalty: 12420.751953 Iteration 49Q: 3 clusters Score -5399568 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 23935 members Entering Unmasked Estep Score: -5399574.500000 Penalty: 12420.751953 Iteration 50Q: 3 clusters Score -5399574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 23937 members Entering Unmasked Estep Score: -5399584.500000 Penalty: 12420.751953 Iteration 51Q: 3 clusters Score -5399584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 23936 members Entering Unmasked Estep Score: -5399585.500000 Penalty: 12420.751953 Iteration 52Q: 3 clusters Score -5399586 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 23937 members Entering Unmasked Estep Score: -5399589.500000 Penalty: 12420.751953 Iteration 53Q: 3 clusters Score -5399590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 23938 members Entering Unmasked Estep Score: -5399589.000000 Penalty: 12420.751953 Iteration 54Q: 3 clusters Score -5399589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 23939 members Entering Unmasked Estep Score: -5399589.500000 Penalty: 12420.751953 Iteration 55Q: 3 clusters Score -5399590 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 23940 members Entering Unmasked Estep Score: -5399590.500000 Penalty: 12420.751953 Iteration 56Q: 3 clusters Score -5399590 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 23940 members Entering Unmasked Estep Score: -5399589.000000 Penalty: 12420.751953 Iteration 57Q: 3 clusters Score -5399589 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 23942 members Entering Unmasked Estep Score: -5399587.000000 Penalty: 12420.751953 Iteration 58Q: 3 clusters Score -5399587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -5399592.500000 Penalty: 12420.751953 Iteration 59Q: 3 clusters Score -5399592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -5399597.500000 Penalty: 12420.751953 Iteration 60F: 3 clusters Score -5399598 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (49293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49293 members Entering Unmasked Estep Score: -10481443.000000 Penalty: 6618.391602 Iteration 0F: 2 clusters Score -1.048144e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24588 members Mstep: Class 2 contains 24705 members Entering Unmasked Estep Score: -10446229.000000 Penalty: 13236.783203 Iteration 0F: 3 clusters Score -1.044623e+07 nChanged 21619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24421 members Mstep: Class 2 contains 24872 members Entering Unmasked Estep Score: -10458096.000000 Penalty: 13236.783203 Iteration 1F: 3 clusters Score -1.04581e+07 nChanged 2812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24437 members Mstep: Class 2 contains 24856 members Entering Unmasked Estep Score: -10459372.000000 Penalty: 13236.783203 Iteration 2F: 3 clusters Score -1.045937e+07 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24407 members Mstep: Class 2 contains 24886 members Entering Unmasked Estep Score: -10460501.000000 Penalty: 13236.783203 Iteration 3F: 3 clusters Score -1.04605e+07 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24357 members Mstep: Class 2 contains 24936 members Entering Unmasked Estep Score: -10461593.000000 Penalty: 13236.783203 Iteration 4Q: 3 clusters Score -1.046159e+07 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24330 members Mstep: Class 2 contains 24963 members Entering Unmasked Estep Score: -10462820.000000 Penalty: 13236.783203 Iteration 5Q: 3 clusters Score -1.046282e+07 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24420 members Mstep: Class 2 contains 24873 members Entering Unmasked Estep Score: -10464080.000000 Penalty: 13236.783203 Iteration 6Q: 3 clusters Score -1.046408e+07 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24474 members Mstep: Class 2 contains 24819 members Entering Unmasked Estep Score: -10465483.000000 Penalty: 13236.783203 Iteration 7Q: 3 clusters Score -1.046548e+07 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24636 members Mstep: Class 2 contains 24657 members Entering Unmasked Estep Score: -10466930.000000 Penalty: 13236.783203 Iteration 8Q: 3 clusters Score -1.046693e+07 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24962 members Mstep: Class 2 contains 24331 members Entering Unmasked Estep Score: -10468425.000000 Penalty: 13236.783203 Iteration 9Q: 3 clusters Score -1.046842e+07 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25330 members Mstep: Class 2 contains 23963 members Entering Unmasked Estep Score: -10469743.000000 Penalty: 13236.783203 Iteration 10Q: 3 clusters Score -1.046974e+07 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25739 members Mstep: Class 2 contains 23554 members Entering Unmasked Estep Score: -10470977.000000 Penalty: 13236.783203 Iteration 11Q: 3 clusters Score -1.047098e+07 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26274 members Mstep: Class 2 contains 23019 members Entering Unmasked Estep Score: -10472124.000000 Penalty: 13236.783203 Iteration 12Q: 3 clusters Score -1.047212e+07 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26800 members Mstep: Class 2 contains 22493 members Entering Unmasked Estep Score: -10472933.000000 Penalty: 13236.783203 Iteration 13Q: 3 clusters Score -1.047293e+07 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27289 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -10473421.000000 Penalty: 13236.783203 Iteration 14Q: 3 clusters Score -1.047342e+07 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27720 members Mstep: Class 2 contains 21573 members Entering Unmasked Estep Score: -10473753.000000 Penalty: 13236.783203 Iteration 15Q: 3 clusters Score -1.047375e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28094 members Mstep: Class 2 contains 21199 members Entering Unmasked Estep Score: -10473933.000000 Penalty: 13236.783203 Iteration 16Q: 3 clusters Score -1.047393e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28421 members Mstep: Class 2 contains 20872 members Entering Unmasked Estep Score: -10474053.000000 Penalty: 13236.783203 Iteration 17Q: 3 clusters Score -1.047405e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28682 members Mstep: Class 2 contains 20611 members Entering Unmasked Estep Score: -10474126.000000 Penalty: 13236.783203 Iteration 18Q: 3 clusters Score -1.047413e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28941 members Mstep: Class 2 contains 20352 members Entering Unmasked Estep Score: -10474167.000000 Penalty: 13236.783203 Iteration 19Q: 3 clusters Score -1.047417e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29165 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -10474243.000000 Penalty: 13236.783203 Iteration 20F: 3 clusters Score -1.047424e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29367 members Mstep: Class 2 contains 19926 members Entering Unmasked Estep Score: -10474254.000000 Penalty: 13236.783203 Iteration 21Q: 3 clusters Score -1.047425e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29521 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -10474272.000000 Penalty: 13236.783203 Iteration 22Q: 3 clusters Score -1.047427e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29678 members Mstep: Class 2 contains 19615 members Entering Unmasked Estep Score: -10474304.000000 Penalty: 13236.783203 Iteration 23Q: 3 clusters Score -1.04743e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29825 members Mstep: Class 2 contains 19468 members Entering Unmasked Estep Score: -10474305.000000 Penalty: 13236.783203 Iteration 24Q: 3 clusters Score -1.04743e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29964 members Mstep: Class 2 contains 19329 members Entering Unmasked Estep Score: -10474370.000000 Penalty: 13236.783203 Iteration 25Q: 3 clusters Score -1.047437e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30076 members Mstep: Class 2 contains 19217 members Entering Unmasked Estep Score: -10474391.000000 Penalty: 13236.783203 Iteration 26Q: 3 clusters Score -1.047439e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30203 members Mstep: Class 2 contains 19090 members Entering Unmasked Estep Score: -10474390.000000 Penalty: 13236.783203 Iteration 27Q: 3 clusters Score -1.047439e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30315 members Mstep: Class 2 contains 18978 members Entering Unmasked Estep Score: -10474394.000000 Penalty: 13236.783203 Iteration 28Q: 3 clusters Score -1.047439e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30417 members Mstep: Class 2 contains 18876 members Entering Unmasked Estep Score: -10474419.000000 Penalty: 13236.783203 Iteration 29Q: 3 clusters Score -1.047442e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30507 members Mstep: Class 2 contains 18786 members Entering Unmasked Estep Score: -10474427.000000 Penalty: 13236.783203 Iteration 30Q: 3 clusters Score -1.047443e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30608 members Mstep: Class 2 contains 18685 members Entering Unmasked Estep Score: -10474435.000000 Penalty: 13236.783203 Iteration 31Q: 3 clusters Score -1.047444e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30707 members Mstep: Class 2 contains 18586 members Entering Unmasked Estep Score: -10474478.000000 Penalty: 13236.783203 Iteration 32Q: 3 clusters Score -1.047448e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30807 members Mstep: Class 2 contains 18486 members Entering Unmasked Estep Score: -10474484.000000 Penalty: 13236.783203 Iteration 33Q: 3 clusters Score -1.047448e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30929 members Mstep: Class 2 contains 18364 members Entering Unmasked Estep Score: -10474510.000000 Penalty: 13236.783203 Iteration 34Q: 3 clusters Score -1.047451e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31036 members Mstep: Class 2 contains 18257 members Entering Unmasked Estep Score: -10474517.000000 Penalty: 13236.783203 Iteration 35Q: 3 clusters Score -1.047452e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31140 members Mstep: Class 2 contains 18153 members Entering Unmasked Estep Score: -10474510.000000 Penalty: 13236.783203 Iteration 36Q: 3 clusters Score -1.047451e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31245 members Mstep: Class 2 contains 18048 members Entering Unmasked Estep Score: -10474525.000000 Penalty: 13236.783203 Iteration 37Q: 3 clusters Score -1.047452e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31330 members Mstep: Class 2 contains 17963 members Entering Unmasked Estep Score: -10474544.000000 Penalty: 13236.783203 Iteration 38Q: 3 clusters Score -1.047454e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31413 members Mstep: Class 2 contains 17880 members Entering Unmasked Estep Score: -10474561.000000 Penalty: 13236.783203 Iteration 39Q: 3 clusters Score -1.047456e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31491 members Mstep: Class 2 contains 17802 members Entering Unmasked Estep Score: -10474556.000000 Penalty: 13236.783203 Iteration 40F: 3 clusters Score -1.047456e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31573 members Mstep: Class 2 contains 17720 members Entering Unmasked Estep Score: -10474562.000000 Penalty: 13236.783203 Iteration 41Q: 3 clusters Score -1.047456e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31642 members Mstep: Class 2 contains 17651 members Entering Unmasked Estep Score: -10474585.000000 Penalty: 13236.783203 Iteration 42Q: 3 clusters Score -1.047458e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31701 members Mstep: Class 2 contains 17592 members Entering Unmasked Estep Score: -10474591.000000 Penalty: 13236.783203 Iteration 43Q: 3 clusters Score -1.047459e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31756 members Mstep: Class 2 contains 17537 members Entering Unmasked Estep Score: -10474574.000000 Penalty: 13236.783203 Iteration 44Q: 3 clusters Score -1.047457e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31810 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -10474612.000000 Penalty: 13236.783203 Iteration 45Q: 3 clusters Score -1.047461e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31862 members Mstep: Class 2 contains 17431 members Entering Unmasked Estep Score: -10474613.000000 Penalty: 13236.783203 Iteration 46Q: 3 clusters Score -1.047461e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31924 members Mstep: Class 2 contains 17369 members Entering Unmasked Estep Score: -10474613.000000 Penalty: 13236.783203 Iteration 47Q: 3 clusters Score -1.047461e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31980 members Mstep: Class 2 contains 17313 members Entering Unmasked Estep Score: -10474627.000000 Penalty: 13236.783203 Iteration 48Q: 3 clusters Score -1.047463e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32037 members Mstep: Class 2 contains 17256 members Entering Unmasked Estep Score: -10474616.000000 Penalty: 13236.783203 Iteration 49Q: 3 clusters Score -1.047462e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32091 members Mstep: Class 2 contains 17202 members Entering Unmasked Estep Score: -10474640.000000 Penalty: 13236.783203 Iteration 50Q: 3 clusters Score -1.047464e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32145 members Mstep: Class 2 contains 17148 members Entering Unmasked Estep Score: -10474648.000000 Penalty: 13236.783203 Iteration 51Q: 3 clusters Score -1.047465e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32190 members Mstep: Class 2 contains 17103 members Entering Unmasked Estep Score: -10474651.000000 Penalty: 13236.783203 Iteration 52Q: 3 clusters Score -1.047465e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32233 members Mstep: Class 2 contains 17060 members Entering Unmasked Estep Score: -10474667.000000 Penalty: 13236.783203 Iteration 53Q: 3 clusters Score -1.047467e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32269 members Mstep: Class 2 contains 17024 members Entering Unmasked Estep Score: -10474663.000000 Penalty: 13236.783203 Iteration 54Q: 3 clusters Score -1.047466e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32304 members Mstep: Class 2 contains 16989 members Entering Unmasked Estep Score: -10474668.000000 Penalty: 13236.783203 Iteration 55Q: 3 clusters Score -1.047467e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32327 members Mstep: Class 2 contains 16966 members Entering Unmasked Estep Score: -10474657.000000 Penalty: 13236.783203 Iteration 56Q: 3 clusters Score -1.047466e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32352 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -10474640.000000 Penalty: 13236.783203 Iteration 57Q: 3 clusters Score -1.047464e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32377 members Mstep: Class 2 contains 16916 members Entering Unmasked Estep Score: -10474631.000000 Penalty: 13236.783203 Iteration 58Q: 3 clusters Score -1.047463e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32409 members Mstep: Class 2 contains 16884 members Entering Unmasked Estep Score: -10474654.000000 Penalty: 13236.783203 Iteration 59Q: 3 clusters Score -1.047465e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32452 members Mstep: Class 2 contains 16841 members Entering Unmasked Estep Score: -10474647.000000 Penalty: 13236.783203 Iteration 60F: 3 clusters Score -1.047465e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32509 members Mstep: Class 2 contains 16784 members Entering Unmasked Estep Score: -10474668.000000 Penalty: 13236.783203 Iteration 61Q: 3 clusters Score -1.047467e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32559 members Mstep: Class 2 contains 16734 members Entering Unmasked Estep Score: -10474680.000000 Penalty: 13236.783203 Iteration 62Q: 3 clusters Score -1.047468e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32603 members Mstep: Class 2 contains 16690 members Entering Unmasked Estep Score: -10474682.000000 Penalty: 13236.783203 Iteration 63Q: 3 clusters Score -1.047468e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32647 members Mstep: Class 2 contains 16646 members Entering Unmasked Estep Score: -10474689.000000 Penalty: 13236.783203 Iteration 64Q: 3 clusters Score -1.047469e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32687 members Mstep: Class 2 contains 16606 members Entering Unmasked Estep Score: -10474678.000000 Penalty: 13236.783203 Iteration 65Q: 3 clusters Score -1.047468e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32730 members Mstep: Class 2 contains 16563 members Entering Unmasked Estep Score: -10474688.000000 Penalty: 13236.783203 Iteration 66Q: 3 clusters Score -1.047469e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32774 members Mstep: Class 2 contains 16519 members Entering Unmasked Estep Score: -10474695.000000 Penalty: 13236.783203 Iteration 67Q: 3 clusters Score -1.04747e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32813 members Mstep: Class 2 contains 16480 members Entering Unmasked Estep Score: -10474687.000000 Penalty: 13236.783203 Iteration 68Q: 3 clusters Score -1.047469e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32850 members Mstep: Class 2 contains 16443 members Entering Unmasked Estep Score: -10474684.000000 Penalty: 13236.783203 Iteration 69Q: 3 clusters Score -1.047468e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32886 members Mstep: Class 2 contains 16407 members Entering Unmasked Estep Score: -10474702.000000 Penalty: 13236.783203 Iteration 70Q: 3 clusters Score -1.04747e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32930 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -10474722.000000 Penalty: 13236.783203 Iteration 71Q: 3 clusters Score -1.047472e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32967 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -10474689.000000 Penalty: 13236.783203 Iteration 72Q: 3 clusters Score -1.047469e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32997 members Mstep: Class 2 contains 16296 members Entering Unmasked Estep Score: -10474684.000000 Penalty: 13236.783203 Iteration 73Q: 3 clusters Score -1.047468e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33034 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -10474687.000000 Penalty: 13236.783203 Iteration 74Q: 3 clusters Score -1.047469e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33068 members Mstep: Class 2 contains 16225 members Entering Unmasked Estep Score: -10474694.000000 Penalty: 13236.783203 Iteration 75Q: 3 clusters Score -1.047469e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33102 members Mstep: Class 2 contains 16191 members Entering Unmasked Estep Score: -10474697.000000 Penalty: 13236.783203 Iteration 76Q: 3 clusters Score -1.04747e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33130 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -10474714.000000 Penalty: 13236.783203 Iteration 77Q: 3 clusters Score -1.047471e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33164 members Mstep: Class 2 contains 16129 members Entering Unmasked Estep Score: -10474726.000000 Penalty: 13236.783203 Iteration 78Q: 3 clusters Score -1.047473e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33192 members Mstep: Class 2 contains 16101 members Entering Unmasked Estep Score: -10474733.000000 Penalty: 13236.783203 Iteration 79Q: 3 clusters Score -1.047473e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33221 members Mstep: Class 2 contains 16072 members Entering Unmasked Estep Score: -10474734.000000 Penalty: 13236.783203 Iteration 80F: 3 clusters Score -1.047473e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33254 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -10474733.000000 Penalty: 13236.783203 Iteration 81Q: 3 clusters Score -1.047473e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33293 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -10474740.000000 Penalty: 13236.783203 Iteration 82Q: 3 clusters Score -1.047474e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33336 members Mstep: Class 2 contains 15957 members Entering Unmasked Estep Score: -10474742.000000 Penalty: 13236.783203 Iteration 83Q: 3 clusters Score -1.047474e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33376 members Mstep: Class 2 contains 15917 members Entering Unmasked Estep Score: -10474736.000000 Penalty: 13236.783203 Iteration 84Q: 3 clusters Score -1.047474e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33409 members Mstep: Class 2 contains 15884 members Entering Unmasked Estep Score: -10474752.000000 Penalty: 13236.783203 Iteration 85Q: 3 clusters Score -1.047475e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33436 members Mstep: Class 2 contains 15857 members Entering Unmasked Estep Score: -10474739.000000 Penalty: 13236.783203 Iteration 86Q: 3 clusters Score -1.047474e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33455 members Mstep: Class 2 contains 15838 members Entering Unmasked Estep Score: -10474733.000000 Penalty: 13236.783203 Iteration 87Q: 3 clusters Score -1.047473e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33474 members Mstep: Class 2 contains 15819 members Entering Unmasked Estep Score: -10474709.000000 Penalty: 13236.783203 Iteration 88Q: 3 clusters Score -1.047471e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33494 members Mstep: Class 2 contains 15799 members Entering Unmasked Estep Score: -10474732.000000 Penalty: 13236.783203 Iteration 89Q: 3 clusters Score -1.047473e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33512 members Mstep: Class 2 contains 15781 members Entering Unmasked Estep Score: -10474734.000000 Penalty: 13236.783203 Iteration 90Q: 3 clusters Score -1.047473e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33527 members Mstep: Class 2 contains 15766 members Entering Unmasked Estep Score: -10474738.000000 Penalty: 13236.783203 Iteration 91Q: 3 clusters Score -1.047474e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33542 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -10474731.000000 Penalty: 13236.783203 Iteration 92Q: 3 clusters Score -1.047473e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33554 members Mstep: Class 2 contains 15739 members Entering Unmasked Estep Score: -10474732.000000 Penalty: 13236.783203 Iteration 93Q: 3 clusters Score -1.047473e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33569 members Mstep: Class 2 contains 15724 members Entering Unmasked Estep Score: -10474740.000000 Penalty: 13236.783203 Iteration 94Q: 3 clusters Score -1.047474e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33586 members Mstep: Class 2 contains 15707 members Entering Unmasked Estep Score: -10474736.000000 Penalty: 13236.783203 Iteration 95Q: 3 clusters Score -1.047474e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33598 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -10474756.000000 Penalty: 13236.783203 Iteration 96Q: 3 clusters Score -1.047476e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33613 members Mstep: Class 2 contains 15680 members Entering Unmasked Estep Score: -10474759.000000 Penalty: 13236.783203 Iteration 97Q: 3 clusters Score -1.047476e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33617 members Mstep: Class 2 contains 15676 members Entering Unmasked Estep Score: -10474764.000000 Penalty: 13236.783203 Iteration 98Q: 3 clusters Score -1.047476e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33622 members Mstep: Class 2 contains 15671 members Entering Unmasked Estep Score: -10474763.000000 Penalty: 13236.783203 Iteration 99Q: 3 clusters Score -1.047476e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33625 members Mstep: Class 2 contains 15668 members Entering Unmasked Estep Score: -10474760.000000 Penalty: 13236.783203 Iteration 100F: 3 clusters Score -1.047476e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33631 members Mstep: Class 2 contains 15662 members Entering Unmasked Estep Score: -10474757.000000 Penalty: 13236.783203 Iteration 101Q: 3 clusters Score -1.047476e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33634 members Mstep: Class 2 contains 15659 members Entering Unmasked Estep Score: -10474751.000000 Penalty: 13236.783203 Iteration 102Q: 3 clusters Score -1.047475e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33638 members Mstep: Class 2 contains 15655 members Entering Unmasked Estep Score: -10474752.000000 Penalty: 13236.783203 Iteration 103Q: 3 clusters Score -1.047475e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33645 members Mstep: Class 2 contains 15648 members Entering Unmasked Estep Score: -10474755.000000 Penalty: 13236.783203 Iteration 104Q: 3 clusters Score -1.047476e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33650 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -10474749.000000 Penalty: 13236.783203 Iteration 105Q: 3 clusters Score -1.047475e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33656 members Mstep: Class 2 contains 15637 members Entering Unmasked Estep Score: -10474769.000000 Penalty: 13236.783203 Iteration 106Q: 3 clusters Score -1.047477e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33662 members Mstep: Class 2 contains 15631 members Entering Unmasked Estep Score: -10474763.000000 Penalty: 13236.783203 Iteration 107Q: 3 clusters Score -1.047476e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33669 members Mstep: Class 2 contains 15624 members Entering Unmasked Estep Score: -10474767.000000 Penalty: 13236.783203 Iteration 108Q: 3 clusters Score -1.047477e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33674 members Mstep: Class 2 contains 15619 members Entering Unmasked Estep Score: -10474769.000000 Penalty: 13236.783203 Iteration 109Q: 3 clusters Score -1.047477e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33679 members Mstep: Class 2 contains 15614 members Entering Unmasked Estep Score: -10474759.000000 Penalty: 13236.783203 Iteration 110Q: 3 clusters Score -1.047476e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33684 members Mstep: Class 2 contains 15609 members Entering Unmasked Estep Score: -10474760.000000 Penalty: 13236.783203 Iteration 111Q: 3 clusters Score -1.047476e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33689 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -10474765.000000 Penalty: 13236.783203 Iteration 112Q: 3 clusters Score -1.047476e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33693 members Mstep: Class 2 contains 15600 members Entering Unmasked Estep Score: -10474754.000000 Penalty: 13236.783203 Iteration 113Q: 3 clusters Score -1.047475e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33696 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -10474760.000000 Penalty: 13236.783203 Iteration 114Q: 3 clusters Score -1.047476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33697 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -10474760.000000 Penalty: 13236.783203 Iteration 115Q: 3 clusters Score -1.047476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33698 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -10474759.000000 Penalty: 13236.783203 Iteration 116Q: 3 clusters Score -1.047476e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33698 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -10474759.000000 Penalty: 13236.783203 Iteration 117F: 3 clusters Score -1.047476e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (167687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167687 members Entering Unmasked Estep Score: -35428524.000000 Penalty: 7368.286133 Iteration 0F: 2 clusters Score -3.542852e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83973 members Mstep: Class 2 contains 83714 members Entering Unmasked Estep Score: -35316160.000000 Penalty: 14736.572266 Iteration 0F: 3 clusters Score -3.531616e+07 nChanged 78395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85572 members Mstep: Class 2 contains 82115 members Entering Unmasked Estep Score: -35359520.000000 Penalty: 14736.572266 Iteration 1F: 3 clusters Score -3.535952e+07 nChanged 5589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86655 members Mstep: Class 2 contains 81032 members Entering Unmasked Estep Score: -35360892.000000 Penalty: 14736.572266 Iteration 2Q: 3 clusters Score -3.536089e+07 nChanged 5526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88381 members Mstep: Class 2 contains 79306 members Entering Unmasked Estep Score: -35362404.000000 Penalty: 14736.572266 Iteration 3Q: 3 clusters Score -3.53624e+07 nChanged 5690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90917 members Mstep: Class 2 contains 76770 members Entering Unmasked Estep Score: -35363956.000000 Penalty: 14736.572266 Iteration 4Q: 3 clusters Score -3.536396e+07 nChanged 6376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94695 members Mstep: Class 2 contains 72992 members Entering Unmasked Estep Score: -35366164.000000 Penalty: 14736.572266 Iteration 5Q: 3 clusters Score -3.536616e+07 nChanged 7530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100023 members Mstep: Class 2 contains 67664 members Entering Unmasked Estep Score: -35369140.000000 Penalty: 14736.572266 Iteration 6Q: 3 clusters Score -3.536914e+07 nChanged 8823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107278 members Mstep: Class 2 contains 60409 members Entering Unmasked Estep Score: -35373864.000000 Penalty: 14736.572266 Iteration 7F: 3 clusters Score -3.537386e+07 nChanged 10799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116865 members Mstep: Class 2 contains 50822 members Entering Unmasked Estep Score: -35380856.000000 Penalty: 14736.572266 Iteration 8F: 3 clusters Score -3.538086e+07 nChanged 12094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128255 members Mstep: Class 2 contains 39432 members Entering Unmasked Estep Score: -35389924.000000 Penalty: 14736.572266 Iteration 9F: 3 clusters Score -3.538992e+07 nChanged 11898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139859 members Mstep: Class 2 contains 27828 members Entering Unmasked Estep Score: -35399676.000000 Penalty: 14736.572266 Iteration 10F: 3 clusters Score -3.539968e+07 nChanged 10273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150022 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -35407980.000000 Penalty: 14736.572266 Iteration 11F: 3 clusters Score -3.540798e+07 nChanged 7437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157425 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -35414296.000000 Penalty: 14736.572266 Iteration 12Q: 3 clusters Score -3.54143e+07 nChanged 4638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162035 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -35418188.000000 Penalty: 14736.572266 Iteration 13Q: 3 clusters Score -3.541819e+07 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164400 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -35420024.000000 Penalty: 14736.572266 Iteration 14Q: 3 clusters Score -3.542002e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165466 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -35420912.000000 Penalty: 14736.572266 Iteration 15Q: 3 clusters Score -3.542091e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165988 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -35421316.000000 Penalty: 14736.572266 Iteration 16Q: 3 clusters Score -3.542132e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166243 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -35421476.000000 Penalty: 14736.572266 Iteration 17Q: 3 clusters Score -3.542148e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166382 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -35421616.000000 Penalty: 14736.572266 Iteration 18Q: 3 clusters Score -3.542162e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166471 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -35421736.000000 Penalty: 14736.572266 Iteration 19Q: 3 clusters Score -3.542174e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166546 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -35421804.000000 Penalty: 14736.572266 Iteration 20F: 3 clusters Score -3.54218e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166613 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -35421924.000000 Penalty: 14736.572266 Iteration 21Q: 3 clusters Score -3.542192e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166646 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -35421960.000000 Penalty: 14736.572266 Iteration 22Q: 3 clusters Score -3.542196e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166673 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -35422008.000000 Penalty: 14736.572266 Iteration 23Q: 3 clusters Score -3.542201e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166692 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -35421996.000000 Penalty: 14736.572266 Iteration 24Q: 3 clusters Score -3.5422e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166707 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -35422028.000000 Penalty: 14736.572266 Iteration 25Q: 3 clusters Score -3.542203e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166716 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -35422028.000000 Penalty: 14736.572266 Iteration 26Q: 3 clusters Score -3.542203e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166727 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -35422032.000000 Penalty: 14736.572266 Iteration 27Q: 3 clusters Score -3.542203e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166734 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -35422076.000000 Penalty: 14736.572266 Iteration 28Q: 3 clusters Score -3.542208e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166735 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -35422108.000000 Penalty: 14736.572266 Iteration 29Q: 3 clusters Score -3.542211e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166741 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -35422108.000000 Penalty: 14736.572266 Iteration 30Q: 3 clusters Score -3.542211e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166745 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -35422120.000000 Penalty: 14736.572266 Iteration 31Q: 3 clusters Score -3.542212e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166749 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -35422116.000000 Penalty: 14736.572266 Iteration 32Q: 3 clusters Score -3.542212e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166751 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -35422124.000000 Penalty: 14736.572266 Iteration 33Q: 3 clusters Score -3.542212e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166752 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -35422140.000000 Penalty: 14736.572266 Iteration 34Q: 3 clusters Score -3.542214e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166752 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -35422140.000000 Penalty: 14736.572266 Iteration 35F: 3 clusters Score -3.542214e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (95469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95469 members Entering Unmasked Estep Score: -20255890.000000 Penalty: 7023.266113 Iteration 0F: 2 clusters Score -2.025589e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47762 members Mstep: Class 2 contains 47707 members Entering Unmasked Estep Score: -20190608.000000 Penalty: 14046.532227 Iteration 0F: 3 clusters Score -2.019061e+07 nChanged 43417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47851 members Mstep: Class 2 contains 47618 members Entering Unmasked Estep Score: -20214420.000000 Penalty: 14046.532227 Iteration 1F: 3 clusters Score -2.021442e+07 nChanged 3796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47881 members Mstep: Class 2 contains 47588 members Entering Unmasked Estep Score: -20215336.000000 Penalty: 14046.532227 Iteration 2Q: 3 clusters Score -2.021534e+07 nChanged 3404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47895 members Mstep: Class 2 contains 47574 members Entering Unmasked Estep Score: -20216250.000000 Penalty: 14046.532227 Iteration 3Q: 3 clusters Score -2.021625e+07 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47892 members Mstep: Class 2 contains 47577 members Entering Unmasked Estep Score: -20217056.000000 Penalty: 14046.532227 Iteration 4Q: 3 clusters Score -2.021706e+07 nChanged 2952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47858 members Mstep: Class 2 contains 47611 members Entering Unmasked Estep Score: -20217884.000000 Penalty: 14046.532227 Iteration 5Q: 3 clusters Score -2.021788e+07 nChanged 2851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47913 members Mstep: Class 2 contains 47556 members Entering Unmasked Estep Score: -20218610.000000 Penalty: 14046.532227 Iteration 6Q: 3 clusters Score -2.021861e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47942 members Mstep: Class 2 contains 47527 members Entering Unmasked Estep Score: -20219442.000000 Penalty: 14046.532227 Iteration 7Q: 3 clusters Score -2.021944e+07 nChanged 2859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47963 members Mstep: Class 2 contains 47506 members Entering Unmasked Estep Score: -20220188.000000 Penalty: 14046.532227 Iteration 8Q: 3 clusters Score -2.022019e+07 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47998 members Mstep: Class 2 contains 47471 members Entering Unmasked Estep Score: -20221110.000000 Penalty: 14046.532227 Iteration 9Q: 3 clusters Score -2.022111e+07 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47979 members Mstep: Class 2 contains 47490 members Entering Unmasked Estep Score: -20221922.000000 Penalty: 14046.532227 Iteration 10Q: 3 clusters Score -2.022192e+07 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47883 members Mstep: Class 2 contains 47586 members Entering Unmasked Estep Score: -20222656.000000 Penalty: 14046.532227 Iteration 11Q: 3 clusters Score -2.022266e+07 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47710 members Mstep: Class 2 contains 47759 members Entering Unmasked Estep Score: -20223632.000000 Penalty: 14046.532227 Iteration 12Q: 3 clusters Score -2.022363e+07 nChanged 2985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47453 members Mstep: Class 2 contains 48016 members Entering Unmasked Estep Score: -20224492.000000 Penalty: 14046.532227 Iteration 13Q: 3 clusters Score -2.022449e+07 nChanged 2969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47118 members Mstep: Class 2 contains 48351 members Entering Unmasked Estep Score: -20225414.000000 Penalty: 14046.532227 Iteration 14Q: 3 clusters Score -2.022541e+07 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46682 members Mstep: Class 2 contains 48787 members Entering Unmasked Estep Score: -20226290.000000 Penalty: 14046.532227 Iteration 15Q: 3 clusters Score -2.022629e+07 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46132 members Mstep: Class 2 contains 49337 members Entering Unmasked Estep Score: -20227140.000000 Penalty: 14046.532227 Iteration 16Q: 3 clusters Score -2.022714e+07 nChanged 2706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45434 members Mstep: Class 2 contains 50035 members Entering Unmasked Estep Score: -20228002.000000 Penalty: 14046.532227 Iteration 17Q: 3 clusters Score -2.0228e+07 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44715 members Mstep: Class 2 contains 50754 members Entering Unmasked Estep Score: -20228474.000000 Penalty: 14046.532227 Iteration 18Q: 3 clusters Score -2.022847e+07 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43959 members Mstep: Class 2 contains 51510 members Entering Unmasked Estep Score: -20228936.000000 Penalty: 14046.532227 Iteration 19Q: 3 clusters Score -2.022894e+07 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43135 members Mstep: Class 2 contains 52334 members Entering Unmasked Estep Score: -20229446.000000 Penalty: 14046.532227 Iteration 20F: 3 clusters Score -2.022945e+07 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42274 members Mstep: Class 2 contains 53195 members Entering Unmasked Estep Score: -20229794.000000 Penalty: 14046.532227 Iteration 21Q: 3 clusters Score -2.022979e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41297 members Mstep: Class 2 contains 54172 members Entering Unmasked Estep Score: -20229992.000000 Penalty: 14046.532227 Iteration 22Q: 3 clusters Score -2.022999e+07 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40223 members Mstep: Class 2 contains 55246 members Entering Unmasked Estep Score: -20230274.000000 Penalty: 14046.532227 Iteration 23Q: 3 clusters Score -2.023027e+07 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39086 members Mstep: Class 2 contains 56383 members Entering Unmasked Estep Score: -20230602.000000 Penalty: 14046.532227 Iteration 24Q: 3 clusters Score -2.02306e+07 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37763 members Mstep: Class 2 contains 57706 members Entering Unmasked Estep Score: -20231134.000000 Penalty: 14046.532227 Iteration 25Q: 3 clusters Score -2.023113e+07 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36297 members Mstep: Class 2 contains 59172 members Entering Unmasked Estep Score: -20231740.000000 Penalty: 14046.532227 Iteration 26Q: 3 clusters Score -2.023174e+07 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34650 members Mstep: Class 2 contains 60819 members Entering Unmasked Estep Score: -20232340.000000 Penalty: 14046.532227 Iteration 27Q: 3 clusters Score -2.023234e+07 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32778 members Mstep: Class 2 contains 62691 members Entering Unmasked Estep Score: -20233304.000000 Penalty: 14046.532227 Iteration 28Q: 3 clusters Score -2.02333e+07 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30626 members Mstep: Class 2 contains 64843 members Entering Unmasked Estep Score: -20234642.000000 Penalty: 14046.532227 Iteration 29Q: 3 clusters Score -2.023464e+07 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28428 members Mstep: Class 2 contains 67041 members Entering Unmasked Estep Score: -20235972.000000 Penalty: 14046.532227 Iteration 30Q: 3 clusters Score -2.023597e+07 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26304 members Mstep: Class 2 contains 69165 members Entering Unmasked Estep Score: -20237172.000000 Penalty: 14046.532227 Iteration 31Q: 3 clusters Score -2.023717e+07 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24302 members Mstep: Class 2 contains 71167 members Entering Unmasked Estep Score: -20238332.000000 Penalty: 14046.532227 Iteration 32Q: 3 clusters Score -2.023833e+07 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22364 members Mstep: Class 2 contains 73105 members Entering Unmasked Estep Score: -20239170.000000 Penalty: 14046.532227 Iteration 33Q: 3 clusters Score -2.023917e+07 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20489 members Mstep: Class 2 contains 74980 members Entering Unmasked Estep Score: -20240102.000000 Penalty: 14046.532227 Iteration 34Q: 3 clusters Score -2.02401e+07 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18718 members Mstep: Class 2 contains 76751 members Entering Unmasked Estep Score: -20240884.000000 Penalty: 14046.532227 Iteration 35Q: 3 clusters Score -2.024088e+07 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17050 members Mstep: Class 2 contains 78419 members Entering Unmasked Estep Score: -20241614.000000 Penalty: 14046.532227 Iteration 36Q: 3 clusters Score -2.024161e+07 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Mstep: Class 2 contains 80054 members Entering Unmasked Estep Score: -20242282.000000 Penalty: 14046.532227 Iteration 37Q: 3 clusters Score -2.024228e+07 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 81650 members Entering Unmasked Estep Score: -20242986.000000 Penalty: 14046.532227 Iteration 38Q: 3 clusters Score -2.024299e+07 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12294 members Mstep: Class 2 contains 83175 members Entering Unmasked Estep Score: -20243684.000000 Penalty: 14046.532227 Iteration 39Q: 3 clusters Score -2.024368e+07 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10835 members Mstep: Class 2 contains 84634 members Entering Unmasked Estep Score: -20244346.000000 Penalty: 14046.532227 Iteration 40F: 3 clusters Score -2.024435e+07 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 85932 members Entering Unmasked Estep Score: -20244992.000000 Penalty: 14046.532227 Iteration 41Q: 3 clusters Score -2.024499e+07 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 87155 members Entering Unmasked Estep Score: -20245566.000000 Penalty: 14046.532227 Iteration 42Q: 3 clusters Score -2.024557e+07 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 88270 members Entering Unmasked Estep Score: -20246130.000000 Penalty: 14046.532227 Iteration 43Q: 3 clusters Score -2.024613e+07 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 89266 members Entering Unmasked Estep Score: -20246704.000000 Penalty: 14046.532227 Iteration 44Q: 3 clusters Score -2.02467e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 90129 members Entering Unmasked Estep Score: -20247290.000000 Penalty: 14046.532227 Iteration 45Q: 3 clusters Score -2.024729e+07 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 90875 members Entering Unmasked Estep Score: -20247700.000000 Penalty: 14046.532227 Iteration 46Q: 3 clusters Score -2.02477e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 91504 members Entering Unmasked Estep Score: -20248028.000000 Penalty: 14046.532227 Iteration 47Q: 3 clusters Score -2.024803e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 91999 members Entering Unmasked Estep Score: -20248354.000000 Penalty: 14046.532227 Iteration 48Q: 3 clusters Score -2.024835e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 92389 members Entering Unmasked Estep Score: -20248588.000000 Penalty: 14046.532227 Iteration 49Q: 3 clusters Score -2.024859e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 92740 members Entering Unmasked Estep Score: -20248752.000000 Penalty: 14046.532227 Iteration 50Q: 3 clusters Score -2.024875e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 93003 members Entering Unmasked Estep Score: -20248918.000000 Penalty: 14046.532227 Iteration 51Q: 3 clusters Score -2.024892e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 93182 members Entering Unmasked Estep Score: -20249036.000000 Penalty: 14046.532227 Iteration 52Q: 3 clusters Score -2.024904e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 93323 members Entering Unmasked Estep Score: -20249100.000000 Penalty: 14046.532227 Iteration 53Q: 3 clusters Score -2.02491e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 93444 members Entering Unmasked Estep Score: -20249204.000000 Penalty: 14046.532227 Iteration 54Q: 3 clusters Score -2.02492e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 93550 members Entering Unmasked Estep Score: -20249268.000000 Penalty: 14046.532227 Iteration 55Q: 3 clusters Score -2.024927e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 93638 members Entering Unmasked Estep Score: -20249324.000000 Penalty: 14046.532227 Iteration 56Q: 3 clusters Score -2.024932e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 93702 members Entering Unmasked Estep Score: -20249366.000000 Penalty: 14046.532227 Iteration 57Q: 3 clusters Score -2.024937e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 93757 members Entering Unmasked Estep Score: -20249384.000000 Penalty: 14046.532227 Iteration 58Q: 3 clusters Score -2.024938e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 93814 members Entering Unmasked Estep Score: -20249416.000000 Penalty: 14046.532227 Iteration 59Q: 3 clusters Score -2.024942e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 93867 members Entering Unmasked Estep Score: -20249458.000000 Penalty: 14046.532227 Iteration 60F: 3 clusters Score -2.024946e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 93912 members Entering Unmasked Estep Score: -20249488.000000 Penalty: 14046.532227 Iteration 61Q: 3 clusters Score -2.024949e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 93950 members Entering Unmasked Estep Score: -20249518.000000 Penalty: 14046.532227 Iteration 62Q: 3 clusters Score -2.024952e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 93976 members Entering Unmasked Estep Score: -20249526.000000 Penalty: 14046.532227 Iteration 63Q: 3 clusters Score -2.024953e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 94010 members Entering Unmasked Estep Score: -20249558.000000 Penalty: 14046.532227 Iteration 64Q: 3 clusters Score -2.024956e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 94039 members Entering Unmasked Estep Score: -20249588.000000 Penalty: 14046.532227 Iteration 65Q: 3 clusters Score -2.024959e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 94057 members Entering Unmasked Estep Score: -20249604.000000 Penalty: 14046.532227 Iteration 66Q: 3 clusters Score -2.02496e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 94076 members Entering Unmasked Estep Score: -20249638.000000 Penalty: 14046.532227 Iteration 67Q: 3 clusters Score -2.024964e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 94104 members Entering Unmasked Estep Score: -20249636.000000 Penalty: 14046.532227 Iteration 68Q: 3 clusters Score -2.024964e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 94128 members Entering Unmasked Estep Score: -20249642.000000 Penalty: 14046.532227 Iteration 69Q: 3 clusters Score -2.024964e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 94148 members Entering Unmasked Estep Score: -20249654.000000 Penalty: 14046.532227 Iteration 70Q: 3 clusters Score -2.024965e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 94159 members Entering Unmasked Estep Score: -20249662.000000 Penalty: 14046.532227 Iteration 71Q: 3 clusters Score -2.024966e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 94169 members Entering Unmasked Estep Score: -20249654.000000 Penalty: 14046.532227 Iteration 72Q: 3 clusters Score -2.024965e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 94178 members Entering Unmasked Estep Score: -20249666.000000 Penalty: 14046.532227 Iteration 73Q: 3 clusters Score -2.024967e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 94188 members Entering Unmasked Estep Score: -20249670.000000 Penalty: 14046.532227 Iteration 74Q: 3 clusters Score -2.024967e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 94197 members Entering Unmasked Estep Score: -20249690.000000 Penalty: 14046.532227 Iteration 75Q: 3 clusters Score -2.024969e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 94207 members Entering Unmasked Estep Score: -20249730.000000 Penalty: 14046.532227 Iteration 76Q: 3 clusters Score -2.024973e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 94214 members Entering Unmasked Estep Score: -20249728.000000 Penalty: 14046.532227 Iteration 77Q: 3 clusters Score -2.024973e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 94223 members Entering Unmasked Estep Score: -20249734.000000 Penalty: 14046.532227 Iteration 78Q: 3 clusters Score -2.024973e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 94233 members Entering Unmasked Estep Score: -20249742.000000 Penalty: 14046.532227 Iteration 79Q: 3 clusters Score -2.024974e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 94240 members Entering Unmasked Estep Score: -20249738.000000 Penalty: 14046.532227 Iteration 80F: 3 clusters Score -2.024974e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 94248 members Entering Unmasked Estep Score: -20249762.000000 Penalty: 14046.532227 Iteration 81Q: 3 clusters Score -2.024976e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 94250 members Entering Unmasked Estep Score: -20249754.000000 Penalty: 14046.532227 Iteration 82Q: 3 clusters Score -2.024975e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 94250 members Entering Unmasked Estep Score: -20249754.000000 Penalty: 14046.532227 Iteration 83F: 3 clusters Score -2.024975e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (8457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Entering Unmasked Estep Score: -1729401.375000 Penalty: 5538.684082 Iteration 0F: 2 clusters Score -1729401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1720183.125000 Penalty: 11077.368164 Iteration 0F: 3 clusters Score -1720183 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1722268.375000 Penalty: 11077.368164 Iteration 1F: 3 clusters Score -1722268 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1723165.250000 Penalty: 11077.368164 Iteration 2F: 3 clusters Score -1723165 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1724176.000000 Penalty: 11077.368164 Iteration 3F: 3 clusters Score -1724176 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -1725315.875000 Penalty: 11077.368164 Iteration 4F: 3 clusters Score -1725316 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -1726224.375000 Penalty: 11077.368164 Iteration 5F: 3 clusters Score -1726224 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1726779.250000 Penalty: 11077.368164 Iteration 6F: 3 clusters Score -1726779 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1727131.125000 Penalty: 11077.368164 Iteration 7Q: 3 clusters Score -1727131 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1727371.750000 Penalty: 11077.368164 Iteration 8Q: 3 clusters Score -1727372 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1727500.875000 Penalty: 11077.368164 Iteration 9Q: 3 clusters Score -1727501 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1727579.250000 Penalty: 11077.368164 Iteration 10Q: 3 clusters Score -1727579 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1727629.875000 Penalty: 11077.368164 Iteration 11Q: 3 clusters Score -1727630 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -1727668.000000 Penalty: 11077.368164 Iteration 12Q: 3 clusters Score -1727668 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -1727692.875000 Penalty: 11077.368164 Iteration 13Q: 3 clusters Score -1727693 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1727715.875000 Penalty: 11077.368164 Iteration 14Q: 3 clusters Score -1727716 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1727726.375000 Penalty: 11077.368164 Iteration 15Q: 3 clusters Score -1727726 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1727743.250000 Penalty: 11077.368164 Iteration 16Q: 3 clusters Score -1727743 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1727750.000000 Penalty: 11077.368164 Iteration 17Q: 3 clusters Score -1727750 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -1727759.875000 Penalty: 11077.368164 Iteration 18Q: 3 clusters Score -1727760 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1727769.875000 Penalty: 11077.368164 Iteration 19Q: 3 clusters Score -1727770 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1727771.750000 Penalty: 11077.368164 Iteration 20F: 3 clusters Score -1727772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1727774.500000 Penalty: 11077.368164 Iteration 21Q: 3 clusters Score -1727774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1727775.625000 Penalty: 11077.368164 Iteration 22Q: 3 clusters Score -1727776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1727775.000000 Penalty: 11077.368164 Iteration 23Q: 3 clusters Score -1727775 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1727777.625000 Penalty: 11077.368164 Iteration 24Q: 3 clusters Score -1727778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1727778.375000 Penalty: 11077.368164 Iteration 25Q: 3 clusters Score -1727778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1727777.750000 Penalty: 11077.368164 Iteration 26Q: 3 clusters Score -1727778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1727777.750000 Penalty: 11077.368164 Iteration 27F: 3 clusters Score -1727778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32290 members Mstep: Class 3 contains 25063 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15198 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24097 members Mstep: Class 11 contains 15902 members Mstep: Class 12 contains 1212 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60962 members Mstep: Class 18 contains 25321 members Mstep: Class 19 contains 49293 members Mstep: Class 20 contains 167687 members Mstep: Class 21 contains 95469 members Mstep: Class 22 contains 8457 members Entering Unmasked Estep ConsiderDeletion Score: -119285352.000000 Penalty: 162390.671875 Iteration 119Q: 21 clusters Score -1.192854e+08 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32288 members Mstep: Class 3 contains 25080 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15173 members Mstep: Class 8 contains 42111 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24098 members Mstep: Class 11 contains 15900 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 410 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60961 members Mstep: Class 18 contains 25322 members Mstep: Class 19 contains 49291 members Mstep: Class 20 contains 167691 members Mstep: Class 21 contains 95476 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119285488.000000 Penalty: 162390.671875 Iteration 120F: 21 clusters Score -1.192855e+08 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32287 members Mstep: Class 3 contains 25103 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15146 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24101 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60958 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 49288 members Mstep: Class 20 contains 167696 members Mstep: Class 21 contains 95477 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119286112.000000 Penalty: 162390.671875 Iteration 121Q: 21 clusters Score -1.192861e+08 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32287 members Mstep: Class 3 contains 25126 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15110 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24105 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60956 members Mstep: Class 18 contains 25325 members Mstep: Class 19 contains 49286 members Mstep: Class 20 contains 167700 members Mstep: Class 21 contains 95487 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119286120.000000 Penalty: 162390.671875 Iteration 122Q: 21 clusters Score -1.192861e+08 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32289 members Mstep: Class 3 contains 25153 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15072 members Mstep: Class 8 contains 42113 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24108 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60955 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 49280 members Mstep: Class 20 contains 167712 members Mstep: Class 21 contains 95484 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119286032.000000 Penalty: 162390.671875 Iteration 123Q: 21 clusters Score -1.19286e+08 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32288 members Mstep: Class 3 contains 25178 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 15030 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24113 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60956 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 49275 members Mstep: Class 20 contains 167719 members Mstep: Class 21 contains 95491 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119286168.000000 Penalty: 162390.671875 Iteration 124Q: 21 clusters Score -1.192862e+08 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32285 members Mstep: Class 3 contains 25210 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14981 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24117 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60952 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 49267 members Mstep: Class 20 contains 167731 members Mstep: Class 21 contains 95509 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119286232.000000 Penalty: 162390.671875 Iteration 125Q: 21 clusters Score -1.192862e+08 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32283 members Mstep: Class 3 contains 25235 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14930 members Mstep: Class 8 contains 42117 members Mstep: Class 9 contains 1010 members Mstep: Class 10 contains 24121 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60954 members Mstep: Class 18 contains 25332 members Mstep: Class 19 contains 49250 members Mstep: Class 20 contains 167750 members Mstep: Class 21 contains 95521 members Mstep: Class 22 contains 8459 members Entering Unmasked Estep ConsiderDeletion Score: -119286136.000000 Penalty: 162390.671875 Iteration 126Q: 21 clusters Score -1.192861e+08 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32280 members Mstep: Class 3 contains 25272 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14894 members Mstep: Class 8 contains 42118 members Mstep: Class 9 contains 1007 members Mstep: Class 10 contains 24126 members Mstep: Class 11 contains 15900 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60957 members Mstep: Class 18 contains 25333 members Mstep: Class 19 contains 49237 members Mstep: Class 20 contains 167759 members Mstep: Class 21 contains 95520 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119286216.000000 Penalty: 162390.671875 Iteration 127Q: 21 clusters Score -1.192862e+08 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32278 members Mstep: Class 3 contains 25314 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14848 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 1005 members Mstep: Class 10 contains 24128 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60956 members Mstep: Class 18 contains 25337 members Mstep: Class 19 contains 49226 members Mstep: Class 20 contains 167772 members Mstep: Class 21 contains 95526 members Mstep: Class 22 contains 8458 members Entering Unmasked Estep ConsiderDeletion Score: -119286208.000000 Penalty: 162390.671875 Iteration 128Q: 21 clusters Score -1.192862e+08 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32274 members Mstep: Class 3 contains 25356 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14797 members Mstep: Class 8 contains 42115 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 24131 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60957 members Mstep: Class 18 contains 25339 members Mstep: Class 19 contains 49219 members Mstep: Class 20 contains 167782 members Mstep: Class 21 contains 95532 members Mstep: Class 22 contains 8459 members Entering Unmasked Estep ConsiderDeletion Score: -119286224.000000 Penalty: 162390.671875 Iteration 129Q: 21 clusters Score -1.192862e+08 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32274 members Mstep: Class 3 contains 25397 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14735 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 24135 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60956 members Mstep: Class 18 contains 25341 members Mstep: Class 19 contains 49213 members Mstep: Class 20 contains 167791 members Mstep: Class 21 contains 95549 members Mstep: Class 22 contains 8459 members Entering Unmasked Estep ConsiderDeletion Score: -119286264.000000 Penalty: 162390.671875 Iteration 130Q: 21 clusters Score -1.192863e+08 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32273 members Mstep: Class 3 contains 25449 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14671 members Mstep: Class 8 contains 42113 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 24145 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60955 members Mstep: Class 18 contains 25340 members Mstep: Class 19 contains 49206 members Mstep: Class 20 contains 167795 members Mstep: Class 21 contains 95558 members Mstep: Class 22 contains 8459 members Entering Unmasked Estep ConsiderDeletion Score: -119286256.000000 Penalty: 162390.671875 Iteration 131Q: 21 clusters Score -1.192863e+08 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32266 members Mstep: Class 3 contains 25503 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14603 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 1001 members Mstep: Class 10 contains 24153 members Mstep: Class 11 contains 15894 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60953 members Mstep: Class 18 contains 25339 members Mstep: Class 19 contains 49200 members Mstep: Class 20 contains 167802 members Mstep: Class 21 contains 95573 members Mstep: Class 22 contains 8460 members Entering Unmasked Estep ConsiderDeletion Score: -119286280.000000 Penalty: 162390.671875 Iteration 132Q: 21 clusters Score -1.192863e+08 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32263 members Mstep: Class 3 contains 25568 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14507 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 999 members Mstep: Class 10 contains 24160 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60961 members Mstep: Class 18 contains 25337 members Mstep: Class 19 contains 49191 members Mstep: Class 20 contains 167810 members Mstep: Class 21 contains 95593 members Mstep: Class 22 contains 8464 members Entering Unmasked Estep ConsiderDeletion Score: -119286376.000000 Penalty: 162390.671875 Iteration 133Q: 21 clusters Score -1.192864e+08 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32265 members Mstep: Class 3 contains 25638 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14400 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 24167 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60960 members Mstep: Class 18 contains 25336 members Mstep: Class 19 contains 49183 members Mstep: Class 20 contains 167820 members Mstep: Class 21 contains 95618 members Mstep: Class 22 contains 8467 members Entering Unmasked Estep ConsiderDeletion Score: -119286352.000000 Penalty: 162390.671875 Iteration 134Q: 21 clusters Score -1.192864e+08 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32262 members Mstep: Class 3 contains 25721 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14286 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 24171 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60964 members Mstep: Class 18 contains 25339 members Mstep: Class 19 contains 49175 members Mstep: Class 20 contains 167836 members Mstep: Class 21 contains 95630 members Mstep: Class 22 contains 8468 members Entering Unmasked Estep ConsiderDeletion Score: -119286296.000000 Penalty: 162390.671875 Iteration 135Q: 21 clusters Score -1.192863e+08 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32259 members Mstep: Class 3 contains 25814 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14172 members Mstep: Class 8 contains 42116 members Mstep: Class 9 contains 996 members Mstep: Class 10 contains 24174 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60960 members Mstep: Class 18 contains 25337 members Mstep: Class 19 contains 49170 members Mstep: Class 20 contains 167853 members Mstep: Class 21 contains 95643 members Mstep: Class 22 contains 8468 members Entering Unmasked Estep ConsiderDeletion Score: -119286256.000000 Penalty: 162390.671875 Iteration 136Q: 21 clusters Score -1.192863e+08 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32256 members Mstep: Class 3 contains 25898 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 14041 members Mstep: Class 8 contains 42116 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 24175 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60963 members Mstep: Class 18 contains 25336 members Mstep: Class 19 contains 49163 members Mstep: Class 20 contains 167877 members Mstep: Class 21 contains 95671 members Mstep: Class 22 contains 8470 members Entering Unmasked Estep ConsiderDeletion Score: -119286296.000000 Penalty: 162390.671875 Iteration 137Q: 21 clusters Score -1.192863e+08 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32248 members Mstep: Class 3 contains 26012 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 13897 members Mstep: Class 8 contains 42116 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 24178 members Mstep: Class 11 contains 15899 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60962 members Mstep: Class 18 contains 25337 members Mstep: Class 19 contains 49154 members Mstep: Class 20 contains 167904 members Mstep: Class 21 contains 95686 members Mstep: Class 22 contains 8471 members Entering Unmasked Estep ConsiderDeletion Score: -119286408.000000 Penalty: 162390.671875 Iteration 138Q: 21 clusters Score -1.192864e+08 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32246 members Mstep: Class 3 contains 26136 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 13731 members Mstep: Class 8 contains 42110 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 24179 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60967 members Mstep: Class 18 contains 25333 members Mstep: Class 19 contains 49153 members Mstep: Class 20 contains 167937 members Mstep: Class 21 contains 95700 members Mstep: Class 22 contains 8473 members Entering Unmasked Estep ConsiderDeletion Score: -119286520.000000 Penalty: 162390.671875 Iteration 139Q: 21 clusters Score -1.192865e+08 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32238 members Mstep: Class 3 contains 26296 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 13538 members Mstep: Class 8 contains 42113 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 24179 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 417 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60977 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 49132 members Mstep: Class 20 contains 167977 members Mstep: Class 21 contains 95717 members Mstep: Class 22 contains 8473 members Entering Unmasked Estep ConsiderDeletion Score: -119286616.000000 Penalty: 162390.671875 Iteration 140F: 21 clusters Score -1.192866e+08 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32236 members Mstep: Class 3 contains 26434 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 13356 members Mstep: Class 8 contains 42115 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 24181 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 419 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60978 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 49124 members Mstep: Class 20 contains 168018 members Mstep: Class 21 contains 95723 members Mstep: Class 22 contains 8473 members Entering Unmasked Estep ConsiderDeletion Score: -119286920.000000 Penalty: 162390.671875 Iteration 141Q: 21 clusters Score -1.192869e+08 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32222 members Mstep: Class 3 contains 26618 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 13129 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 996 members Mstep: Class 10 contains 24187 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60980 members Mstep: Class 18 contains 25340 members Mstep: Class 19 contains 49105 members Mstep: Class 20 contains 168050 members Mstep: Class 21 contains 95747 members Mstep: Class 22 contains 8476 members Entering Unmasked Estep ConsiderDeletion Score: -119287024.000000 Penalty: 162390.671875 Iteration 142Q: 21 clusters Score -1.19287e+08 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32212 members Mstep: Class 3 contains 26789 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 12898 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 996 members Mstep: Class 10 contains 24194 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60977 members Mstep: Class 18 contains 25348 members Mstep: Class 19 contains 49087 members Mstep: Class 20 contains 168088 members Mstep: Class 21 contains 95786 members Mstep: Class 22 contains 8476 members Entering Unmasked Estep ConsiderDeletion Score: -119287368.000000 Penalty: 162390.671875 Iteration 143Q: 21 clusters Score -1.192874e+08 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32204 members Mstep: Class 3 contains 26967 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 12676 members Mstep: Class 8 contains 42107 members Mstep: Class 9 contains 999 members Mstep: Class 10 contains 24200 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60981 members Mstep: Class 18 contains 25355 members Mstep: Class 19 contains 49067 members Mstep: Class 20 contains 168129 members Mstep: Class 21 contains 95801 members Mstep: Class 22 contains 8480 members Entering Unmasked Estep ConsiderDeletion Score: -119287472.000000 Penalty: 162390.671875 Iteration 144Q: 21 clusters Score -1.192875e+08 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32195 members Mstep: Class 3 contains 27144 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 12441 members Mstep: Class 8 contains 42111 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 24206 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60971 members Mstep: Class 18 contains 25361 members Mstep: Class 19 contains 49051 members Mstep: Class 20 contains 168173 members Mstep: Class 21 contains 95827 members Mstep: Class 22 contains 8483 members Entering Unmasked Estep ConsiderDeletion Score: -119287720.000000 Penalty: 162390.671875 Iteration 145Q: 21 clusters Score -1.192877e+08 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32177 members Mstep: Class 3 contains 27312 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 12195 members Mstep: Class 8 contains 42119 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 24213 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60976 members Mstep: Class 18 contains 25361 members Mstep: Class 19 contains 49035 members Mstep: Class 20 contains 168234 members Mstep: Class 21 contains 95857 members Mstep: Class 22 contains 8482 members Entering Unmasked Estep ConsiderDeletion Score: -119287688.000000 Penalty: 162390.671875 Iteration 146Q: 21 clusters Score -1.192877e+08 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32165 members Mstep: Class 3 contains 27528 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 11957 members Mstep: Class 8 contains 42125 members Mstep: Class 9 contains 1001 members Mstep: Class 10 contains 24216 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2315 members Mstep: Class 15 contains 60972 members Mstep: Class 18 contains 25355 members Mstep: Class 19 contains 49016 members Mstep: Class 20 contains 168275 members Mstep: Class 21 contains 95866 members Mstep: Class 22 contains 8487 members Entering Unmasked Estep ConsiderDeletion Score: -119287888.000000 Penalty: 162390.671875 Iteration 147Q: 21 clusters Score -1.192879e+08 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32140 members Mstep: Class 3 contains 27735 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 11739 members Mstep: Class 8 contains 42134 members Mstep: Class 9 contains 999 members Mstep: Class 10 contains 24225 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60962 members Mstep: Class 18 contains 25361 members Mstep: Class 19 contains 49006 members Mstep: Class 20 contains 168315 members Mstep: Class 21 contains 95859 members Mstep: Class 22 contains 8490 members Entering Unmasked Estep ConsiderDeletion Score: -119288008.000000 Penalty: 162390.671875 Iteration 148Q: 21 clusters Score -1.19288e+08 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32126 members Mstep: Class 3 contains 27950 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 11500 members Mstep: Class 8 contains 42134 members Mstep: Class 9 contains 996 members Mstep: Class 10 contains 24234 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60945 members Mstep: Class 18 contains 25366 members Mstep: Class 19 contains 48979 members Mstep: Class 20 contains 168373 members Mstep: Class 21 contains 95869 members Mstep: Class 22 contains 8492 members Entering Unmasked Estep ConsiderDeletion Score: -119288000.000000 Penalty: 162390.671875 Iteration 149Q: 21 clusters Score -1.19288e+08 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32106 members Mstep: Class 3 contains 28191 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 11243 members Mstep: Class 8 contains 42136 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 24245 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60917 members Mstep: Class 18 contains 25371 members Mstep: Class 19 contains 48959 members Mstep: Class 20 contains 168420 members Mstep: Class 21 contains 95884 members Mstep: Class 22 contains 8496 members Entering Unmasked Estep ConsiderDeletion Score: -119288120.000000 Penalty: 162390.671875 Iteration 150Q: 21 clusters Score -1.192881e+08 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32098 members Mstep: Class 3 contains 28430 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 10993 members Mstep: Class 8 contains 42136 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 24255 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60896 members Mstep: Class 18 contains 25374 members Mstep: Class 19 contains 48926 members Mstep: Class 20 contains 168475 members Mstep: Class 21 contains 95889 members Mstep: Class 22 contains 8500 members Entering Unmasked Estep ConsiderDeletion Score: -119288200.000000 Penalty: 162390.671875 Iteration 151Q: 21 clusters Score -1.192882e+08 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32095 members Mstep: Class 3 contains 28679 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 10751 members Mstep: Class 8 contains 42139 members Mstep: Class 9 contains 990 members Mstep: Class 10 contains 24260 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2317 members Mstep: Class 15 contains 60859 members Mstep: Class 18 contains 25365 members Mstep: Class 19 contains 48895 members Mstep: Class 20 contains 168540 members Mstep: Class 21 contains 95886 members Mstep: Class 22 contains 8503 members Entering Unmasked Estep ConsiderDeletion Score: -119288448.000000 Penalty: 162390.671875 Iteration 152Q: 21 clusters Score -1.192884e+08 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32091 members Mstep: Class 3 contains 28899 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 10503 members Mstep: Class 8 contains 42151 members Mstep: Class 9 contains 988 members Mstep: Class 10 contains 24265 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60833 members Mstep: Class 18 contains 25356 members Mstep: Class 19 contains 48857 members Mstep: Class 20 contains 168614 members Mstep: Class 21 contains 95900 members Mstep: Class 22 contains 8507 members Entering Unmasked Estep ConsiderDeletion Score: -119288480.000000 Penalty: 162390.671875 Iteration 153Q: 21 clusters Score -1.192885e+08 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32090 members Mstep: Class 3 contains 29075 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 10283 members Mstep: Class 8 contains 42159 members Mstep: Class 9 contains 989 members Mstep: Class 10 contains 24272 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60808 members Mstep: Class 18 contains 25345 members Mstep: Class 19 contains 48826 members Mstep: Class 20 contains 168683 members Mstep: Class 21 contains 95919 members Mstep: Class 22 contains 8515 members Entering Unmasked Estep ConsiderDeletion Score: -119288504.000000 Penalty: 162390.671875 Iteration 154Q: 21 clusters Score -1.192885e+08 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32090 members Mstep: Class 3 contains 29256 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 10076 members Mstep: Class 8 contains 42160 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 24277 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60781 members Mstep: Class 18 contains 25344 members Mstep: Class 19 contains 48790 members Mstep: Class 20 contains 168743 members Mstep: Class 21 contains 95933 members Mstep: Class 22 contains 8518 members Entering Unmasked Estep ConsiderDeletion Score: -119288912.000000 Penalty: 162390.671875 Iteration 155Q: 21 clusters Score -1.192889e+08 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32089 members Mstep: Class 3 contains 29455 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 9847 members Mstep: Class 8 contains 42161 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 24288 members Mstep: Class 11 contains 15898 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60766 members Mstep: Class 18 contains 25353 members Mstep: Class 19 contains 48741 members Mstep: Class 20 contains 168797 members Mstep: Class 21 contains 95950 members Mstep: Class 22 contains 8520 members Entering Unmasked Estep ConsiderDeletion Score: -119288984.000000 Penalty: 162390.671875 Iteration 156Q: 21 clusters Score -1.19289e+08 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32089 members Mstep: Class 3 contains 29651 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 9622 members Mstep: Class 8 contains 42164 members Mstep: Class 9 contains 999 members Mstep: Class 10 contains 24294 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60731 members Mstep: Class 18 contains 25363 members Mstep: Class 19 contains 48698 members Mstep: Class 20 contains 168855 members Mstep: Class 21 contains 95975 members Mstep: Class 22 contains 8522 members Entering Unmasked Estep ConsiderDeletion Score: -119289096.000000 Penalty: 162390.671875 Iteration 157Q: 21 clusters Score -1.192891e+08 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32081 members Mstep: Class 3 contains 29806 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 9436 members Mstep: Class 8 contains 42171 members Mstep: Class 9 contains 1005 members Mstep: Class 10 contains 24301 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60703 members Mstep: Class 18 contains 25360 members Mstep: Class 19 contains 48662 members Mstep: Class 20 contains 168921 members Mstep: Class 21 contains 95994 members Mstep: Class 22 contains 8524 members Entering Unmasked Estep ConsiderDeletion Score: -119289160.000000 Penalty: 162390.671875 Iteration 158Q: 21 clusters Score -1.192892e+08 nChanged 539 Entering ConstructFrom: Score: -119289160.000000 Penalty: 162390.671875 Entering ConstructFrom: Trying to split cluster 1 (879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Entering Unmasked Estep Score: -157437.750000 Penalty: 4152.005859 Iteration 0F: 2 clusters Score -157437.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -153586.468750 Penalty: 8304.011719 Iteration 0F: 3 clusters Score -153586.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -154030.906250 Penalty: 8304.011719 Iteration 1F: 3 clusters Score -154030.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -154257.875000 Penalty: 8304.011719 Iteration 2F: 3 clusters Score -154257.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -154414.953125 Penalty: 8304.011719 Iteration 3Q: 3 clusters Score -154415 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -154487.218750 Penalty: 8304.011719 Iteration 4Q: 3 clusters Score -154487.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -154543.906250 Penalty: 8304.011719 Iteration 5Q: 3 clusters Score -154543.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -154628.421875 Penalty: 8304.011719 Iteration 6Q: 3 clusters Score -154628.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -154754.234375 Penalty: 8304.011719 Iteration 7Q: 3 clusters Score -154754.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -154818.921875 Penalty: 8304.011719 Iteration 8Q: 3 clusters Score -154818.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -154877.718750 Penalty: 8304.011719 Iteration 9Q: 3 clusters Score -154877.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -154919.359375 Penalty: 8304.011719 Iteration 10Q: 3 clusters Score -154919.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -154932.625000 Penalty: 8304.011719 Iteration 11Q: 3 clusters Score -154932.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -154945.562500 Penalty: 8304.011719 Iteration 12Q: 3 clusters Score -154945.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -154951.562500 Penalty: 8304.011719 Iteration 13Q: 3 clusters Score -154951.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -154964.062500 Penalty: 8304.011719 Iteration 14Q: 3 clusters Score -154964.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -154969.921875 Penalty: 8304.011719 Iteration 15Q: 3 clusters Score -154969.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -154977.093750 Penalty: 8304.011719 Iteration 16Q: 3 clusters Score -154977.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -154977.093750 Penalty: 8304.011719 Iteration 17F: 3 clusters Score -154977.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (32078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32078 members Entering Unmasked Estep Score: -6824011.000000 Penalty: 6355.254883 Iteration 0F: 2 clusters Score -6824011 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16062 members Mstep: Class 2 contains 16016 members Entering Unmasked Estep Score: -6800029.500000 Penalty: 12710.509766 Iteration 0F: 3 clusters Score -6800030 nChanged 13577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15865 members Mstep: Class 2 contains 16213 members Entering Unmasked Estep Score: -6807128.500000 Penalty: 12710.509766 Iteration 1F: 3 clusters Score -6807128 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15773 members Mstep: Class 2 contains 16305 members Entering Unmasked Estep Score: -6807884.000000 Penalty: 12710.509766 Iteration 2F: 3 clusters Score -6807884 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 16439 members Entering Unmasked Estep Score: -6808379.500000 Penalty: 12710.509766 Iteration 3Q: 3 clusters Score -6808380 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15446 members Mstep: Class 2 contains 16632 members Entering Unmasked Estep Score: -6808773.000000 Penalty: 12710.509766 Iteration 4Q: 3 clusters Score -6808773 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 16807 members Entering Unmasked Estep Score: -6809111.000000 Penalty: 12710.509766 Iteration 5Q: 3 clusters Score -6809111 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15048 members Mstep: Class 2 contains 17030 members Entering Unmasked Estep Score: -6809482.500000 Penalty: 12710.509766 Iteration 6Q: 3 clusters Score -6809482 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14772 members Mstep: Class 2 contains 17306 members Entering Unmasked Estep Score: -6809862.500000 Penalty: 12710.509766 Iteration 7Q: 3 clusters Score -6809862 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14492 members Mstep: Class 2 contains 17586 members Entering Unmasked Estep Score: -6810170.000000 Penalty: 12710.509766 Iteration 8Q: 3 clusters Score -6810170 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14136 members Mstep: Class 2 contains 17942 members Entering Unmasked Estep Score: -6810518.000000 Penalty: 12710.509766 Iteration 9Q: 3 clusters Score -6810518 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13700 members Mstep: Class 2 contains 18378 members Entering Unmasked Estep Score: -6810917.000000 Penalty: 12710.509766 Iteration 10Q: 3 clusters Score -6810917 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13240 members Mstep: Class 2 contains 18838 members Entering Unmasked Estep Score: -6811247.500000 Penalty: 12710.509766 Iteration 11Q: 3 clusters Score -6811248 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 19381 members Entering Unmasked Estep Score: -6811639.000000 Penalty: 12710.509766 Iteration 12Q: 3 clusters Score -6811639 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12145 members Mstep: Class 2 contains 19933 members Entering Unmasked Estep Score: -6811968.000000 Penalty: 12710.509766 Iteration 13Q: 3 clusters Score -6811968 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -6812315.500000 Penalty: 12710.509766 Iteration 14Q: 3 clusters Score -6812316 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 21070 members Entering Unmasked Estep Score: -6812644.500000 Penalty: 12710.509766 Iteration 15Q: 3 clusters Score -6812644 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 21684 members Entering Unmasked Estep Score: -6812914.000000 Penalty: 12710.509766 Iteration 16Q: 3 clusters Score -6812914 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -6813195.500000 Penalty: 12710.509766 Iteration 17Q: 3 clusters Score -6813196 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 23052 members Entering Unmasked Estep Score: -6813534.000000 Penalty: 12710.509766 Iteration 18Q: 3 clusters Score -6813534 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 23790 members Entering Unmasked Estep Score: -6813868.000000 Penalty: 12710.509766 Iteration 19Q: 3 clusters Score -6813868 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 24538 members Entering Unmasked Estep Score: -6814260.000000 Penalty: 12710.509766 Iteration 20F: 3 clusters Score -6814260 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 25336 members Entering Unmasked Estep Score: -6814712.500000 Penalty: 12710.509766 Iteration 21Q: 3 clusters Score -6814712 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 26170 members Entering Unmasked Estep Score: -6815125.500000 Penalty: 12710.509766 Iteration 22Q: 3 clusters Score -6815126 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 26901 members Entering Unmasked Estep Score: -6815513.000000 Penalty: 12710.509766 Iteration 23Q: 3 clusters Score -6815513 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 27634 members Entering Unmasked Estep Score: -6815936.500000 Penalty: 12710.509766 Iteration 24Q: 3 clusters Score -6815936 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 28349 members Entering Unmasked Estep Score: -6816402.000000 Penalty: 12710.509766 Iteration 25Q: 3 clusters Score -6816402 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 28988 members Entering Unmasked Estep Score: -6816846.000000 Penalty: 12710.509766 Iteration 26Q: 3 clusters Score -6816846 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 29506 members Entering Unmasked Estep Score: -6817245.500000 Penalty: 12710.509766 Iteration 27Q: 3 clusters Score -6817246 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 29917 members Entering Unmasked Estep Score: -6817542.500000 Penalty: 12710.509766 Iteration 28Q: 3 clusters Score -6817542 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 30229 members Entering Unmasked Estep Score: -6817776.500000 Penalty: 12710.509766 Iteration 29Q: 3 clusters Score -6817776 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 30455 members Entering Unmasked Estep Score: -6817936.000000 Penalty: 12710.509766 Iteration 30Q: 3 clusters Score -6817936 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 30611 members Entering Unmasked Estep Score: -6818085.000000 Penalty: 12710.509766 Iteration 31Q: 3 clusters Score -6818085 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 30736 members Entering Unmasked Estep Score: -6818200.500000 Penalty: 12710.509766 Iteration 32Q: 3 clusters Score -6818200 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 30822 members Entering Unmasked Estep Score: -6818303.000000 Penalty: 12710.509766 Iteration 33Q: 3 clusters Score -6818303 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 30890 members Entering Unmasked Estep Score: -6818360.500000 Penalty: 12710.509766 Iteration 34Q: 3 clusters Score -6818360 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 30939 members Entering Unmasked Estep Score: -6818400.000000 Penalty: 12710.509766 Iteration 35Q: 3 clusters Score -6818400 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 30980 members Entering Unmasked Estep Score: -6818450.500000 Penalty: 12710.509766 Iteration 36Q: 3 clusters Score -6818450 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 31012 members Entering Unmasked Estep Score: -6818482.000000 Penalty: 12710.509766 Iteration 37Q: 3 clusters Score -6818482 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 31044 members Entering Unmasked Estep Score: -6818509.000000 Penalty: 12710.509766 Iteration 38Q: 3 clusters Score -6818509 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 31067 members Entering Unmasked Estep Score: -6818529.500000 Penalty: 12710.509766 Iteration 39Q: 3 clusters Score -6818530 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 31079 members Entering Unmasked Estep Score: -6818548.000000 Penalty: 12710.509766 Iteration 40F: 3 clusters Score -6818548 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 31089 members Entering Unmasked Estep Score: -6818558.500000 Penalty: 12710.509766 Iteration 41Q: 3 clusters Score -6818558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 31093 members Entering Unmasked Estep Score: -6818566.000000 Penalty: 12710.509766 Iteration 42Q: 3 clusters 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3 clusters Score -6818572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 31115 members Entering Unmasked Estep Score: -6818577.500000 Penalty: 12710.509766 Iteration 47Q: 3 clusters Score -6818578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 31116 members Entering Unmasked Estep Score: -6818576.500000 Penalty: 12710.509766 Iteration 48Q: 3 clusters Score -6818576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 31118 members Entering Unmasked Estep Score: -6818578.500000 Penalty: 12710.509766 Iteration 49Q: 3 clusters Score -6818578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 31119 members Entering Unmasked Estep Score: -6818582.000000 Penalty: 12710.509766 Iteration 50Q: 3 clusters Score -6818582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 31121 members Entering Unmasked Estep Score: -6818586.000000 Penalty: 12710.509766 Iteration 51Q: 3 clusters Score -6818586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 31123 members Entering Unmasked Estep Score: -6818585.000000 Penalty: 12710.509766 Iteration 52Q: 3 clusters Score -6818585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 31124 members Entering Unmasked Estep Score: -6818591.500000 Penalty: 12710.509766 Iteration 53Q: 3 clusters Score -6818592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 31124 members Entering Unmasked Estep Score: -6818591.500000 Penalty: 12710.509766 Iteration 54F: 3 clusters Score -6818592 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (29959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29959 members Entering Unmasked Estep Score: -6074056.500000 Penalty: 6313.395508 Iteration 0F: 2 clusters Score -6074056 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 15039 members Entering Unmasked Estep Score: -6051286.000000 Penalty: 12626.791016 Iteration 0F: 3 clusters Score -6051286 nChanged 12674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14662 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -6058120.500000 Penalty: 12626.791016 Iteration 1F: 3 clusters Score -6058120 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14517 members Mstep: Class 2 contains 15442 members Entering Unmasked Estep Score: -6058938.500000 Penalty: 12626.791016 Iteration 2F: 3 clusters Score -6058938 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 15654 members Entering Unmasked Estep Score: -6059491.000000 Penalty: 12626.791016 Iteration 3Q: 3 clusters Score -6059491 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 15880 members Entering Unmasked Estep Score: -6059988.000000 Penalty: 12626.791016 Iteration 4Q: 3 clusters Score -6059988 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 16154 members Entering Unmasked Estep Score: -6060394.000000 Penalty: 12626.791016 Iteration 5Q: 3 clusters Score -6060394 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -6060777.000000 Penalty: 12626.791016 Iteration 6Q: 3 clusters Score -6060777 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 16887 members Entering Unmasked Estep Score: -6061116.000000 Penalty: 12626.791016 Iteration 7Q: 3 clusters Score -6061116 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 17329 members Entering Unmasked Estep Score: -6061482.000000 Penalty: 12626.791016 Iteration 8Q: 3 clusters Score -6061482 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 17805 members Entering Unmasked Estep Score: -6061865.000000 Penalty: 12626.791016 Iteration 9Q: 3 clusters Score -6061865 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 18379 members Entering Unmasked Estep Score: -6062268.500000 Penalty: 12626.791016 Iteration 10Q: 3 clusters Score -6062268 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 18999 members Entering Unmasked Estep Score: -6062649.500000 Penalty: 12626.791016 Iteration 11Q: 3 clusters Score -6062650 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 19710 members Entering Unmasked Estep Score: -6063138.500000 Penalty: 12626.791016 Iteration 12Q: 3 clusters Score -6063138 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 20478 members Entering Unmasked Estep Score: -6063619.000000 Penalty: 12626.791016 Iteration 13Q: 3 clusters Score -6063619 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 21255 members Entering Unmasked Estep Score: -6064119.000000 Penalty: 12626.791016 Iteration 14Q: 3 clusters Score -6064119 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 22091 members 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contains 24995 members Entering Unmasked Estep Score: -6066612.000000 Penalty: 12626.791016 Iteration 19Q: 3 clusters Score -6066612 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 25589 members Entering Unmasked Estep Score: -6067038.000000 Penalty: 12626.791016 Iteration 20F: 3 clusters Score -6067038 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 26097 members Entering Unmasked Estep Score: -6067391.000000 Penalty: 12626.791016 Iteration 21Q: 3 clusters Score -6067391 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 26529 members Entering Unmasked Estep Score: -6067670.500000 Penalty: 12626.791016 Iteration 22Q: 3 clusters Score -6067670 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 26886 members Entering Unmasked Estep Score: -6067957.000000 Penalty: 12626.791016 Iteration 23Q: 3 clusters Score -6067957 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 27158 members Entering Unmasked Estep Score: -6068134.500000 Penalty: 12626.791016 Iteration 24Q: 3 clusters Score -6068134 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 27369 members Entering Unmasked Estep Score: -6068274.500000 Penalty: 12626.791016 Iteration 25Q: 3 clusters Score -6068274 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 27543 members Entering Unmasked Estep Score: -6068390.000000 Penalty: 12626.791016 Iteration 26Q: 3 clusters Score -6068390 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 28331 members Entering Unmasked Estep Score: -6068849.000000 Penalty: 12626.791016 Iteration 39Q: 3 clusters Score -6068849 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 28352 members Entering Unmasked Estep Score: -6068855.000000 Penalty: 12626.791016 Iteration 40F: 3 clusters Score -6068855 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 28369 members Entering Unmasked Estep Score: -6068857.000000 Penalty: 12626.791016 Iteration 41Q: 3 clusters Score -6068857 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 28385 members Entering Unmasked Estep Score: -6068878.000000 Penalty: 12626.791016 Iteration 42Q: 3 clusters Score -6068878 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 28398 members Entering Unmasked Estep Score: -6068896.000000 Penalty: 12626.791016 Iteration 43Q: 3 clusters Score -6068896 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 28407 members Entering Unmasked Estep Score: -6068891.000000 Penalty: 12626.791016 Iteration 44Q: 3 clusters Score -6068891 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 28412 members Entering Unmasked Estep Score: -6068895.000000 Penalty: 12626.791016 Iteration 45Q: 3 clusters Score -6068895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 28415 members Entering Unmasked Estep Score: -6068891.500000 Penalty: 12626.791016 Iteration 46Q: 3 clusters Score -6068892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 28418 members Entering Unmasked Estep Score: -6068893.500000 Penalty: 12626.791016 Iteration 47Q: 3 clusters Score -6068894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 28418 members Entering Unmasked Estep Score: -6068895.500000 Penalty: 12626.791016 Iteration 48Q: 3 clusters Score -6068896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 28421 members Entering Unmasked Estep Score: -6068907.000000 Penalty: 12626.791016 Iteration 49Q: 3 clusters Score -6068907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 28424 members Entering Unmasked Estep Score: -6068906.500000 Penalty: 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Unmasked Estep Score: -6068910.500000 Penalty: 12626.791016 Iteration 58Q: 3 clusters Score -6068910 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 28442 members Entering Unmasked Estep Score: -6068914.500000 Penalty: 12626.791016 Iteration 59Q: 3 clusters Score -6068914 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 28442 members Entering Unmasked Estep Score: -6068914.500000 Penalty: 12626.791016 Iteration 60F: 3 clusters Score -6068914 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Entering Unmasked Estep Score: -260071.968750 Penalty: 4387.442871 Iteration 0F: 2 clusters Score -260072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -255724.046875 Penalty: 8774.885742 Iteration 0F: 3 clusters Score -255724 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -256233.375000 Penalty: 8774.885742 Iteration 1F: 3 clusters Score -256233.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -256429.390625 Penalty: 8774.885742 Iteration 2F: 3 clusters Score -256429.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -256521.328125 Penalty: 8774.885742 Iteration 3Q: 3 clusters Score -256521.3 nChanged 20 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -256771.171875 Penalty: 8774.885742 Iteration 8Q: 3 clusters Score -256771.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -256796.125000 Penalty: 8774.885742 Iteration 9Q: 3 clusters Score -256796.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -256831.453125 Penalty: 8774.885742 Iteration 10Q: 3 clusters Score -256831.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -256860.562500 Penalty: 8774.885742 Iteration 11Q: 3 clusters Score -256860.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -256885.421875 Penalty: 8774.885742 Iteration 12Q: 3 clusters Score -256885.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -256906.703125 Penalty: 8774.885742 Iteration 13Q: 3 clusters Score -256906.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -256922.171875 Penalty: 8774.885742 Iteration 14Q: 3 clusters Score -256922.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -256947.609375 Penalty: 8774.885742 Iteration 15Q: 3 clusters Score -256947.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -256977.390625 Penalty: 8774.885742 Iteration 16Q: 3 clusters Score -256977.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -257041.421875 Penalty: 8774.885742 Iteration 17Q: 3 clusters Score -257041.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -257150.187500 Penalty: 8774.885742 Iteration 18Q: 3 clusters Score -257150.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -257390.140625 Penalty: 8774.885742 Iteration 19Q: 3 clusters Score -257390.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -257876.250000 Penalty: 8774.885742 Iteration 20F: 3 clusters Score -257876.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -258034.828125 Penalty: 8774.885742 Iteration 21Q: 3 clusters Score -258034.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -258155.640625 Penalty: 8774.885742 Iteration 22Q: 3 clusters Score -258155.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -258198.562500 Penalty: 8774.885742 Iteration 23Q: 3 clusters Score -258198.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -258220.640625 Penalty: 8774.885742 Iteration 24Q: 3 clusters Score -258220.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -258250.625000 Penalty: 8774.885742 Iteration 25Q: 3 clusters Score -258250.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -258280.656250 Penalty: 8774.885742 Iteration 26Q: 3 clusters Score -258280.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -258300.062500 Penalty: 8774.885742 Iteration 27Q: 3 clusters Score -258300.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -258314.671875 Penalty: 8774.885742 Iteration 28Q: 3 clusters Score -258314.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -258342.218750 Penalty: 8774.885742 Iteration 29Q: 3 clusters Score -258342.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -258353.687500 Penalty: 8774.885742 Iteration 30Q: 3 clusters Score -258353.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -258359.671875 Penalty: 8774.885742 Iteration 31Q: 3 clusters Score -258359.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -258370.312500 Penalty: 8774.885742 Iteration 32Q: 3 clusters Score -258370.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -258379.625000 Penalty: 8774.885742 Iteration 33Q: 3 clusters Score -258379.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -258384.687500 Penalty: 8774.885742 Iteration 34Q: 3 clusters Score -258384.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -258388.640625 Penalty: 8774.885742 Iteration 35Q: 3 clusters Score -258388.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -258389.890625 Penalty: 8774.885742 Iteration 36Q: 3 clusters Score -258389.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -258391.984375 Penalty: 8774.885742 Iteration 37Q: 3 clusters Score -258392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -258397.640625 Penalty: 8774.885742 Iteration 38Q: 3 clusters Score -258397.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -258400.875000 Penalty: 8774.885742 Iteration 39Q: 3 clusters Score -258400.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -258412.703125 Penalty: 8774.885742 Iteration 40F: 3 clusters Score -258412.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -258437.671875 Penalty: 8774.885742 Iteration 41Q: 3 clusters Score -258437.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -258440.437500 Penalty: 8774.885742 Iteration 42Q: 3 clusters Score -258440.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -258447.140625 Penalty: 8774.885742 Iteration 43Q: 3 clusters Score -258447.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -258457.156250 Penalty: 8774.885742 Iteration 44Q: 3 clusters Score -258457.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -258469.546875 Penalty: 8774.885742 Iteration 45Q: 3 clusters Score -258469.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -258476.500000 Penalty: 8774.885742 Iteration 46Q: 3 clusters Score -258476.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -258492.859375 Penalty: 8774.885742 Iteration 47Q: 3 clusters Score -258492.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -258504.312500 Penalty: 8774.885742 Iteration 48Q: 3 clusters Score -258504.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -258517.062500 Penalty: 8774.885742 Iteration 49Q: 3 clusters Score -258517.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -258517.062500 Penalty: 8774.885742 Iteration 50F: 3 clusters Score -258517.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Entering Unmasked Estep Score: -228384.812500 Penalty: 4393.579590 Iteration 0F: 2 clusters Score -228384.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -224399.359375 Penalty: 8787.159180 Iteration 0F: 3 clusters Score -224399.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -226117.343750 Penalty: 8787.159180 Iteration 1F: 3 clusters Score -226117.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -226793.765625 Penalty: 8787.159180 Iteration 2F: 3 clusters Score -226793.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -227300.828125 Penalty: 8787.159180 Iteration 3F: 3 clusters Score -227300.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -227617.078125 Penalty: 8787.159180 Iteration 4F: 3 clusters Score -227617.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -227801.062500 Penalty: 8787.159180 Iteration 5Q: 3 clusters Score -227801.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -227951.687500 Penalty: 8787.159180 Iteration 6Q: 3 clusters Score -227951.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -228134.906250 Penalty: 8787.159180 Iteration 7Q: 3 clusters Score -228134.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -228260.890625 Penalty: 8787.159180 Iteration 8Q: 3 clusters Score -228260.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -228388.062500 Penalty: 8787.159180 Iteration 9Q: 3 clusters Score -228388.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -228590.750000 Penalty: 8787.159180 Iteration 10Q: 3 clusters Score -228590.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -228852.890625 Penalty: 8787.159180 Iteration 11Q: 3 clusters Score -228852.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -228978.312500 Penalty: 8787.159180 Iteration 12Q: 3 clusters Score -228978.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -229082.078125 Penalty: 8787.159180 Iteration 13Q: 3 clusters Score -229082.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -229287.453125 Penalty: 8787.159180 Iteration 14Q: 3 clusters Score -229287.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -229635.687500 Penalty: 8787.159180 Iteration 15Q: 3 clusters Score -229635.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -229895.484375 Penalty: 8787.159180 Iteration 16Q: 3 clusters Score -229895.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -230033.609375 Penalty: 8787.159180 Iteration 17Q: 3 clusters Score -230033.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -230113.921875 Penalty: 8787.159180 Iteration 18Q: 3 clusters Score -230113.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -230173.125000 Penalty: 8787.159180 Iteration 19Q: 3 clusters Score -230173.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -230217.359375 Penalty: 8787.159180 Iteration 20F: 3 clusters Score -230217.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -230284.703125 Penalty: 8787.159180 Iteration 21Q: 3 clusters Score -230284.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -230367.781250 Penalty: 8787.159180 Iteration 22Q: 3 clusters Score -230367.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -230464.703125 Penalty: 8787.159180 Iteration 23Q: 3 clusters Score -230464.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -230653.671875 Penalty: 8787.159180 Iteration 24Q: 3 clusters Score -230653.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -230888.687500 Penalty: 8787.159180 Iteration 25Q: 3 clusters Score -230888.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -231069.765625 Penalty: 8787.159180 Iteration 26Q: 3 clusters Score -231069.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -231113.468750 Penalty: 8787.159180 Iteration 27Q: 3 clusters Score -231113.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -231182.078125 Penalty: 8787.159180 Iteration 28Q: 3 clusters Score -231182.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -231307.328125 Penalty: 8787.159180 Iteration 29Q: 3 clusters Score -231307.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -231606.406250 Penalty: 8787.159180 Iteration 30Q: 3 clusters Score -231606.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -231750.593750 Penalty: 8787.159180 Iteration 31Q: 3 clusters Score -231750.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -231762.484375 Penalty: 8787.159180 Iteration 32Q: 3 clusters Score -231762.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -231762.484375 Penalty: 8787.159180 Iteration 33F: 3 clusters Score -231762.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32078 members Mstep: Class 3 contains 29959 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 9250 members Mstep: Class 8 contains 42177 members Mstep: Class 9 contains 1006 members Mstep: Class 10 contains 24314 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60676 members Mstep: Class 16 contains 595 members Mstep: Class 18 contains 25358 members Mstep: Class 19 contains 48618 members Mstep: Class 20 contains 168988 members Mstep: Class 21 contains 96014 members Mstep: Class 22 contains 8525 members Entering Unmasked Estep Score: -119289024.000000 Penalty: 170510.218750 Splitting cluster 5 changes total score from -119289160.000000 to -119289024.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Entering Unmasked Estep Score: -273924.812500 Penalty: 4419.784668 Iteration 0F: 2 clusters Score -273924.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -269500.000000 Penalty: 8839.569336 Iteration 0F: 3 clusters Score -269500 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -269993.531250 Penalty: 8839.569336 Iteration 1F: 3 clusters Score -269993.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -270213.781250 Penalty: 8839.569336 Iteration 2F: 3 clusters Score -270213.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -270375.906250 Penalty: 8839.569336 Iteration 3Q: 3 clusters Score -270375.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -270468.281250 Penalty: 8839.569336 Iteration 4Q: 3 clusters Score -270468.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -270523.937500 Penalty: 8839.569336 Iteration 5Q: 3 clusters Score -270523.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -270553.562500 Penalty: 8839.569336 Iteration 6Q: 3 clusters Score -270553.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -270568.343750 Penalty: 8839.569336 Iteration 7Q: 3 clusters Score -270568.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -270583.468750 Penalty: 8839.569336 Iteration 8Q: 3 clusters Score -270583.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -270591.093750 Penalty: 8839.569336 Iteration 9Q: 3 clusters Score -270591.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -270591.093750 Penalty: 8839.569336 Iteration 10F: 3 clusters Score -270591.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Entering Unmasked Estep Score: -1941033.625000 Penalty: 5593.582031 Iteration 0F: 2 clusters Score -1941034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -1931284.375000 Penalty: 11187.164062 Iteration 0F: 3 clusters Score -1931284 nChanged 3347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1933195.000000 Penalty: 11187.164062 Iteration 1F: 3 clusters Score -1933195 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1933674.875000 Penalty: 11187.164062 Iteration 2F: 3 clusters Score -1933675 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1934010.375000 Penalty: 11187.164062 Iteration 3F: 3 clusters Score -1934010 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -1934236.500000 Penalty: 11187.164062 Iteration 4Q: 3 clusters Score -1934236 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1934422.875000 Penalty: 11187.164062 Iteration 5Q: 3 clusters Score -1934423 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1934592.500000 Penalty: 11187.164062 Iteration 6Q: 3 clusters Score -1934592 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -1934780.250000 Penalty: 11187.164062 Iteration 7Q: 3 clusters Score -1934780 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -1934962.750000 Penalty: 11187.164062 Iteration 8Q: 3 clusters Score -1934963 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1935123.125000 Penalty: 11187.164062 Iteration 9Q: 3 clusters Score -1935123 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1935273.125000 Penalty: 11187.164062 Iteration 10Q: 3 clusters Score -1935273 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1935430.000000 Penalty: 11187.164062 Iteration 11Q: 3 clusters Score -1935430 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1935587.750000 Penalty: 11187.164062 Iteration 12Q: 3 clusters Score -1935588 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1935749.375000 Penalty: 11187.164062 Iteration 13Q: 3 clusters Score -1935749 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1935884.375000 Penalty: 11187.164062 Iteration 14Q: 3 clusters Score -1935884 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -1936008.250000 Penalty: 11187.164062 Iteration 15Q: 3 clusters Score -1936008 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -1936113.125000 Penalty: 11187.164062 Iteration 16Q: 3 clusters Score -1936113 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1936194.000000 Penalty: 11187.164062 Iteration 17Q: 3 clusters Score -1936194 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1936258.750000 Penalty: 11187.164062 Iteration 18Q: 3 clusters Score -1936259 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1936313.500000 Penalty: 11187.164062 Iteration 19Q: 3 clusters Score -1936314 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1936355.000000 Penalty: 11187.164062 Iteration 20F: 3 clusters Score -1936355 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1936390.875000 Penalty: 11187.164062 Iteration 21Q: 3 clusters Score -1936391 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1936420.125000 Penalty: 11187.164062 Iteration 22Q: 3 clusters Score -1936420 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1936441.625000 Penalty: 11187.164062 Iteration 23Q: 3 clusters Score -1936442 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -1936458.875000 Penalty: 11187.164062 Iteration 24Q: 3 clusters Score -1936459 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1936471.875000 Penalty: 11187.164062 Iteration 25Q: 3 clusters Score -1936472 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1936492.375000 Penalty: 11187.164062 Iteration 26Q: 3 clusters Score -1936492 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1936501.000000 Penalty: 11187.164062 Iteration 27Q: 3 clusters Score -1936501 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1936507.750000 Penalty: 11187.164062 Iteration 28Q: 3 clusters Score -1936508 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1936517.250000 Penalty: 11187.164062 Iteration 29Q: 3 clusters Score -1936517 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1936530.750000 Penalty: 11187.164062 Iteration 30Q: 3 clusters Score -1936531 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1936540.750000 Penalty: 11187.164062 Iteration 31Q: 3 clusters Score -1936541 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -1936553.750000 Penalty: 11187.164062 Iteration 32Q: 3 clusters Score -1936554 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1936552.750000 Penalty: 11187.164062 Iteration 33Q: 3 clusters Score -1936553 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1936553.875000 Penalty: 11187.164062 Iteration 34Q: 3 clusters Score -1936554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1936556.125000 Penalty: 11187.164062 Iteration 35Q: 3 clusters Score -1936556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1936556.375000 Penalty: 11187.164062 Iteration 36Q: 3 clusters Score -1936556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1936562.375000 Penalty: 11187.164062 Iteration 37Q: 3 clusters Score -1936562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -1936561.750000 Penalty: 11187.164062 Iteration 38Q: 3 clusters Score -1936562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1936562.000000 Penalty: 11187.164062 Iteration 39Q: 3 clusters Score -1936562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1936564.000000 Penalty: 11187.164062 Iteration 40F: 3 clusters Score -1936564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1936567.125000 Penalty: 11187.164062 Iteration 41Q: 3 clusters Score -1936567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1936569.500000 Penalty: 11187.164062 Iteration 42Q: 3 clusters Score -1936570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1936565.500000 Penalty: 11187.164062 Iteration 43Q: 3 clusters Score -1936566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1936568.500000 Penalty: 11187.164062 Iteration 44Q: 3 clusters Score -1936568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1936569.125000 Penalty: 11187.164062 Iteration 45Q: 3 clusters Score -1936569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1936570.000000 Penalty: 11187.164062 Iteration 46Q: 3 clusters Score -1936570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1936571.625000 Penalty: 11187.164062 Iteration 47Q: 3 clusters Score -1936572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1936570.875000 Penalty: 11187.164062 Iteration 48Q: 3 clusters Score -1936571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1936576.625000 Penalty: 11187.164062 Iteration 49Q: 3 clusters Score -1936577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1936576.625000 Penalty: 11187.164062 Iteration 50F: 3 clusters Score -1936577 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (42177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42177 members Entering Unmasked Estep Score: -8986454.000000 Penalty: 6522.898926 Iteration 0F: 2 clusters Score -8986454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21157 members Mstep: Class 2 contains 21020 members Entering Unmasked Estep Score: -8955924.000000 Penalty: 13045.797852 Iteration 0F: 3 clusters Score -8955924 nChanged 18316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21659 members Mstep: Class 2 contains 20518 members Entering Unmasked Estep Score: -8965570.000000 Penalty: 13045.797852 Iteration 1F: 3 clusters Score -8965570 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21929 members Mstep: Class 2 contains 20248 members Entering Unmasked Estep Score: -8966422.000000 Penalty: 13045.797852 Iteration 2F: 3 clusters Score -8966422 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22265 members Mstep: Class 2 contains 19912 members Entering Unmasked Estep Score: -8967136.000000 Penalty: 13045.797852 Iteration 3Q: 3 clusters Score -8967136 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22637 members Mstep: Class 2 contains 19540 members Entering Unmasked Estep Score: -8967687.000000 Penalty: 13045.797852 Iteration 4Q: 3 clusters Score -8967687 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23092 members Mstep: Class 2 contains 19085 members Entering Unmasked Estep Score: -8968195.000000 Penalty: 13045.797852 Iteration 5Q: 3 clusters Score -8968195 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23662 members Mstep: Class 2 contains 18515 members Entering Unmasked Estep Score: -8968639.000000 Penalty: 13045.797852 Iteration 6Q: 3 clusters Score -8968639 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24359 members Mstep: Class 2 contains 17818 members Entering Unmasked Estep Score: -8969089.000000 Penalty: 13045.797852 Iteration 7Q: 3 clusters Score -8969089 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25173 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -8969604.000000 Penalty: 13045.797852 Iteration 8Q: 3 clusters Score -8969604 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26090 members Mstep: Class 2 contains 16087 members Entering Unmasked Estep Score: -8970092.000000 Penalty: 13045.797852 Iteration 9Q: 3 clusters Score -8970092 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27199 members Mstep: Class 2 contains 14978 members Entering Unmasked Estep Score: -8970695.000000 Penalty: 13045.797852 Iteration 10Q: 3 clusters Score -8970695 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28495 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -8971441.000000 Penalty: 13045.797852 Iteration 11Q: 3 clusters Score -8971441 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30026 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -8972297.000000 Penalty: 13045.797852 Iteration 12Q: 3 clusters Score -8972297 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31712 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -8973371.000000 Penalty: 13045.797852 Iteration 13Q: 3 clusters Score -8973371 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33481 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -8974535.000000 Penalty: 13045.797852 Iteration 14Q: 3 clusters Score -8974535 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35260 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -8975816.000000 Penalty: 13045.797852 Iteration 15Q: 3 clusters Score -8975816 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36905 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -8977058.000000 Penalty: 13045.797852 Iteration 16Q: 3 clusters Score -8977058 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38292 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -8978144.000000 Penalty: 13045.797852 Iteration 17Q: 3 clusters Score -8978144 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39330 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -8978970.000000 Penalty: 13045.797852 Iteration 18Q: 3 clusters Score -8978970 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40030 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -8979540.000000 Penalty: 13045.797852 Iteration 19Q: 3 clusters Score -8979540 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40500 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -8979910.000000 Penalty: 13045.797852 Iteration 20F: 3 clusters Score -8979910 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40776 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -8980137.000000 Penalty: 13045.797852 Iteration 21Q: 3 clusters Score -8980137 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40944 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -8980282.000000 Penalty: 13045.797852 Iteration 22Q: 3 clusters Score -8980282 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41061 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -8980399.000000 Penalty: 13045.797852 Iteration 23Q: 3 clusters Score -8980399 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41123 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -8980463.000000 Penalty: 13045.797852 Iteration 24Q: 3 clusters Score -8980463 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41165 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -8980511.000000 Penalty: 13045.797852 Iteration 25Q: 3 clusters Score -8980511 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41192 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -8980546.000000 Penalty: 13045.797852 Iteration 26Q: 3 clusters Score -8980546 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41220 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -8980585.000000 Penalty: 13045.797852 Iteration 27Q: 3 clusters Score -8980585 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41237 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -8980594.000000 Penalty: 13045.797852 Iteration 28Q: 3 clusters Score -8980594 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41245 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -8980626.000000 Penalty: 13045.797852 Iteration 29Q: 3 clusters Score -8980626 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41260 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -8980650.000000 Penalty: 13045.797852 Iteration 30Q: 3 clusters Score -8980650 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41281 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -8980656.000000 Penalty: 13045.797852 Iteration 31Q: 3 clusters Score -8980656 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41289 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -8980664.000000 Penalty: 13045.797852 Iteration 32Q: 3 clusters Score -8980664 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41308 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -8980687.000000 Penalty: 13045.797852 Iteration 33Q: 3 clusters Score -8980687 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41312 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -8980680.000000 Penalty: 13045.797852 Iteration 34Q: 3 clusters Score -8980680 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41320 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -8980685.000000 Penalty: 13045.797852 Iteration 35Q: 3 clusters Score -8980685 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41332 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -8980698.000000 Penalty: 13045.797852 Iteration 36Q: 3 clusters Score -8980698 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41338 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -8980697.000000 Penalty: 13045.797852 Iteration 37Q: 3 clusters Score -8980697 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41343 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -8980724.000000 Penalty: 13045.797852 Iteration 38Q: 3 clusters Score -8980724 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41345 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -8980734.000000 Penalty: 13045.797852 Iteration 39Q: 3 clusters Score -8980734 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41351 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -8980716.000000 Penalty: 13045.797852 Iteration 40F: 3 clusters Score -8980716 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41355 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -8980735.000000 Penalty: 13045.797852 Iteration 41Q: 3 clusters Score -8980735 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41357 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -8980735.000000 Penalty: 13045.797852 Iteration 42Q: 3 clusters Score -8980735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41360 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -8980730.000000 Penalty: 13045.797852 Iteration 43Q: 3 clusters Score -8980730 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41360 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -8980748.000000 Penalty: 13045.797852 Iteration 44Q: 3 clusters Score -8980748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41361 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -8980740.000000 Penalty: 13045.797852 Iteration 45Q: 3 clusters Score -8980740 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41361 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -8980740.000000 Penalty: 13045.797852 Iteration 46F: 3 clusters Score -8980740 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Entering Unmasked Estep Score: -196412.703125 Penalty: 4234.664062 Iteration 0F: 2 clusters Score -196412.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -192352.359375 Penalty: 8469.328125 Iteration 0F: 3 clusters Score -192352.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -192723.921875 Penalty: 8469.328125 Iteration 1F: 3 clusters Score -192723.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -192859.890625 Penalty: 8469.328125 Iteration 2Q: 3 clusters Score -192859.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -192987.984375 Penalty: 8469.328125 Iteration 3Q: 3 clusters Score -192988 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -193122.171875 Penalty: 8469.328125 Iteration 4Q: 3 clusters Score -193122.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -193328.687500 Penalty: 8469.328125 Iteration 5Q: 3 clusters Score -193328.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -193474.234375 Penalty: 8469.328125 Iteration 6Q: 3 clusters Score -193474.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -193570.140625 Penalty: 8469.328125 Iteration 7Q: 3 clusters Score -193570.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -193650.859375 Penalty: 8469.328125 Iteration 8Q: 3 clusters Score -193650.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -193686.265625 Penalty: 8469.328125 Iteration 9Q: 3 clusters Score -193686.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -193723.218750 Penalty: 8469.328125 Iteration 10Q: 3 clusters Score -193723.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -193744.812500 Penalty: 8469.328125 Iteration 11Q: 3 clusters Score -193744.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -193759.484375 Penalty: 8469.328125 Iteration 12Q: 3 clusters Score -193759.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -193767.875000 Penalty: 8469.328125 Iteration 13Q: 3 clusters Score -193767.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -193771.875000 Penalty: 8469.328125 Iteration 14Q: 3 clusters Score -193771.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -193771.875000 Penalty: 8469.328125 Iteration 15F: 3 clusters Score -193771.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (24314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24314 members Entering Unmasked Estep Score: -5050900.000000 Penalty: 6185.519531 Iteration 0F: 2 clusters Score -5050900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 12181 members Entering Unmasked Estep Score: -5032024.000000 Penalty: 12371.039062 Iteration 0F: 3 clusters Score -5032024 nChanged 10260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -5039315.500000 Penalty: 12371.039062 Iteration 1F: 3 clusters Score -5039316 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -5041930.500000 Penalty: 12371.039062 Iteration 2F: 3 clusters Score -5041930 nChanged 2549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15572 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -5044451.000000 Penalty: 12371.039062 Iteration 3F: 3 clusters Score -5044451 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -5046481.500000 Penalty: 12371.039062 Iteration 4F: 3 clusters Score -5046482 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18611 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -5047975.500000 Penalty: 12371.039062 Iteration 5F: 3 clusters Score -5047976 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19682 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -5048950.500000 Penalty: 12371.039062 Iteration 6Q: 3 clusters Score -5048950 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20449 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -5049568.500000 Penalty: 12371.039062 Iteration 7Q: 3 clusters Score -5049568 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20991 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -5050029.000000 Penalty: 12371.039062 Iteration 8Q: 3 clusters Score -5050029 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21403 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -5050322.500000 Penalty: 12371.039062 Iteration 9Q: 3 clusters Score -5050322 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21739 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -5050547.000000 Penalty: 12371.039062 Iteration 10Q: 3 clusters Score -5050547 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22000 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -5050693.000000 Penalty: 12371.039062 Iteration 11Q: 3 clusters Score -5050693 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22208 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -5050845.000000 Penalty: 12371.039062 Iteration 12Q: 3 clusters Score -5050845 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22363 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -5050936.500000 Penalty: 12371.039062 Iteration 13Q: 3 clusters Score -5050936 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22482 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -5050993.000000 Penalty: 12371.039062 Iteration 14Q: 3 clusters Score -5050993 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22574 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -5051047.000000 Penalty: 12371.039062 Iteration 15Q: 3 clusters Score -5051047 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22634 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -5051074.500000 Penalty: 12371.039062 Iteration 16Q: 3 clusters Score -5051074 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -5051100.500000 Penalty: 12371.039062 Iteration 17Q: 3 clusters Score -5051100 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22751 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -5051120.000000 Penalty: 12371.039062 Iteration 18Q: 3 clusters Score -5051120 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22799 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -5051169.500000 Penalty: 12371.039062 Iteration 19Q: 3 clusters Score -5051170 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22835 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -5051199.000000 Penalty: 12371.039062 Iteration 20F: 3 clusters Score -5051199 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22865 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -5051215.500000 Penalty: 12371.039062 Iteration 21Q: 3 clusters Score -5051216 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22899 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -5051234.500000 Penalty: 12371.039062 Iteration 22Q: 3 clusters Score -5051234 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22924 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -5051239.000000 Penalty: 12371.039062 Iteration 23Q: 3 clusters Score -5051239 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22940 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -5051246.000000 Penalty: 12371.039062 Iteration 24Q: 3 clusters Score -5051246 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22955 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -5051257.000000 Penalty: 12371.039062 Iteration 25Q: 3 clusters Score -5051257 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -5051266.000000 Penalty: 12371.039062 Iteration 26Q: 3 clusters Score -5051266 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22975 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -5051267.000000 Penalty: 12371.039062 Iteration 27Q: 3 clusters Score -5051267 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22985 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -5051270.500000 Penalty: 12371.039062 Iteration 28Q: 3 clusters Score -5051270 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22997 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -5051291.000000 Penalty: 12371.039062 Iteration 29Q: 3 clusters Score -5051291 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23005 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -5051290.000000 Penalty: 12371.039062 Iteration 30Q: 3 clusters Score -5051290 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23013 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -5051295.500000 Penalty: 12371.039062 Iteration 31Q: 3 clusters Score -5051296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23019 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -5051299.000000 Penalty: 12371.039062 Iteration 32Q: 3 clusters Score -5051299 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -5051300.500000 Penalty: 12371.039062 Iteration 33Q: 3 clusters Score -5051300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -5051300.500000 Penalty: 12371.039062 Iteration 34F: 3 clusters Score -5051300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32078 members Mstep: Class 3 contains 29959 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 9250 members Mstep: Class 8 contains 42177 members Mstep: Class 9 contains 1006 members Mstep: Class 10 contains 23020 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60676 members Mstep: Class 16 contains 1294 members Mstep: Class 18 contains 25358 members Mstep: Class 19 contains 48618 members Mstep: Class 20 contains 168988 members Mstep: Class 21 contains 96014 members Mstep: Class 22 contains 8525 members Entering Unmasked Estep Score: -119287600.000000 Penalty: 170510.218750 Splitting cluster 10 changes total score from -119289160.000000 to -119287600.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (15897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Entering Unmasked Estep Score: -3409455.500000 Penalty: 5925.254883 Iteration 0F: 2 clusters Score -3409456 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -3395536.250000 Penalty: 11850.509766 Iteration 0F: 3 clusters Score -3395536 nChanged 6256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -3398878.000000 Penalty: 11850.509766 Iteration 1F: 3 clusters Score -3398878 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -3399411.000000 Penalty: 11850.509766 Iteration 2F: 3 clusters Score -3399411 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -3399735.000000 Penalty: 11850.509766 Iteration 3Q: 3 clusters Score -3399735 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -3400006.000000 Penalty: 11850.509766 Iteration 4Q: 3 clusters Score -3400006 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -3400195.000000 Penalty: 11850.509766 Iteration 5Q: 3 clusters Score -3400195 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -3400365.750000 Penalty: 11850.509766 Iteration 6Q: 3 clusters Score -3400366 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -3400504.750000 Penalty: 11850.509766 Iteration 7Q: 3 clusters Score -3400505 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -3400653.750000 Penalty: 11850.509766 Iteration 8Q: 3 clusters Score -3400654 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -3400800.250000 Penalty: 11850.509766 Iteration 9Q: 3 clusters Score -3400800 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -3400933.000000 Penalty: 11850.509766 Iteration 10Q: 3 clusters Score -3400933 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -3401112.750000 Penalty: 11850.509766 Iteration 11Q: 3 clusters Score -3401113 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -3401362.500000 Penalty: 11850.509766 Iteration 12Q: 3 clusters Score -3401362 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -3401669.500000 Penalty: 11850.509766 Iteration 13Q: 3 clusters Score -3401670 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -3402016.750000 Penalty: 11850.509766 Iteration 14Q: 3 clusters Score -3402017 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 10346 members Entering Unmasked Estep Score: -3402432.500000 Penalty: 11850.509766 Iteration 15Q: 3 clusters Score -3402432 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -3402918.750000 Penalty: 11850.509766 Iteration 16Q: 3 clusters Score -3402919 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -3403438.500000 Penalty: 11850.509766 Iteration 17Q: 3 clusters Score -3403438 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -3403929.000000 Penalty: 11850.509766 Iteration 18Q: 3 clusters Score -3403929 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 12552 members Entering Unmasked Estep Score: -3404354.000000 Penalty: 11850.509766 Iteration 19Q: 3 clusters Score -3404354 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -3404732.000000 Penalty: 11850.509766 Iteration 20F: 3 clusters Score -3404732 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -3405052.250000 Penalty: 11850.509766 Iteration 21Q: 3 clusters Score -3405052 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 13706 members Entering Unmasked Estep Score: -3405307.500000 Penalty: 11850.509766 Iteration 22Q: 3 clusters Score -3405308 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 13947 members Entering Unmasked Estep Score: -3405529.500000 Penalty: 11850.509766 Iteration 23Q: 3 clusters Score -3405530 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 14132 members Entering Unmasked Estep Score: -3405680.500000 Penalty: 11850.509766 Iteration 24Q: 3 clusters Score -3405680 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 14254 members Entering Unmasked Estep Score: -3405787.750000 Penalty: 11850.509766 Iteration 25Q: 3 clusters Score -3405788 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -3405861.250000 Penalty: 11850.509766 Iteration 26Q: 3 clusters Score -3405861 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -3405909.000000 Penalty: 11850.509766 Iteration 27Q: 3 clusters Score -3405909 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 14443 members Entering Unmasked Estep Score: -3405929.500000 Penalty: 11850.509766 Iteration 28Q: 3 clusters Score -3405930 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 14471 members Entering Unmasked Estep Score: -3405945.000000 Penalty: 11850.509766 Iteration 29Q: 3 clusters Score -3405945 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -3405970.250000 Penalty: 11850.509766 Iteration 30Q: 3 clusters Score -3405970 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 14503 members Entering Unmasked Estep Score: -3405976.000000 Penalty: 11850.509766 Iteration 31Q: 3 clusters Score -3405976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 14513 members Entering Unmasked Estep Score: -3405983.500000 Penalty: 11850.509766 Iteration 32Q: 3 clusters Score -3405984 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -3405997.250000 Penalty: 11850.509766 Iteration 33Q: 3 clusters Score -3405997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 14524 members Entering Unmasked Estep Score: -3405994.250000 Penalty: 11850.509766 Iteration 34Q: 3 clusters Score -3405994 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 14529 members Entering Unmasked Estep Score: -3405995.750000 Penalty: 11850.509766 Iteration 35Q: 3 clusters Score -3405996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -3405994.500000 Penalty: 11850.509766 Iteration 36Q: 3 clusters Score -3405994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -3406001.250000 Penalty: 11850.509766 Iteration 37Q: 3 clusters Score -3406001 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -3406002.500000 Penalty: 11850.509766 Iteration 38Q: 3 clusters Score -3406002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -3406003.500000 Penalty: 11850.509766 Iteration 39Q: 3 clusters Score -3406004 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -3406003.500000 Penalty: 11850.509766 Iteration 40F: 3 clusters Score -3406004 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Entering Unmasked Estep Score: -220793.937500 Penalty: 4348.766602 Iteration 0F: 2 clusters Score -220793.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -216724.750000 Penalty: 8697.533203 Iteration 0F: 3 clusters Score -216724.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -217200.234375 Penalty: 8697.533203 Iteration 1F: 3 clusters Score -217200.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -217404.687500 Penalty: 8697.533203 Iteration 2F: 3 clusters Score -217404.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -217548.359375 Penalty: 8697.533203 Iteration 3Q: 3 clusters Score -217548.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -217633.000000 Penalty: 8697.533203 Iteration 4Q: 3 clusters Score -217633 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -217694.687500 Penalty: 8697.533203 Iteration 5Q: 3 clusters Score -217694.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -217723.046875 Penalty: 8697.533203 Iteration 6Q: 3 clusters Score -217723 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -217751.406250 Penalty: 8697.533203 Iteration 7Q: 3 clusters Score -217751.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -217785.625000 Penalty: 8697.533203 Iteration 8Q: 3 clusters Score -217785.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -217846.718750 Penalty: 8697.533203 Iteration 9Q: 3 clusters Score -217846.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -217915.671875 Penalty: 8697.533203 Iteration 10Q: 3 clusters Score -217915.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -217993.500000 Penalty: 8697.533203 Iteration 11Q: 3 clusters Score -217993.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -218122.671875 Penalty: 8697.533203 Iteration 12Q: 3 clusters Score -218122.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -218265.687500 Penalty: 8697.533203 Iteration 13Q: 3 clusters Score -218265.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -218421.250000 Penalty: 8697.533203 Iteration 14Q: 3 clusters Score -218421.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -218519.296875 Penalty: 8697.533203 Iteration 15Q: 3 clusters Score -218519.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -218567.328125 Penalty: 8697.533203 Iteration 16Q: 3 clusters Score -218567.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -218603.046875 Penalty: 8697.533203 Iteration 17Q: 3 clusters Score -218603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -218609.734375 Penalty: 8697.533203 Iteration 18Q: 3 clusters Score -218609.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -218611.812500 Penalty: 8697.533203 Iteration 19Q: 3 clusters Score -218611.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -218619.312500 Penalty: 8697.533203 Iteration 20F: 3 clusters Score -218619.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -218621.390625 Penalty: 8697.533203 Iteration 21Q: 3 clusters Score -218621.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -218626.453125 Penalty: 8697.533203 Iteration 22Q: 3 clusters Score -218626.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -218630.109375 Penalty: 8697.533203 Iteration 23Q: 3 clusters Score -218630.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -218631.437500 Penalty: 8697.533203 Iteration 24Q: 3 clusters Score -218631.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -218632.718750 Penalty: 8697.533203 Iteration 25Q: 3 clusters Score -218632.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -218632.718750 Penalty: 8697.533203 Iteration 26F: 3 clusters Score -218632.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -67235.617188 Penalty: 3699.656006 Iteration 0F: 2 clusters Score -67235.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -64140.144531 Penalty: 7399.312012 Iteration 0F: 3 clusters Score -64140.14 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -64391.417969 Penalty: 7399.312012 Iteration 1F: 3 clusters Score -64391.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -64485.199219 Penalty: 7399.312012 Iteration 2Q: 3 clusters Score -64485.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -64545.390625 Penalty: 7399.312012 Iteration 3Q: 3 clusters Score -64545.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -64584.277344 Penalty: 7399.312012 Iteration 4Q: 3 clusters Score -64584.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -64616.429688 Penalty: 7399.312012 Iteration 5Q: 3 clusters Score -64616.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -64636.625000 Penalty: 7399.312012 Iteration 6Q: 3 clusters Score -64636.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -64648.757812 Penalty: 7399.312012 Iteration 7Q: 3 clusters Score -64648.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -64664.003906 Penalty: 7399.312012 Iteration 8Q: 3 clusters Score -64664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -64664.003906 Penalty: 7399.312012 Iteration 9F: 3 clusters Score -64664 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Entering Unmasked Estep Score: -488682.468750 Penalty: 4745.402832 Iteration 0F: 2 clusters Score -488682.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -483390.250000 Penalty: 9490.805664 Iteration 0F: 3 clusters Score -483390.2 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -483967.687500 Penalty: 9490.805664 Iteration 1F: 3 clusters Score -483967.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -484121.125000 Penalty: 9490.805664 Iteration 2Q: 3 clusters Score -484121.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -484214.406250 Penalty: 9490.805664 Iteration 3Q: 3 clusters Score -484214.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -484302.500000 Penalty: 9490.805664 Iteration 4Q: 3 clusters Score -484302.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -484358.687500 Penalty: 9490.805664 Iteration 5Q: 3 clusters Score -484358.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -484390.968750 Penalty: 9490.805664 Iteration 6Q: 3 clusters Score -484391 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -484422.187500 Penalty: 9490.805664 Iteration 7Q: 3 clusters Score -484422.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -484436.625000 Penalty: 9490.805664 Iteration 8Q: 3 clusters Score -484436.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -484450.031250 Penalty: 9490.805664 Iteration 9Q: 3 clusters Score -484450 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -484464.093750 Penalty: 9490.805664 Iteration 10Q: 3 clusters Score -484464.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -484472.593750 Penalty: 9490.805664 Iteration 11Q: 3 clusters Score -484472.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -484478.500000 Penalty: 9490.805664 Iteration 12Q: 3 clusters Score -484478.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -484485.500000 Penalty: 9490.805664 Iteration 13Q: 3 clusters Score -484485.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -484489.406250 Penalty: 9490.805664 Iteration 14Q: 3 clusters Score -484489.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -484496.093750 Penalty: 9490.805664 Iteration 15Q: 3 clusters Score -484496.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -484498.156250 Penalty: 9490.805664 Iteration 16Q: 3 clusters Score -484498.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -484498.156250 Penalty: 9490.805664 Iteration 17F: 3 clusters Score -484498.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (60676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60676 members Entering Unmasked Estep Score: -12871260.000000 Penalty: 6745.648438 Iteration 0F: 2 clusters Score -1.287126e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30367 members Mstep: Class 2 contains 30309 members Entering Unmasked Estep Score: -12828402.000000 Penalty: 13491.296875 Iteration 0F: 3 clusters Score -1.28284e+07 nChanged 27066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30445 members Mstep: Class 2 contains 30231 members Entering Unmasked Estep Score: -12842852.000000 Penalty: 13491.296875 Iteration 1F: 3 clusters Score -1.284285e+07 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30555 members Mstep: Class 2 contains 30121 members Entering Unmasked Estep Score: -12843756.000000 Penalty: 13491.296875 Iteration 2Q: 3 clusters Score -1.284376e+07 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30629 members Mstep: Class 2 contains 30047 members Entering Unmasked Estep Score: -12844533.000000 Penalty: 13491.296875 Iteration 3Q: 3 clusters Score -1.284453e+07 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30760 members Mstep: Class 2 contains 29916 members Entering Unmasked Estep Score: -12845213.000000 Penalty: 13491.296875 Iteration 4Q: 3 clusters Score -1.284521e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30861 members Mstep: Class 2 contains 29815 members Entering Unmasked Estep Score: -12845867.000000 Penalty: 13491.296875 Iteration 5Q: 3 clusters Score -1.284587e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30972 members Mstep: Class 2 contains 29704 members Entering Unmasked Estep Score: -12846485.000000 Penalty: 13491.296875 Iteration 6Q: 3 clusters Score -1.284648e+07 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31069 members Mstep: Class 2 contains 29607 members Entering Unmasked Estep Score: -12847201.000000 Penalty: 13491.296875 Iteration 7Q: 3 clusters Score -1.28472e+07 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31117 members Mstep: Class 2 contains 29559 members Entering Unmasked Estep Score: -12848003.000000 Penalty: 13491.296875 Iteration 8Q: 3 clusters Score -1.2848e+07 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31149 members Mstep: Class 2 contains 29527 members Entering Unmasked Estep Score: -12848873.000000 Penalty: 13491.296875 Iteration 9Q: 3 clusters Score -1.284887e+07 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31160 members Mstep: Class 2 contains 29516 members Entering Unmasked Estep Score: -12850046.000000 Penalty: 13491.296875 Iteration 10Q: 3 clusters Score -1.285005e+07 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31182 members Mstep: Class 2 contains 29494 members Entering Unmasked Estep Score: -12851371.000000 Penalty: 13491.296875 Iteration 11Q: 3 clusters Score -1.285137e+07 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31233 members Mstep: Class 2 contains 29443 members Entering Unmasked Estep Score: -12852755.000000 Penalty: 13491.296875 Iteration 12Q: 3 clusters Score -1.285276e+07 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31427 members Mstep: Class 2 contains 29249 members Entering Unmasked Estep Score: -12854004.000000 Penalty: 13491.296875 Iteration 13Q: 3 clusters Score -1.2854e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31736 members Mstep: Class 2 contains 28940 members Entering Unmasked Estep Score: -12855072.000000 Penalty: 13491.296875 Iteration 14Q: 3 clusters Score -1.285507e+07 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32193 members Mstep: Class 2 contains 28483 members Entering Unmasked Estep Score: -12855925.000000 Penalty: 13491.296875 Iteration 15Q: 3 clusters Score -1.285592e+07 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32763 members Mstep: Class 2 contains 27913 members Entering Unmasked Estep Score: -12856414.000000 Penalty: 13491.296875 Iteration 16Q: 3 clusters Score -1.285641e+07 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33375 members Mstep: Class 2 contains 27301 members Entering Unmasked Estep Score: -12856894.000000 Penalty: 13491.296875 Iteration 17Q: 3 clusters Score -1.285689e+07 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34015 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -12857234.000000 Penalty: 13491.296875 Iteration 18Q: 3 clusters Score -1.285723e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34726 members Mstep: Class 2 contains 25950 members Entering Unmasked Estep Score: -12857477.000000 Penalty: 13491.296875 Iteration 19Q: 3 clusters Score -1.285748e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35444 members Mstep: Class 2 contains 25232 members Entering Unmasked Estep Score: -12857642.000000 Penalty: 13491.296875 Iteration 20F: 3 clusters Score -1.285764e+07 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36177 members Mstep: Class 2 contains 24499 members Entering Unmasked Estep Score: -12857897.000000 Penalty: 13491.296875 Iteration 21Q: 3 clusters Score -1.28579e+07 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36919 members Mstep: Class 2 contains 23757 members Entering Unmasked Estep Score: -12858058.000000 Penalty: 13491.296875 Iteration 22Q: 3 clusters Score -1.285806e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37675 members Mstep: Class 2 contains 23001 members Entering Unmasked Estep Score: -12858310.000000 Penalty: 13491.296875 Iteration 23Q: 3 clusters Score -1.285831e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38471 members Mstep: Class 2 contains 22205 members Entering Unmasked Estep Score: -12858457.000000 Penalty: 13491.296875 Iteration 24Q: 3 clusters Score -1.285846e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39314 members Mstep: Class 2 contains 21362 members Entering Unmasked Estep Score: -12858661.000000 Penalty: 13491.296875 Iteration 25Q: 3 clusters Score -1.285866e+07 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40154 members Mstep: Class 2 contains 20522 members Entering Unmasked Estep Score: -12858894.000000 Penalty: 13491.296875 Iteration 26Q: 3 clusters Score -1.285889e+07 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41014 members Mstep: Class 2 contains 19662 members Entering Unmasked Estep Score: -12859104.000000 Penalty: 13491.296875 Iteration 27Q: 3 clusters Score -1.28591e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41956 members Mstep: Class 2 contains 18720 members Entering Unmasked Estep Score: -12859322.000000 Penalty: 13491.296875 Iteration 28Q: 3 clusters Score -1.285932e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42940 members Mstep: Class 2 contains 17736 members Entering Unmasked Estep Score: -12859664.000000 Penalty: 13491.296875 Iteration 29Q: 3 clusters Score -1.285966e+07 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43950 members Mstep: Class 2 contains 16726 members Entering Unmasked Estep Score: -12860012.000000 Penalty: 13491.296875 Iteration 30Q: 3 clusters Score -1.286001e+07 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45035 members Mstep: Class 2 contains 15641 members Entering Unmasked Estep Score: -12860311.000000 Penalty: 13491.296875 Iteration 31Q: 3 clusters Score -1.286031e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46143 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -12860691.000000 Penalty: 13491.296875 Iteration 32Q: 3 clusters Score -1.286069e+07 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47285 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -12861124.000000 Penalty: 13491.296875 Iteration 33Q: 3 clusters Score -1.286112e+07 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48458 members Mstep: Class 2 contains 12218 members Entering Unmasked Estep Score: -12861615.000000 Penalty: 13491.296875 Iteration 34Q: 3 clusters Score -1.286162e+07 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49617 members Mstep: Class 2 contains 11059 members Entering Unmasked Estep Score: -12862169.000000 Penalty: 13491.296875 Iteration 35Q: 3 clusters Score -1.286217e+07 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50714 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -12862672.000000 Penalty: 13491.296875 Iteration 36Q: 3 clusters Score -1.286267e+07 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51655 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -12863135.000000 Penalty: 13491.296875 Iteration 37Q: 3 clusters Score -1.286314e+07 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52551 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -12863521.000000 Penalty: 13491.296875 Iteration 38Q: 3 clusters Score -1.286352e+07 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53325 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -12863878.000000 Penalty: 13491.296875 Iteration 39Q: 3 clusters Score -1.286388e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53978 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -12864228.000000 Penalty: 13491.296875 Iteration 40F: 3 clusters Score -1.286423e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54551 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -12864468.000000 Penalty: 13491.296875 Iteration 41Q: 3 clusters Score -1.286447e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55034 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -12864649.000000 Penalty: 13491.296875 Iteration 42Q: 3 clusters Score -1.286465e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55469 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -12864828.000000 Penalty: 13491.296875 Iteration 43Q: 3 clusters Score -1.286483e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55837 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -12864978.000000 Penalty: 13491.296875 Iteration 44Q: 3 clusters Score -1.286498e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56119 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -12865093.000000 Penalty: 13491.296875 Iteration 45Q: 3 clusters Score -1.286509e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56367 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -12865156.000000 Penalty: 13491.296875 Iteration 46Q: 3 clusters Score -1.286516e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56558 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -12865231.000000 Penalty: 13491.296875 Iteration 47Q: 3 clusters Score -1.286523e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56742 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -12865268.000000 Penalty: 13491.296875 Iteration 48Q: 3 clusters Score -1.286527e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56882 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -12865333.000000 Penalty: 13491.296875 Iteration 49Q: 3 clusters Score -1.286533e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56994 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -12865363.000000 Penalty: 13491.296875 Iteration 50Q: 3 clusters Score -1.286536e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57082 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -12865385.000000 Penalty: 13491.296875 Iteration 51Q: 3 clusters Score -1.286538e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57155 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -12865431.000000 Penalty: 13491.296875 Iteration 52Q: 3 clusters Score -1.286543e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57229 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -12865487.000000 Penalty: 13491.296875 Iteration 53Q: 3 clusters Score -1.286549e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57305 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -12865508.000000 Penalty: 13491.296875 Iteration 54Q: 3 clusters Score -1.286551e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57371 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -12865519.000000 Penalty: 13491.296875 Iteration 55Q: 3 clusters Score -1.286552e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57423 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -12865549.000000 Penalty: 13491.296875 Iteration 56Q: 3 clusters Score -1.286555e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57475 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -12865577.000000 Penalty: 13491.296875 Iteration 57Q: 3 clusters Score -1.286558e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57519 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -12865592.000000 Penalty: 13491.296875 Iteration 58Q: 3 clusters Score -1.286559e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57563 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -12865609.000000 Penalty: 13491.296875 Iteration 59Q: 3 clusters Score -1.286561e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57606 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -12865653.000000 Penalty: 13491.296875 Iteration 60F: 3 clusters Score -1.286565e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57641 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -12865648.000000 Penalty: 13491.296875 Iteration 61Q: 3 clusters Score -1.286565e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57689 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -12865657.000000 Penalty: 13491.296875 Iteration 62Q: 3 clusters Score -1.286566e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57726 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -12865677.000000 Penalty: 13491.296875 Iteration 63Q: 3 clusters Score -1.286568e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57750 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -12865683.000000 Penalty: 13491.296875 Iteration 64Q: 3 clusters Score -1.286568e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57779 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -12865710.000000 Penalty: 13491.296875 Iteration 65Q: 3 clusters Score -1.286571e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57799 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -12865721.000000 Penalty: 13491.296875 Iteration 66Q: 3 clusters Score -1.286572e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57812 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -12865728.000000 Penalty: 13491.296875 Iteration 67Q: 3 clusters Score -1.286573e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57826 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -12865735.000000 Penalty: 13491.296875 Iteration 68Q: 3 clusters Score -1.286574e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57841 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -12865748.000000 Penalty: 13491.296875 Iteration 69Q: 3 clusters Score -1.286575e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57858 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -12865750.000000 Penalty: 13491.296875 Iteration 70Q: 3 clusters Score -1.286575e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57874 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -12865764.000000 Penalty: 13491.296875 Iteration 71Q: 3 clusters Score -1.286576e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57896 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -12865754.000000 Penalty: 13491.296875 Iteration 72Q: 3 clusters Score -1.286575e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57907 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -12865761.000000 Penalty: 13491.296875 Iteration 73Q: 3 clusters Score -1.286576e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57917 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -12865767.000000 Penalty: 13491.296875 Iteration 74Q: 3 clusters Score -1.286577e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57924 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -12865779.000000 Penalty: 13491.296875 Iteration 75Q: 3 clusters Score -1.286578e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57926 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -12865784.000000 Penalty: 13491.296875 Iteration 76Q: 3 clusters Score -1.286578e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57929 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -12865789.000000 Penalty: 13491.296875 Iteration 77Q: 3 clusters Score -1.286579e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57932 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -12865792.000000 Penalty: 13491.296875 Iteration 78Q: 3 clusters Score -1.286579e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57935 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -12865792.000000 Penalty: 13491.296875 Iteration 79Q: 3 clusters Score -1.286579e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57942 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -12865795.000000 Penalty: 13491.296875 Iteration 80F: 3 clusters Score -1.28658e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57947 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -12865790.000000 Penalty: 13491.296875 Iteration 81Q: 3 clusters Score -1.286579e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57952 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -12865804.000000 Penalty: 13491.296875 Iteration 82Q: 3 clusters Score -1.28658e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57955 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -12865807.000000 Penalty: 13491.296875 Iteration 83Q: 3 clusters Score -1.286581e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57958 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -12865806.000000 Penalty: 13491.296875 Iteration 84Q: 3 clusters Score -1.286581e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57961 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -12865808.000000 Penalty: 13491.296875 Iteration 85Q: 3 clusters Score -1.286581e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57968 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -12865805.000000 Penalty: 13491.296875 Iteration 86Q: 3 clusters Score -1.28658e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57972 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -12865804.000000 Penalty: 13491.296875 Iteration 87Q: 3 clusters Score -1.28658e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57976 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -12865803.000000 Penalty: 13491.296875 Iteration 88Q: 3 clusters Score -1.28658e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57979 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -12865800.000000 Penalty: 13491.296875 Iteration 89Q: 3 clusters Score -1.28658e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57980 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -12865811.000000 Penalty: 13491.296875 Iteration 90Q: 3 clusters Score -1.286581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57981 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -12865813.000000 Penalty: 13491.296875 Iteration 91Q: 3 clusters Score -1.286581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57982 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -12865818.000000 Penalty: 13491.296875 Iteration 92Q: 3 clusters Score -1.286582e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57984 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -12865821.000000 Penalty: 13491.296875 Iteration 93Q: 3 clusters Score -1.286582e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57986 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -12865820.000000 Penalty: 13491.296875 Iteration 94Q: 3 clusters Score -1.286582e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57990 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -12865824.000000 Penalty: 13491.296875 Iteration 95Q: 3 clusters Score -1.286582e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57991 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -12865815.000000 Penalty: 13491.296875 Iteration 96Q: 3 clusters Score -1.286582e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57991 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -12865815.000000 Penalty: 13491.296875 Iteration 97F: 3 clusters Score -1.286582e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (25358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25358 members Entering Unmasked Estep Score: -5413058.000000 Penalty: 6211.270020 Iteration 0F: 2 clusters Score -5413058 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12771 members Mstep: Class 2 contains 12587 members Entering Unmasked Estep Score: -5393175.000000 Penalty: 12422.540039 Iteration 0F: 3 clusters Score -5393175 nChanged 10489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -5398605.000000 Penalty: 12422.540039 Iteration 1F: 3 clusters Score -5398605 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13410 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -5399268.000000 Penalty: 12422.540039 Iteration 2F: 3 clusters Score -5399268 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13662 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -5399816.000000 Penalty: 12422.540039 Iteration 3F: 3 clusters Score -5399816 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -5400218.000000 Penalty: 12422.540039 Iteration 4Q: 3 clusters Score -5400218 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -5400544.500000 Penalty: 12422.540039 Iteration 5Q: 3 clusters Score -5400544 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14759 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -5400879.500000 Penalty: 12422.540039 Iteration 6Q: 3 clusters Score -5400880 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15238 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -5401166.000000 Penalty: 12422.540039 Iteration 7Q: 3 clusters Score -5401166 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -5401495.500000 Penalty: 12422.540039 Iteration 8Q: 3 clusters Score -5401496 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16448 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -5401848.000000 Penalty: 12422.540039 Iteration 9Q: 3 clusters Score -5401848 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -5402286.000000 Penalty: 12422.540039 Iteration 10Q: 3 clusters Score -5402286 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17987 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -5402788.500000 Penalty: 12422.540039 Iteration 11Q: 3 clusters Score -5402788 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18807 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -5403350.000000 Penalty: 12422.540039 Iteration 12Q: 3 clusters Score -5403350 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19656 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -5403972.000000 Penalty: 12422.540039 Iteration 13Q: 3 clusters Score -5403972 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20480 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -5404626.000000 Penalty: 12422.540039 Iteration 14Q: 3 clusters Score -5404626 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21208 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -5405239.000000 Penalty: 12422.540039 Iteration 15Q: 3 clusters Score -5405239 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21786 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -5405816.000000 Penalty: 12422.540039 Iteration 16Q: 3 clusters Score -5405816 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22255 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -5406273.000000 Penalty: 12422.540039 Iteration 17Q: 3 clusters Score -5406273 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22595 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -5406730.500000 Penalty: 12422.540039 Iteration 18Q: 3 clusters Score -5406730 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22820 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -5407183.000000 Penalty: 12422.540039 Iteration 19Q: 3 clusters Score -5407183 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22963 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -5407390.000000 Penalty: 12422.540039 Iteration 20F: 3 clusters Score -5407390 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23059 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -5407512.500000 Penalty: 12422.540039 Iteration 21Q: 3 clusters Score -5407512 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -5407611.000000 Penalty: 12422.540039 Iteration 22Q: 3 clusters Score -5407611 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23175 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -5407698.000000 Penalty: 12422.540039 Iteration 23Q: 3 clusters Score -5407698 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23213 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -5407787.000000 Penalty: 12422.540039 Iteration 24Q: 3 clusters Score -5407787 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23239 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -5407824.000000 Penalty: 12422.540039 Iteration 25Q: 3 clusters Score -5407824 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23255 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -5407878.500000 Penalty: 12422.540039 Iteration 26Q: 3 clusters Score -5407878 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23260 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -5407887.500000 Penalty: 12422.540039 Iteration 27Q: 3 clusters Score -5407888 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -5407909.000000 Penalty: 12422.540039 Iteration 28Q: 3 clusters Score -5407909 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23269 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -5407912.500000 Penalty: 12422.540039 Iteration 29Q: 3 clusters Score -5407912 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23265 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -5407934.500000 Penalty: 12422.540039 Iteration 30Q: 3 clusters Score -5407934 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23265 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -5407936.500000 Penalty: 12422.540039 Iteration 31Q: 3 clusters Score -5407936 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23259 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -5407964.000000 Penalty: 12422.540039 Iteration 32Q: 3 clusters Score -5407964 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23260 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -5407960.500000 Penalty: 12422.540039 Iteration 33Q: 3 clusters Score -5407960 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23261 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -5407975.000000 Penalty: 12422.540039 Iteration 34Q: 3 clusters Score -5407975 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23265 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -5407985.000000 Penalty: 12422.540039 Iteration 35Q: 3 clusters Score -5407985 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23264 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -5408002.500000 Penalty: 12422.540039 Iteration 36Q: 3 clusters Score -5408002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23266 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -5408010.000000 Penalty: 12422.540039 Iteration 37Q: 3 clusters Score -5408010 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23266 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -5408012.000000 Penalty: 12422.540039 Iteration 38Q: 3 clusters Score -5408012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23270 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -5408013.000000 Penalty: 12422.540039 Iteration 39Q: 3 clusters Score -5408013 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23271 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -5408018.500000 Penalty: 12422.540039 Iteration 40F: 3 clusters Score -5408018 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23276 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -5408020.500000 Penalty: 12422.540039 Iteration 41Q: 3 clusters Score -5408020 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23283 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -5408025.500000 Penalty: 12422.540039 Iteration 42Q: 3 clusters Score -5408026 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23296 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -5408018.500000 Penalty: 12422.540039 Iteration 43Q: 3 clusters Score -5408018 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23308 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -5408027.000000 Penalty: 12422.540039 Iteration 44Q: 3 clusters Score -5408027 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23309 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -5408043.000000 Penalty: 12422.540039 Iteration 45Q: 3 clusters Score -5408043 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23310 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -5408034.000000 Penalty: 12422.540039 Iteration 46Q: 3 clusters Score -5408034 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23309 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -5408036.500000 Penalty: 12422.540039 Iteration 47Q: 3 clusters Score -5408036 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23315 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -5408049.000000 Penalty: 12422.540039 Iteration 48Q: 3 clusters Score -5408049 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23317 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -5408052.000000 Penalty: 12422.540039 Iteration 49Q: 3 clusters Score -5408052 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23316 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -5408053.000000 Penalty: 12422.540039 Iteration 50Q: 3 clusters Score -5408053 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23319 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -5408059.000000 Penalty: 12422.540039 Iteration 51Q: 3 clusters Score -5408059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23319 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -5408067.500000 Penalty: 12422.540039 Iteration 52Q: 3 clusters Score -5408068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23318 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -5408067.000000 Penalty: 12422.540039 Iteration 53Q: 3 clusters Score -5408067 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23318 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -5408068.500000 Penalty: 12422.540039 Iteration 54Q: 3 clusters Score -5408068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23316 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -5408081.500000 Penalty: 12422.540039 Iteration 55Q: 3 clusters Score -5408082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23315 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -5408084.000000 Penalty: 12422.540039 Iteration 56Q: 3 clusters Score -5408084 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23315 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -5408084.000000 Penalty: 12422.540039 Iteration 57F: 3 clusters Score -5408084 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (48618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48618 members Entering Unmasked Estep Score: -10340880.000000 Penalty: 6609.946289 Iteration 0F: 2 clusters Score -1.034088e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24378 members Mstep: Class 2 contains 24240 members Entering Unmasked Estep Score: -10306261.000000 Penalty: 13219.892578 Iteration 0F: 3 clusters Score -1.030626e+07 nChanged 21278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24890 members Mstep: Class 2 contains 23728 members Entering Unmasked Estep Score: -10317740.000000 Penalty: 13219.892578 Iteration 1F: 3 clusters Score -1.031774e+07 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25234 members Mstep: Class 2 contains 23384 members Entering Unmasked Estep Score: -10318885.000000 Penalty: 13219.892578 Iteration 2F: 3 clusters Score -1.031888e+07 nChanged 2523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25587 members Mstep: Class 2 contains 23031 members Entering Unmasked Estep Score: -10319930.000000 Penalty: 13219.892578 Iteration 3F: 3 clusters Score -1.031993e+07 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25997 members Mstep: Class 2 contains 22621 members Entering Unmasked Estep Score: -10320972.000000 Penalty: 13219.892578 Iteration 4Q: 3 clusters Score -1.032097e+07 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26451 members Mstep: Class 2 contains 22167 members Entering Unmasked Estep Score: -10322002.000000 Penalty: 13219.892578 Iteration 5Q: 3 clusters Score -1.0322e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26935 members Mstep: Class 2 contains 21683 members Entering Unmasked Estep Score: -10323022.000000 Penalty: 13219.892578 Iteration 6Q: 3 clusters Score -1.032302e+07 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 21184 members Entering Unmasked Estep Score: -10323964.000000 Penalty: 13219.892578 Iteration 7Q: 3 clusters Score -1.032396e+07 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27903 members Mstep: Class 2 contains 20715 members Entering Unmasked Estep Score: -10325110.000000 Penalty: 13219.892578 Iteration 8Q: 3 clusters Score -1.032511e+07 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28381 members Mstep: Class 2 contains 20237 members Entering Unmasked Estep Score: -10326285.000000 Penalty: 13219.892578 Iteration 9Q: 3 clusters Score -1.032628e+07 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28756 members Mstep: Class 2 contains 19862 members Entering Unmasked Estep Score: -10327500.000000 Penalty: 13219.892578 Iteration 10Q: 3 clusters Score -1.03275e+07 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29002 members Mstep: Class 2 contains 19616 members Entering Unmasked Estep Score: -10328769.000000 Penalty: 13219.892578 Iteration 11Q: 3 clusters Score -1.032877e+07 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29073 members Mstep: Class 2 contains 19545 members Entering Unmasked Estep Score: -10329968.000000 Penalty: 13219.892578 Iteration 12Q: 3 clusters Score -1.032997e+07 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28940 members Mstep: Class 2 contains 19678 members Entering Unmasked Estep Score: -10330949.000000 Penalty: 13219.892578 Iteration 13Q: 3 clusters Score -1.033095e+07 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28686 members Mstep: Class 2 contains 19932 members Entering Unmasked Estep Score: -10331652.000000 Penalty: 13219.892578 Iteration 14Q: 3 clusters Score -1.033165e+07 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28291 members Mstep: Class 2 contains 20327 members Entering Unmasked Estep Score: -10332221.000000 Penalty: 13219.892578 Iteration 15Q: 3 clusters Score -1.033222e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27870 members Mstep: Class 2 contains 20748 members Entering Unmasked Estep Score: -10332681.000000 Penalty: 13219.892578 Iteration 16Q: 3 clusters Score -1.033268e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27451 members Mstep: Class 2 contains 21167 members Entering Unmasked Estep Score: -10333022.000000 Penalty: 13219.892578 Iteration 17Q: 3 clusters Score -1.033302e+07 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27080 members Mstep: Class 2 contains 21538 members Entering Unmasked Estep Score: -10333291.000000 Penalty: 13219.892578 Iteration 18Q: 3 clusters Score -1.033329e+07 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26728 members Mstep: Class 2 contains 21890 members Entering Unmasked Estep Score: -10333557.000000 Penalty: 13219.892578 Iteration 19Q: 3 clusters Score -1.033356e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26414 members Mstep: Class 2 contains 22204 members Entering Unmasked Estep Score: -10333778.000000 Penalty: 13219.892578 Iteration 20F: 3 clusters Score -1.033378e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26148 members Mstep: Class 2 contains 22470 members Entering Unmasked Estep Score: -10333946.000000 Penalty: 13219.892578 Iteration 21Q: 3 clusters Score -1.033395e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25979 members Mstep: Class 2 contains 22639 members Entering Unmasked Estep Score: -10334034.000000 Penalty: 13219.892578 Iteration 22Q: 3 clusters Score -1.033403e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25826 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -10334169.000000 Penalty: 13219.892578 Iteration 23Q: 3 clusters Score -1.033417e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25724 members Mstep: Class 2 contains 22894 members Entering Unmasked Estep Score: -10334288.000000 Penalty: 13219.892578 Iteration 24Q: 3 clusters Score -1.033429e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25697 members Mstep: Class 2 contains 22921 members Entering Unmasked Estep Score: -10334430.000000 Penalty: 13219.892578 Iteration 25Q: 3 clusters Score -1.033443e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25716 members Mstep: Class 2 contains 22902 members Entering Unmasked Estep Score: -10334596.000000 Penalty: 13219.892578 Iteration 26Q: 3 clusters Score -1.03346e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25768 members Mstep: Class 2 contains 22850 members Entering Unmasked Estep Score: -10334739.000000 Penalty: 13219.892578 Iteration 27Q: 3 clusters Score -1.033474e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25841 members Mstep: Class 2 contains 22777 members Entering Unmasked Estep Score: -10334886.000000 Penalty: 13219.892578 Iteration 28Q: 3 clusters Score -1.033489e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25962 members Mstep: Class 2 contains 22656 members Entering Unmasked Estep Score: -10335024.000000 Penalty: 13219.892578 Iteration 29Q: 3 clusters Score -1.033502e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26073 members Mstep: Class 2 contains 22545 members Entering Unmasked Estep Score: -10335076.000000 Penalty: 13219.892578 Iteration 30Q: 3 clusters Score -1.033508e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26157 members Mstep: Class 2 contains 22461 members Entering Unmasked Estep Score: -10335167.000000 Penalty: 13219.892578 Iteration 31Q: 3 clusters Score -1.033517e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26256 members Mstep: Class 2 contains 22362 members Entering Unmasked Estep Score: -10335177.000000 Penalty: 13219.892578 Iteration 32Q: 3 clusters Score -1.033518e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26351 members Mstep: Class 2 contains 22267 members Entering Unmasked Estep Score: -10335229.000000 Penalty: 13219.892578 Iteration 33Q: 3 clusters Score -1.033523e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26427 members Mstep: Class 2 contains 22191 members Entering Unmasked Estep Score: -10335257.000000 Penalty: 13219.892578 Iteration 34Q: 3 clusters Score -1.033526e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26513 members Mstep: Class 2 contains 22105 members Entering Unmasked Estep Score: -10335270.000000 Penalty: 13219.892578 Iteration 35Q: 3 clusters Score -1.033527e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26586 members Mstep: Class 2 contains 22032 members Entering Unmasked Estep Score: -10335286.000000 Penalty: 13219.892578 Iteration 36Q: 3 clusters Score -1.033529e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26643 members Mstep: Class 2 contains 21975 members Entering Unmasked Estep Score: -10335314.000000 Penalty: 13219.892578 Iteration 37Q: 3 clusters Score -1.033531e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26703 members Mstep: Class 2 contains 21915 members Entering Unmasked Estep Score: -10335326.000000 Penalty: 13219.892578 Iteration 38Q: 3 clusters Score -1.033533e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 21857 members Entering Unmasked Estep Score: -10335339.000000 Penalty: 13219.892578 Iteration 39Q: 3 clusters Score -1.033534e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26808 members Mstep: Class 2 contains 21810 members Entering Unmasked Estep Score: -10335354.000000 Penalty: 13219.892578 Iteration 40F: 3 clusters Score -1.033535e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26857 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -10335361.000000 Penalty: 13219.892578 Iteration 41Q: 3 clusters Score -1.033536e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26915 members Mstep: Class 2 contains 21703 members Entering Unmasked Estep Score: -10335384.000000 Penalty: 13219.892578 Iteration 42Q: 3 clusters Score -1.033538e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26963 members Mstep: Class 2 contains 21655 members Entering Unmasked Estep Score: -10335361.000000 Penalty: 13219.892578 Iteration 43Q: 3 clusters Score -1.033536e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27005 members Mstep: Class 2 contains 21613 members Entering Unmasked Estep Score: -10335359.000000 Penalty: 13219.892578 Iteration 44Q: 3 clusters Score -1.033536e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27052 members Mstep: Class 2 contains 21566 members Entering Unmasked Estep Score: -10335360.000000 Penalty: 13219.892578 Iteration 45Q: 3 clusters Score -1.033536e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27083 members Mstep: Class 2 contains 21535 members Entering Unmasked Estep Score: -10335349.000000 Penalty: 13219.892578 Iteration 46Q: 3 clusters Score -1.033535e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27120 members Mstep: Class 2 contains 21498 members Entering Unmasked Estep Score: -10335347.000000 Penalty: 13219.892578 Iteration 47Q: 3 clusters Score -1.033535e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27151 members Mstep: Class 2 contains 21467 members Entering Unmasked Estep Score: -10335359.000000 Penalty: 13219.892578 Iteration 48Q: 3 clusters Score -1.033536e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27177 members Mstep: Class 2 contains 21441 members Entering Unmasked Estep Score: -10335357.000000 Penalty: 13219.892578 Iteration 49Q: 3 clusters Score -1.033536e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27203 members Mstep: Class 2 contains 21415 members Entering Unmasked Estep Score: -10335379.000000 Penalty: 13219.892578 Iteration 50Q: 3 clusters Score -1.033538e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27223 members Mstep: Class 2 contains 21395 members Entering Unmasked Estep Score: -10335381.000000 Penalty: 13219.892578 Iteration 51Q: 3 clusters Score -1.033538e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27244 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -10335373.000000 Penalty: 13219.892578 Iteration 52Q: 3 clusters Score -1.033537e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27261 members Mstep: Class 2 contains 21357 members Entering Unmasked Estep Score: -10335373.000000 Penalty: 13219.892578 Iteration 53Q: 3 clusters Score -1.033537e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27282 members Mstep: Class 2 contains 21336 members Entering Unmasked Estep Score: -10335393.000000 Penalty: 13219.892578 Iteration 54Q: 3 clusters Score -1.033539e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27304 members Mstep: Class 2 contains 21314 members Entering Unmasked Estep Score: -10335405.000000 Penalty: 13219.892578 Iteration 55Q: 3 clusters Score -1.03354e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27327 members Mstep: Class 2 contains 21291 members Entering Unmasked Estep Score: -10335387.000000 Penalty: 13219.892578 Iteration 56Q: 3 clusters Score -1.033539e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27344 members Mstep: Class 2 contains 21274 members Entering Unmasked Estep Score: -10335374.000000 Penalty: 13219.892578 Iteration 57Q: 3 clusters Score -1.033537e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27353 members Mstep: Class 2 contains 21265 members Entering Unmasked Estep Score: -10335391.000000 Penalty: 13219.892578 Iteration 58Q: 3 clusters Score -1.033539e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27361 members Mstep: Class 2 contains 21257 members Entering Unmasked Estep Score: -10335384.000000 Penalty: 13219.892578 Iteration 59Q: 3 clusters Score -1.033538e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27374 members Mstep: Class 2 contains 21244 members Entering Unmasked Estep Score: -10335407.000000 Penalty: 13219.892578 Iteration 60F: 3 clusters Score -1.033541e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27386 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -10335407.000000 Penalty: 13219.892578 Iteration 61Q: 3 clusters Score -1.033541e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27400 members Mstep: Class 2 contains 21218 members Entering Unmasked Estep Score: -10335402.000000 Penalty: 13219.892578 Iteration 62Q: 3 clusters Score -1.03354e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27414 members Mstep: Class 2 contains 21204 members Entering Unmasked Estep Score: -10335410.000000 Penalty: 13219.892578 Iteration 63Q: 3 clusters Score -1.033541e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27427 members Mstep: Class 2 contains 21191 members Entering Unmasked Estep Score: -10335398.000000 Penalty: 13219.892578 Iteration 64Q: 3 clusters Score -1.03354e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27442 members Mstep: Class 2 contains 21176 members Entering Unmasked Estep Score: -10335388.000000 Penalty: 13219.892578 Iteration 65Q: 3 clusters Score -1.033539e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27452 members Mstep: Class 2 contains 21166 members Entering Unmasked Estep Score: -10335385.000000 Penalty: 13219.892578 Iteration 66Q: 3 clusters Score -1.033538e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27464 members Mstep: Class 2 contains 21154 members Entering Unmasked Estep Score: -10335368.000000 Penalty: 13219.892578 Iteration 67Q: 3 clusters Score -1.033537e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27474 members Mstep: Class 2 contains 21144 members Entering Unmasked Estep Score: -10335376.000000 Penalty: 13219.892578 Iteration 68Q: 3 clusters Score -1.033538e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27485 members Mstep: Class 2 contains 21133 members Entering Unmasked Estep Score: -10335382.000000 Penalty: 13219.892578 Iteration 69Q: 3 clusters Score -1.033538e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27493 members Mstep: Class 2 contains 21125 members Entering Unmasked Estep Score: -10335376.000000 Penalty: 13219.892578 Iteration 70Q: 3 clusters Score -1.033538e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27501 members Mstep: Class 2 contains 21117 members Entering Unmasked Estep Score: -10335380.000000 Penalty: 13219.892578 Iteration 71Q: 3 clusters Score -1.033538e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27508 members Mstep: Class 2 contains 21110 members Entering Unmasked Estep Score: -10335402.000000 Penalty: 13219.892578 Iteration 72Q: 3 clusters Score -1.03354e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27515 members Mstep: Class 2 contains 21103 members Entering Unmasked Estep Score: -10335398.000000 Penalty: 13219.892578 Iteration 73Q: 3 clusters Score -1.03354e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27521 members Mstep: Class 2 contains 21097 members Entering Unmasked Estep Score: -10335410.000000 Penalty: 13219.892578 Iteration 74Q: 3 clusters Score -1.033541e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27527 members Mstep: Class 2 contains 21091 members Entering Unmasked Estep Score: -10335409.000000 Penalty: 13219.892578 Iteration 75Q: 3 clusters Score -1.033541e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27530 members Mstep: Class 2 contains 21088 members Entering Unmasked Estep Score: -10335398.000000 Penalty: 13219.892578 Iteration 76Q: 3 clusters Score -1.03354e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27533 members Mstep: Class 2 contains 21085 members Entering Unmasked Estep Score: -10335406.000000 Penalty: 13219.892578 Iteration 77Q: 3 clusters Score -1.033541e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27537 members Mstep: Class 2 contains 21081 members Entering Unmasked Estep Score: -10335408.000000 Penalty: 13219.892578 Iteration 78Q: 3 clusters Score -1.033541e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27539 members Mstep: Class 2 contains 21079 members Entering Unmasked Estep Score: -10335395.000000 Penalty: 13219.892578 Iteration 79Q: 3 clusters Score -1.03354e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27538 members Mstep: Class 2 contains 21080 members Entering Unmasked Estep Score: -10335404.000000 Penalty: 13219.892578 Iteration 80F: 3 clusters Score -1.03354e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (168988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168988 members Entering Unmasked Estep Score: -35693048.000000 Penalty: 7373.020020 Iteration 0F: 2 clusters Score -3.569305e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84384 members Mstep: Class 2 contains 84604 members Entering Unmasked Estep Score: -35579956.000000 Penalty: 14746.040039 Iteration 0F: 3 clusters Score -3.557996e+07 nChanged 78680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84390 members Mstep: Class 2 contains 84598 members Entering Unmasked Estep Score: -35624064.000000 Penalty: 14746.040039 Iteration 1F: 3 clusters Score -3.562406e+07 nChanged 6077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84545 members Mstep: Class 2 contains 84443 members Entering Unmasked Estep Score: -35625496.000000 Penalty: 14746.040039 Iteration 2Q: 3 clusters Score -3.56255e+07 nChanged 6101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84888 members Mstep: Class 2 contains 84100 members Entering Unmasked Estep Score: -35627276.000000 Penalty: 14746.040039 Iteration 3Q: 3 clusters Score -3.562728e+07 nChanged 6354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85310 members Mstep: Class 2 contains 83678 members Entering Unmasked Estep Score: -35628876.000000 Penalty: 14746.040039 Iteration 4Q: 3 clusters Score -3.562888e+07 nChanged 6711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85933 members Mstep: Class 2 contains 83055 members Entering Unmasked Estep Score: -35631180.000000 Penalty: 14746.040039 Iteration 5Q: 3 clusters Score -3.563118e+07 nChanged 7140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86777 members Mstep: Class 2 contains 82211 members Entering Unmasked Estep Score: -35633848.000000 Penalty: 14746.040039 Iteration 6Q: 3 clusters Score -3.563385e+07 nChanged 7541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87828 members Mstep: Class 2 contains 81160 members Entering Unmasked Estep Score: -35636728.000000 Penalty: 14746.040039 Iteration 7Q: 3 clusters Score -3.563673e+07 nChanged 7672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89108 members Mstep: Class 2 contains 79880 members Entering Unmasked Estep Score: -35639660.000000 Penalty: 14746.040039 Iteration 8Q: 3 clusters Score -3.563966e+07 nChanged 7640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90564 members Mstep: Class 2 contains 78424 members Entering Unmasked Estep Score: -35642716.000000 Penalty: 14746.040039 Iteration 9Q: 3 clusters Score -3.564272e+07 nChanged 7208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92476 members Mstep: Class 2 contains 76512 members Entering Unmasked Estep Score: -35645388.000000 Penalty: 14746.040039 Iteration 10Q: 3 clusters Score -3.564539e+07 nChanged 6384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94622 members Mstep: Class 2 contains 74366 members Entering Unmasked Estep Score: -35647412.000000 Penalty: 14746.040039 Iteration 11Q: 3 clusters Score -3.564741e+07 nChanged 5624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97194 members Mstep: Class 2 contains 71794 members Entering Unmasked Estep Score: -35648964.000000 Penalty: 14746.040039 Iteration 12Q: 3 clusters Score -3.564896e+07 nChanged 5180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100428 members Mstep: Class 2 contains 68560 members Entering Unmasked Estep Score: -35650280.000000 Penalty: 14746.040039 Iteration 13Q: 3 clusters Score -3.565028e+07 nChanged 4690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104164 members Mstep: Class 2 contains 64824 members Entering Unmasked Estep Score: -35651608.000000 Penalty: 14746.040039 Iteration 14Q: 3 clusters Score -3.565161e+07 nChanged 4797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108519 members Mstep: Class 2 contains 60469 members Entering Unmasked Estep Score: -35653260.000000 Penalty: 14746.040039 Iteration 15Q: 3 clusters Score -3.565326e+07 nChanged 5225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113610 members Mstep: Class 2 contains 55378 members Entering Unmasked Estep Score: -35654916.000000 Penalty: 14746.040039 Iteration 16Q: 3 clusters Score -3.565492e+07 nChanged 5924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119496 members Mstep: Class 2 contains 49492 members Entering Unmasked Estep Score: -35657232.000000 Penalty: 14746.040039 Iteration 17Q: 3 clusters Score -3.565723e+07 nChanged 6741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126223 members Mstep: Class 2 contains 42765 members Entering Unmasked Estep Score: -35660324.000000 Penalty: 14746.040039 Iteration 18Q: 3 clusters Score -3.566032e+07 nChanged 7377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133600 members Mstep: Class 2 contains 35388 members Entering Unmasked Estep Score: -35664228.000000 Penalty: 14746.040039 Iteration 19Q: 3 clusters Score -3.566423e+07 nChanged 7632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141230 members Mstep: Class 2 contains 27758 members Entering Unmasked Estep Score: -35668928.000000 Penalty: 14746.040039 Iteration 20F: 3 clusters Score -3.566893e+07 nChanged 7349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148579 members Mstep: Class 2 contains 20409 members Entering Unmasked Estep Score: -35673752.000000 Penalty: 14746.040039 Iteration 21Q: 3 clusters Score -3.567375e+07 nChanged 6298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154871 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -35678320.000000 Penalty: 14746.040039 Iteration 22Q: 3 clusters Score -3.567832e+07 nChanged 4790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159653 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -35681728.000000 Penalty: 14746.040039 Iteration 23Q: 3 clusters Score -3.568173e+07 nChanged 3184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162831 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -35683832.000000 Penalty: 14746.040039 Iteration 24Q: 3 clusters Score -3.568383e+07 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164755 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -35685192.000000 Penalty: 14746.040039 Iteration 25Q: 3 clusters Score -3.568519e+07 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165835 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -35685852.000000 Penalty: 14746.040039 Iteration 26Q: 3 clusters Score -3.568585e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166446 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -35686152.000000 Penalty: 14746.040039 Iteration 27Q: 3 clusters Score -3.568615e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166817 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -35686376.000000 Penalty: 14746.040039 Iteration 28Q: 3 clusters Score -3.568638e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167040 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -35686540.000000 Penalty: 14746.040039 Iteration 29Q: 3 clusters Score -3.568654e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167181 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -35686664.000000 Penalty: 14746.040039 Iteration 30Q: 3 clusters Score -3.568666e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167265 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -35686680.000000 Penalty: 14746.040039 Iteration 31Q: 3 clusters Score -3.568668e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167332 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -35686720.000000 Penalty: 14746.040039 Iteration 32Q: 3 clusters Score -3.568672e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167380 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -35686760.000000 Penalty: 14746.040039 Iteration 33Q: 3 clusters Score -3.568676e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167411 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -35686812.000000 Penalty: 14746.040039 Iteration 34Q: 3 clusters Score -3.568681e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167441 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -35686804.000000 Penalty: 14746.040039 Iteration 35Q: 3 clusters Score -3.56868e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167465 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -35686840.000000 Penalty: 14746.040039 Iteration 36Q: 3 clusters Score -3.568684e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167488 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -35686828.000000 Penalty: 14746.040039 Iteration 37Q: 3 clusters Score -3.568683e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167507 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -35686836.000000 Penalty: 14746.040039 Iteration 38Q: 3 clusters Score -3.568684e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167526 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -35686884.000000 Penalty: 14746.040039 Iteration 39Q: 3 clusters Score -3.568688e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167547 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -35686884.000000 Penalty: 14746.040039 Iteration 40F: 3 clusters Score -3.568688e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167558 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -35686872.000000 Penalty: 14746.040039 Iteration 41Q: 3 clusters Score -3.568687e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167568 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -35686884.000000 Penalty: 14746.040039 Iteration 42Q: 3 clusters Score -3.568688e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167570 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -35686900.000000 Penalty: 14746.040039 Iteration 43Q: 3 clusters Score -3.56869e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167574 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -35686884.000000 Penalty: 14746.040039 Iteration 44Q: 3 clusters Score -3.568688e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167576 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -35686892.000000 Penalty: 14746.040039 Iteration 45Q: 3 clusters Score -3.568689e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167575 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -35686880.000000 Penalty: 14746.040039 Iteration 46Q: 3 clusters Score -3.568688e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167576 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -35686912.000000 Penalty: 14746.040039 Iteration 47Q: 3 clusters Score -3.568691e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167580 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -35686908.000000 Penalty: 14746.040039 Iteration 48Q: 3 clusters Score -3.568691e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167581 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -35686936.000000 Penalty: 14746.040039 Iteration 49Q: 3 clusters Score -3.568694e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167583 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -35686920.000000 Penalty: 14746.040039 Iteration 50Q: 3 clusters Score -3.568692e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167584 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -35686928.000000 Penalty: 14746.040039 Iteration 51Q: 3 clusters Score -3.568693e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167584 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -35686928.000000 Penalty: 14746.040039 Iteration 52Q: 3 clusters Score -3.568693e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167585 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -35686936.000000 Penalty: 14746.040039 Iteration 53Q: 3 clusters Score -3.568694e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167589 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -35686916.000000 Penalty: 14746.040039 Iteration 54Q: 3 clusters Score -3.568692e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167591 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -35686932.000000 Penalty: 14746.040039 Iteration 55Q: 3 clusters Score -3.568693e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167593 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -35686932.000000 Penalty: 14746.040039 Iteration 56Q: 3 clusters Score -3.568693e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167593 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -35686948.000000 Penalty: 14746.040039 Iteration 57Q: 3 clusters Score -3.568695e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167595 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -35686932.000000 Penalty: 14746.040039 Iteration 58Q: 3 clusters Score -3.568693e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167595 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -35686932.000000 Penalty: 14746.040039 Iteration 59Q: 3 clusters Score -3.568693e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167597 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -35686908.000000 Penalty: 14746.040039 Iteration 60F: 3 clusters Score -3.568691e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (96014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96014 members Entering Unmasked Estep Score: -20370548.000000 Penalty: 7026.752441 Iteration 0F: 2 clusters Score -2.037055e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47912 members Mstep: Class 2 contains 48102 members Entering Unmasked Estep Score: -20304776.000000 Penalty: 14053.504883 Iteration 0F: 3 clusters Score -2.030478e+07 nChanged 43682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47574 members Mstep: Class 2 contains 48440 members Entering Unmasked Estep Score: -20328424.000000 Penalty: 14053.504883 Iteration 1F: 3 clusters Score -2.032842e+07 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47431 members Mstep: Class 2 contains 48583 members Entering Unmasked Estep Score: -20329620.000000 Penalty: 14053.504883 Iteration 2Q: 3 clusters Score -2.032962e+07 nChanged 3660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47285 members Mstep: Class 2 contains 48729 members Entering Unmasked Estep Score: -20330588.000000 Penalty: 14053.504883 Iteration 3Q: 3 clusters Score -2.033059e+07 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47137 members Mstep: Class 2 contains 48877 members Entering Unmasked Estep Score: -20331408.000000 Penalty: 14053.504883 Iteration 4Q: 3 clusters Score -2.033141e+07 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46944 members Mstep: Class 2 contains 49070 members Entering Unmasked Estep Score: -20332136.000000 Penalty: 14053.504883 Iteration 5Q: 3 clusters Score -2.033214e+07 nChanged 2985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46751 members Mstep: Class 2 contains 49263 members Entering Unmasked Estep Score: -20332948.000000 Penalty: 14053.504883 Iteration 6Q: 3 clusters Score -2.033295e+07 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46506 members Mstep: Class 2 contains 49508 members Entering Unmasked Estep Score: -20333752.000000 Penalty: 14053.504883 Iteration 7Q: 3 clusters Score -2.033375e+07 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46124 members Mstep: Class 2 contains 49890 members Entering Unmasked Estep Score: -20334732.000000 Penalty: 14053.504883 Iteration 8Q: 3 clusters Score -2.033473e+07 nChanged 3196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45610 members Mstep: Class 2 contains 50404 members Entering Unmasked Estep Score: -20335714.000000 Penalty: 14053.504883 Iteration 9Q: 3 clusters Score -2.033571e+07 nChanged 3356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44868 members Mstep: Class 2 contains 51146 members Entering Unmasked Estep Score: -20337062.000000 Penalty: 14053.504883 Iteration 10Q: 3 clusters Score -2.033706e+07 nChanged 3451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43831 members Mstep: Class 2 contains 52183 members Entering Unmasked Estep Score: -20338332.000000 Penalty: 14053.504883 Iteration 11Q: 3 clusters Score -2.033833e+07 nChanged 3619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42378 members Mstep: Class 2 contains 53636 members Entering Unmasked Estep Score: -20339968.000000 Penalty: 14053.504883 Iteration 12Q: 3 clusters Score -2.033997e+07 nChanged 3653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40515 members Mstep: Class 2 contains 55499 members Entering Unmasked Estep Score: -20341636.000000 Penalty: 14053.504883 Iteration 13Q: 3 clusters Score -2.034164e+07 nChanged 3723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38158 members Mstep: Class 2 contains 57856 members Entering Unmasked Estep Score: -20343432.000000 Penalty: 14053.504883 Iteration 14Q: 3 clusters Score -2.034343e+07 nChanged 3861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35189 members Mstep: Class 2 contains 60825 members Entering Unmasked Estep Score: -20345310.000000 Penalty: 14053.504883 Iteration 15Q: 3 clusters Score -2.034531e+07 nChanged 3939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31814 members Mstep: Class 2 contains 64200 members Entering Unmasked Estep Score: -20347434.000000 Penalty: 14053.504883 Iteration 16Q: 3 clusters Score -2.034743e+07 nChanged 4130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28006 members Mstep: Class 2 contains 68008 members Entering Unmasked Estep Score: -20349722.000000 Penalty: 14053.504883 Iteration 17Q: 3 clusters Score -2.034972e+07 nChanged 4245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23899 members Mstep: Class 2 contains 72115 members Entering Unmasked Estep Score: -20352022.000000 Penalty: 14053.504883 Iteration 18Q: 3 clusters Score -2.035202e+07 nChanged 4184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19763 members Mstep: Class 2 contains 76251 members Entering Unmasked Estep Score: -20354434.000000 Penalty: 14053.504883 Iteration 19Q: 3 clusters Score -2.035443e+07 nChanged 3929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15846 members Mstep: Class 2 contains 80168 members Entering Unmasked Estep Score: -20356734.000000 Penalty: 14053.504883 Iteration 20F: 3 clusters Score -2.035673e+07 nChanged 3400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 83564 members Entering Unmasked Estep Score: -20358588.000000 Penalty: 14053.504883 Iteration 21Q: 3 clusters Score -2.035859e+07 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 86376 members Entering Unmasked Estep Score: -20360018.000000 Penalty: 14053.504883 Iteration 22Q: 3 clusters Score -2.036002e+07 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 88549 members Entering Unmasked Estep Score: -20361290.000000 Penalty: 14053.504883 Iteration 23Q: 3 clusters Score -2.036129e+07 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 90141 members Entering Unmasked Estep Score: -20362088.000000 Penalty: 14053.504883 Iteration 24Q: 3 clusters Score -2.036209e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 91311 members Entering Unmasked Estep Score: -20362696.000000 Penalty: 14053.504883 Iteration 25Q: 3 clusters Score -2.03627e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 92086 members Entering Unmasked Estep Score: -20363096.000000 Penalty: 14053.504883 Iteration 26Q: 3 clusters Score -2.03631e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 92643 members Entering Unmasked Estep Score: -20363364.000000 Penalty: 14053.504883 Iteration 27Q: 3 clusters Score -2.036336e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 93037 members Entering Unmasked Estep Score: -20363624.000000 Penalty: 14053.504883 Iteration 28Q: 3 clusters Score -2.036362e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 93321 members Entering Unmasked Estep Score: -20363814.000000 Penalty: 14053.504883 Iteration 29Q: 3 clusters Score -2.036381e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 93515 members Entering Unmasked Estep Score: -20363898.000000 Penalty: 14053.504883 Iteration 30Q: 3 clusters Score -2.03639e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 93672 members Entering Unmasked Estep Score: -20363980.000000 Penalty: 14053.504883 Iteration 31Q: 3 clusters Score -2.036398e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 93811 members Entering Unmasked Estep Score: -20364068.000000 Penalty: 14053.504883 Iteration 32Q: 3 clusters Score -2.036407e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 93913 members Entering Unmasked Estep Score: -20364146.000000 Penalty: 14053.504883 Iteration 33Q: 3 clusters Score -2.036415e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 93995 members Entering Unmasked Estep Score: -20364176.000000 Penalty: 14053.504883 Iteration 34Q: 3 clusters Score -2.036418e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 94063 members Entering Unmasked Estep Score: -20364238.000000 Penalty: 14053.504883 Iteration 35Q: 3 clusters Score -2.036424e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 94122 members Entering Unmasked Estep Score: -20364246.000000 Penalty: 14053.504883 Iteration 36Q: 3 clusters Score -2.036425e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 94165 members Entering Unmasked Estep Score: -20364288.000000 Penalty: 14053.504883 Iteration 37Q: 3 clusters Score -2.036429e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 94197 members Entering Unmasked Estep Score: -20364290.000000 Penalty: 14053.504883 Iteration 38Q: 3 clusters Score -2.036429e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 94239 members Entering Unmasked Estep Score: -20364340.000000 Penalty: 14053.504883 Iteration 39Q: 3 clusters Score -2.036434e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 94266 members Entering Unmasked Estep Score: -20364346.000000 Penalty: 14053.504883 Iteration 40F: 3 clusters Score -2.036435e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 94293 members Entering Unmasked Estep Score: -20364384.000000 Penalty: 14053.504883 Iteration 41Q: 3 clusters Score -2.036438e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 94321 members Entering Unmasked Estep Score: -20364432.000000 Penalty: 14053.504883 Iteration 42Q: 3 clusters Score -2.036443e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 94348 members Entering Unmasked Estep Score: -20364466.000000 Penalty: 14053.504883 Iteration 43Q: 3 clusters Score -2.036447e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 94368 members Entering Unmasked Estep Score: -20364478.000000 Penalty: 14053.504883 Iteration 44Q: 3 clusters Score -2.036448e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 94391 members Entering Unmasked Estep Score: -20364474.000000 Penalty: 14053.504883 Iteration 45Q: 3 clusters Score -2.036447e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 94404 members Entering Unmasked Estep Score: -20364490.000000 Penalty: 14053.504883 Iteration 46Q: 3 clusters Score -2.036449e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 94416 members Entering Unmasked Estep Score: -20364502.000000 Penalty: 14053.504883 Iteration 47Q: 3 clusters Score -2.03645e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 94427 members Entering Unmasked Estep Score: -20364508.000000 Penalty: 14053.504883 Iteration 48Q: 3 clusters Score -2.036451e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 94431 members Entering Unmasked Estep Score: -20364514.000000 Penalty: 14053.504883 Iteration 49Q: 3 clusters Score -2.036451e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 94433 members Entering Unmasked Estep Score: -20364516.000000 Penalty: 14053.504883 Iteration 50Q: 3 clusters Score -2.036452e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 94436 members Entering Unmasked Estep Score: -20364524.000000 Penalty: 14053.504883 Iteration 51Q: 3 clusters Score -2.036452e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 94440 members Entering Unmasked Estep Score: -20364514.000000 Penalty: 14053.504883 Iteration 52Q: 3 clusters Score -2.036451e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 94442 members Entering Unmasked Estep Score: -20364520.000000 Penalty: 14053.504883 Iteration 53Q: 3 clusters Score -2.036452e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 94444 members Entering Unmasked Estep Score: -20364528.000000 Penalty: 14053.504883 Iteration 54Q: 3 clusters Score -2.036453e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 94445 members Entering Unmasked Estep Score: -20364524.000000 Penalty: 14053.504883 Iteration 55Q: 3 clusters Score -2.036452e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 94446 members Entering Unmasked Estep Score: -20364534.000000 Penalty: 14053.504883 Iteration 56Q: 3 clusters Score -2.036453e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 94446 members Entering Unmasked Estep Score: -20364534.000000 Penalty: 14053.504883 Iteration 57F: 3 clusters Score -2.036453e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (8525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Entering Unmasked Estep Score: -1742972.500000 Penalty: 5543.589355 Iteration 0F: 2 clusters Score -1742972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -1733664.375000 Penalty: 11087.178711 Iteration 0F: 3 clusters Score -1733664 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1735564.500000 Penalty: 11087.178711 Iteration 1F: 3 clusters Score -1735564 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1736048.375000 Penalty: 11087.178711 Iteration 2F: 3 clusters Score -1736048 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1736381.625000 Penalty: 11087.178711 Iteration 3Q: 3 clusters Score -1736382 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1736739.250000 Penalty: 11087.178711 Iteration 4Q: 3 clusters Score -1736739 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1737131.625000 Penalty: 11087.178711 Iteration 5Q: 3 clusters Score -1737132 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1737631.750000 Penalty: 11087.178711 Iteration 6Q: 3 clusters Score -1737632 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1738294.875000 Penalty: 11087.178711 Iteration 7F: 3 clusters Score -1738295 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1739102.375000 Penalty: 11087.178711 Iteration 8F: 3 clusters Score -1739102 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1739940.750000 Penalty: 11087.178711 Iteration 9F: 3 clusters Score -1739941 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1740539.750000 Penalty: 11087.178711 Iteration 10F: 3 clusters Score -1740540 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1740855.250000 Penalty: 11087.178711 Iteration 11Q: 3 clusters Score -1740855 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1741046.250000 Penalty: 11087.178711 Iteration 12Q: 3 clusters Score -1741046 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1741130.375000 Penalty: 11087.178711 Iteration 13Q: 3 clusters Score -1741130 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1741184.625000 Penalty: 11087.178711 Iteration 14Q: 3 clusters Score -1741185 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1741213.750000 Penalty: 11087.178711 Iteration 15Q: 3 clusters Score -1741214 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -1741244.875000 Penalty: 11087.178711 Iteration 16Q: 3 clusters Score -1741245 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1741257.625000 Penalty: 11087.178711 Iteration 17Q: 3 clusters Score -1741258 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1741281.625000 Penalty: 11087.178711 Iteration 18Q: 3 clusters Score -1741282 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1741304.500000 Penalty: 11087.178711 Iteration 19Q: 3 clusters Score -1741304 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1741314.125000 Penalty: 11087.178711 Iteration 20F: 3 clusters Score -1741314 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1741324.500000 Penalty: 11087.178711 Iteration 21Q: 3 clusters Score -1741324 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1741326.375000 Penalty: 11087.178711 Iteration 22Q: 3 clusters Score -1741326 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -1741322.625000 Penalty: 11087.178711 Iteration 23Q: 3 clusters Score -1741323 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1741328.250000 Penalty: 11087.178711 Iteration 24Q: 3 clusters Score -1741328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1741328.375000 Penalty: 11087.178711 Iteration 25Q: 3 clusters Score -1741328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1741329.375000 Penalty: 11087.178711 Iteration 26Q: 3 clusters Score -1741329 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1741330.125000 Penalty: 11087.178711 Iteration 27Q: 3 clusters Score -1741330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1741329.250000 Penalty: 11087.178711 Iteration 28Q: 3 clusters Score -1741329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1741331.750000 Penalty: 11087.178711 Iteration 29Q: 3 clusters Score -1741332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1741333.000000 Penalty: 11087.178711 Iteration 30Q: 3 clusters Score -1741333 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1741331.875000 Penalty: 11087.178711 Iteration 31Q: 3 clusters Score -1741332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1741332.250000 Penalty: 11087.178711 Iteration 32Q: 3 clusters Score -1741332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1741334.250000 Penalty: 11087.178711 Iteration 33Q: 3 clusters Score -1741334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1741335.125000 Penalty: 11087.178711 Iteration 34Q: 3 clusters Score -1741335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1741335.125000 Penalty: 11087.178711 Iteration 35F: 3 clusters Score -1741335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32078 members Mstep: Class 3 contains 29959 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 9250 members Mstep: Class 8 contains 42177 members Mstep: Class 9 contains 1006 members Mstep: Class 10 contains 24314 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60676 members Mstep: Class 18 contains 25358 members Mstep: Class 19 contains 48618 members Mstep: Class 20 contains 168988 members Mstep: Class 21 contains 96014 members Mstep: Class 22 contains 8525 members Entering Unmasked Estep ConsiderDeletion Score: -119289232.000000 Penalty: 162390.671875 Iteration 159Q: 21 clusters Score -1.192892e+08 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32078 members Mstep: Class 3 contains 30100 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 9103 members Mstep: Class 8 contains 42173 members Mstep: Class 9 contains 1010 members Mstep: Class 10 contains 24327 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 420 members Mstep: Class 14 contains 2316 members Mstep: Class 15 contains 60640 members Mstep: Class 18 contains 25355 members Mstep: Class 19 contains 48582 members Mstep: Class 20 contains 169048 members Mstep: Class 21 contains 96021 members Mstep: Class 22 contains 8526 members Entering Unmasked Estep ConsiderDeletion Score: -119289608.000000 Penalty: 162390.671875 Iteration 160F: 21 clusters Score -1.192896e+08 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32073 members Mstep: Class 3 contains 30222 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8943 members Mstep: Class 8 contains 42171 members Mstep: Class 9 contains 1011 members Mstep: Class 10 contains 24339 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 422 members Mstep: Class 14 contains 2317 members Mstep: Class 15 contains 60630 members Mstep: Class 18 contains 25354 members Mstep: Class 19 contains 48550 members Mstep: Class 20 contains 169106 members Mstep: Class 21 contains 96035 members Mstep: Class 22 contains 8529 members Entering Unmasked Estep ConsiderDeletion Score: -119289944.000000 Penalty: 162390.671875 Iteration 161Q: 21 clusters Score -1.192899e+08 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32073 members Mstep: Class 3 contains 30327 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8793 members Mstep: Class 8 contains 42180 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 24346 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2317 members Mstep: Class 15 contains 60612 members Mstep: Class 18 contains 25358 members Mstep: Class 19 contains 48506 members Mstep: Class 20 contains 169164 members Mstep: Class 21 contains 96060 members Mstep: Class 22 contains 8532 members Entering Unmasked Estep ConsiderDeletion Score: -119289896.000000 Penalty: 162390.671875 Iteration 162Q: 21 clusters Score -1.192899e+08 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32068 members Mstep: Class 3 contains 30426 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8674 members Mstep: Class 8 contains 42183 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 24354 members Mstep: Class 11 contains 15897 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2318 members Mstep: Class 15 contains 60593 members Mstep: Class 18 contains 25353 members Mstep: Class 19 contains 48470 members Mstep: Class 20 contains 169207 members Mstep: Class 21 contains 96083 members Mstep: Class 22 contains 8536 members Entering Unmasked Estep ConsiderDeletion Score: -119289960.000000 Penalty: 162390.671875 Iteration 163Q: 21 clusters Score -1.1929e+08 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32067 members Mstep: Class 3 contains 30517 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8587 members Mstep: Class 8 contains 42187 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 24362 members Mstep: Class 11 contains 15896 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2318 members Mstep: Class 15 contains 60568 members Mstep: Class 18 contains 25351 members Mstep: Class 19 contains 48435 members Mstep: Class 20 contains 169256 members Mstep: Class 21 contains 96081 members Mstep: Class 22 contains 8536 members Entering Unmasked Estep ConsiderDeletion Score: -119289968.000000 Penalty: 162390.671875 Iteration 164Q: 21 clusters Score -1.1929e+08 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32064 members Mstep: Class 3 contains 30580 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8518 members Mstep: Class 8 contains 42188 members Mstep: Class 9 contains 1020 members Mstep: Class 10 contains 24369 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2318 members Mstep: Class 15 contains 60555 members Mstep: Class 18 contains 25343 members Mstep: Class 19 contains 48408 members Mstep: Class 20 contains 169295 members Mstep: Class 21 contains 96085 members Mstep: Class 22 contains 8537 members Entering Unmasked Estep ConsiderDeletion Score: -119290024.000000 Penalty: 162390.671875 Iteration 165Q: 21 clusters Score -1.1929e+08 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32064 members Mstep: Class 3 contains 30642 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8469 members Mstep: Class 8 contains 42188 members Mstep: Class 9 contains 1021 members Mstep: Class 10 contains 24375 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2318 members Mstep: Class 15 contains 60538 members Mstep: Class 18 contains 25338 members Mstep: Class 19 contains 48385 members Mstep: Class 20 contains 169334 members Mstep: Class 21 contains 96076 members Mstep: Class 22 contains 8535 members Entering Unmasked Estep ConsiderDeletion Score: -119289936.000000 Penalty: 162390.671875 Iteration 166Q: 21 clusters Score -1.192899e+08 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32064 members Mstep: Class 3 contains 30691 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8427 members Mstep: Class 8 contains 42191 members Mstep: Class 9 contains 1025 members Mstep: Class 10 contains 24380 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2318 members Mstep: Class 15 contains 60511 members Mstep: Class 18 contains 25333 members Mstep: Class 19 contains 48367 members Mstep: Class 20 contains 169366 members Mstep: Class 21 contains 96075 members Mstep: Class 22 contains 8535 members Entering Unmasked Estep ConsiderDeletion Score: -119289856.000000 Penalty: 162390.671875 Iteration 167Q: 21 clusters Score -1.192899e+08 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32065 members Mstep: Class 3 contains 30755 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8389 members Mstep: Class 8 contains 42192 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 24385 members Mstep: Class 11 contains 15893 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2318 members Mstep: Class 15 contains 60493 members Mstep: Class 18 contains 25335 members Mstep: Class 19 contains 48348 members Mstep: Class 20 contains 169389 members Mstep: Class 21 contains 96051 members Mstep: Class 22 contains 8534 members Entering Unmasked Estep ConsiderDeletion Score: -119290160.000000 Penalty: 162390.671875 Iteration 168Q: 21 clusters Score -1.192902e+08 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32063 members Mstep: Class 3 contains 30808 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8356 members Mstep: Class 8 contains 42192 members Mstep: Class 9 contains 1030 members Mstep: Class 10 contains 24389 members Mstep: Class 11 contains 15893 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2318 members Mstep: Class 15 contains 60477 members Mstep: Class 18 contains 25334 members Mstep: Class 19 contains 48333 members Mstep: Class 20 contains 169407 members Mstep: Class 21 contains 96039 members Mstep: Class 22 contains 8536 members Entering Unmasked Estep ConsiderDeletion Score: -119290152.000000 Penalty: 162390.671875 Iteration 169Q: 21 clusters Score -1.192902e+08 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32059 members Mstep: Class 3 contains 30851 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8322 members Mstep: Class 8 contains 42193 members Mstep: Class 9 contains 1031 members Mstep: Class 10 contains 24393 members Mstep: Class 11 contains 15891 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60467 members Mstep: Class 18 contains 25333 members Mstep: Class 19 contains 48322 members Mstep: Class 20 contains 169430 members Mstep: Class 21 contains 96026 members Mstep: Class 22 contains 8538 members Entering Unmasked Estep ConsiderDeletion Score: -119290064.000000 Penalty: 162390.671875 Iteration 170Q: 21 clusters Score -1.192901e+08 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 30886 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8291 members Mstep: Class 8 contains 42194 members Mstep: Class 9 contains 1032 members Mstep: Class 10 contains 24396 members Mstep: Class 11 contains 15891 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60463 members Mstep: Class 18 contains 25333 members Mstep: Class 19 contains 48304 members Mstep: Class 20 contains 169445 members Mstep: Class 21 contains 96021 members Mstep: Class 22 contains 8541 members Entering Unmasked Estep ConsiderDeletion Score: -119290024.000000 Penalty: 162390.671875 Iteration 171Q: 21 clusters Score -1.1929e+08 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32060 members Mstep: Class 3 contains 30910 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8277 members Mstep: Class 8 contains 42197 members Mstep: Class 9 contains 1034 members Mstep: Class 10 contains 24401 members Mstep: Class 11 contains 15891 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60457 members Mstep: Class 18 contains 25332 members Mstep: Class 19 contains 48293 members Mstep: Class 20 contains 169461 members Mstep: Class 21 contains 96002 members Mstep: Class 22 contains 8540 members Entering Unmasked Estep ConsiderDeletion Score: -119290120.000000 Penalty: 162390.671875 Iteration 172Q: 21 clusters Score -1.192901e+08 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32062 members Mstep: Class 3 contains 30928 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8268 members Mstep: Class 8 contains 42197 members Mstep: Class 9 contains 1035 members Mstep: Class 10 contains 24405 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60449 members Mstep: Class 18 contains 25332 members Mstep: Class 19 contains 48289 members Mstep: Class 20 contains 169477 members Mstep: Class 21 contains 95982 members Mstep: Class 22 contains 8541 members Entering Unmasked Estep ConsiderDeletion Score: -119290016.000000 Penalty: 162390.671875 Iteration 173Q: 21 clusters Score -1.1929e+08 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32065 members Mstep: Class 3 contains 30932 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8261 members Mstep: Class 8 contains 42199 members Mstep: Class 9 contains 1037 members Mstep: Class 10 contains 24408 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60443 members Mstep: Class 18 contains 25332 members Mstep: Class 19 contains 48287 members Mstep: Class 20 contains 169499 members Mstep: Class 21 contains 95961 members Mstep: Class 22 contains 8541 members Entering Unmasked Estep ConsiderDeletion Score: -119290024.000000 Penalty: 162390.671875 Iteration 174Q: 21 clusters Score -1.1929e+08 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32066 members Mstep: Class 3 contains 30947 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8258 members Mstep: Class 8 contains 42198 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 24413 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60436 members Mstep: Class 18 contains 25330 members Mstep: Class 19 contains 48279 members Mstep: Class 20 contains 169519 members Mstep: Class 21 contains 95943 members Mstep: Class 22 contains 8540 members Entering Unmasked Estep ConsiderDeletion Score: -119290000.000000 Penalty: 162390.671875 Iteration 175Q: 21 clusters Score -1.1929e+08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32066 members Mstep: Class 3 contains 30947 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8253 members Mstep: Class 8 contains 42198 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 24420 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60433 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48277 members Mstep: Class 20 contains 169527 members Mstep: Class 21 contains 95939 members Mstep: Class 22 contains 8541 members Entering Unmasked Estep ConsiderDeletion Score: -119289960.000000 Penalty: 162390.671875 Iteration 176Q: 21 clusters Score -1.1929e+08 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32065 members Mstep: Class 3 contains 30952 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8251 members Mstep: Class 8 contains 42202 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 24427 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60431 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 48272 members Mstep: Class 20 contains 169536 members Mstep: Class 21 contains 95924 members Mstep: Class 22 contains 8541 members Entering Unmasked Estep ConsiderDeletion Score: -119289968.000000 Penalty: 162390.671875 Iteration 177Q: 21 clusters Score -1.1929e+08 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32067 members Mstep: Class 3 contains 30959 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8246 members Mstep: Class 8 contains 42204 members Mstep: Class 9 contains 1040 members Mstep: Class 10 contains 24434 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60428 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 48267 members Mstep: Class 20 contains 169538 members Mstep: Class 21 contains 95914 members Mstep: Class 22 contains 8542 members Entering Unmasked Estep ConsiderDeletion Score: -119290000.000000 Penalty: 162390.671875 Iteration 178Q: 21 clusters Score -1.1929e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32068 members Mstep: Class 3 contains 30956 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42206 members Mstep: Class 9 contains 1043 members Mstep: Class 10 contains 24438 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60430 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 48265 members Mstep: Class 20 contains 169538 members Mstep: Class 21 contains 95908 members Mstep: Class 22 contains 8543 members Entering Unmasked Estep ConsiderDeletion Score: -119290024.000000 Penalty: 162390.671875 Iteration 179Q: 21 clusters Score -1.1929e+08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32066 members Mstep: Class 3 contains 30964 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8242 members Mstep: Class 8 contains 42208 members Mstep: Class 9 contains 1044 members Mstep: Class 10 contains 24443 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60425 members Mstep: Class 18 contains 25325 members Mstep: Class 19 contains 48261 members Mstep: Class 20 contains 169543 members Mstep: Class 21 contains 95901 members Mstep: Class 22 contains 8543 members Entering Unmasked Estep ConsiderDeletion Score: -119290040.000000 Penalty: 162390.671875 Iteration 180F: 21 clusters Score -1.1929e+08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32064 members Mstep: Class 3 contains 30969 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8241 members Mstep: Class 8 contains 42210 members Mstep: Class 9 contains 1046 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15890 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60420 members Mstep: Class 18 contains 25325 members Mstep: Class 19 contains 48258 members Mstep: Class 20 contains 169548 members Mstep: Class 21 contains 95896 members Mstep: Class 22 contains 8543 members Entering Unmasked Estep ConsiderDeletion Score: -119290088.000000 Penalty: 162390.671875 Iteration 181Q: 21 clusters Score -1.192901e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32061 members Mstep: Class 3 contains 30969 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8242 members Mstep: Class 8 contains 42213 members Mstep: Class 9 contains 1047 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15891 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60420 members Mstep: Class 18 contains 25325 members Mstep: Class 19 contains 48253 members Mstep: Class 20 contains 169554 members Mstep: Class 21 contains 95891 members Mstep: Class 22 contains 8544 members Entering Unmasked Estep ConsiderDeletion Score: -119290024.000000 Penalty: 162390.671875 Iteration 182Q: 21 clusters Score -1.1929e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32061 members Mstep: Class 3 contains 30978 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8242 members Mstep: Class 8 contains 42214 members Mstep: Class 9 contains 1048 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60416 members Mstep: Class 18 contains 25323 members Mstep: Class 19 contains 48248 members Mstep: Class 20 contains 169555 members Mstep: Class 21 contains 95888 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290032.000000 Penalty: 162390.671875 Iteration 183Q: 21 clusters Score -1.1929e+08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32059 members Mstep: Class 3 contains 30987 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42214 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60409 members Mstep: Class 18 contains 25323 members Mstep: Class 19 contains 48244 members Mstep: Class 20 contains 169556 members Mstep: Class 21 contains 95888 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290000.000000 Penalty: 162390.671875 Iteration 184Q: 21 clusters Score -1.1929e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32059 members Mstep: Class 3 contains 30991 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42214 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60405 members Mstep: Class 18 contains 25325 members Mstep: Class 19 contains 48239 members Mstep: Class 20 contains 169561 members Mstep: Class 21 contains 95885 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290016.000000 Penalty: 162390.671875 Iteration 185Q: 21 clusters Score -1.1929e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32059 members Mstep: Class 3 contains 30991 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42214 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60403 members Mstep: Class 18 contains 25326 members Mstep: Class 19 contains 48236 members Mstep: Class 20 contains 169564 members Mstep: Class 21 contains 95886 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119289992.000000 Penalty: 162390.671875 Iteration 186Q: 21 clusters Score -1.1929e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32059 members Mstep: Class 3 contains 30993 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42215 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60401 members Mstep: Class 18 contains 25327 members Mstep: Class 19 contains 48233 members Mstep: Class 20 contains 169567 members Mstep: Class 21 contains 95884 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119289960.000000 Penalty: 162390.671875 Iteration 187Q: 21 clusters Score -1.1929e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32059 members Mstep: Class 3 contains 30997 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60398 members Mstep: Class 18 contains 25327 members Mstep: Class 19 contains 48228 members Mstep: Class 20 contains 169571 members Mstep: Class 21 contains 95883 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290048.000000 Penalty: 162390.671875 Iteration 188Q: 21 clusters Score -1.1929e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 30997 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42217 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60397 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48224 members Mstep: Class 20 contains 169574 members Mstep: Class 21 contains 95884 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290064.000000 Penalty: 162390.671875 Iteration 189Q: 21 clusters Score -1.192901e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 30998 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42217 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60397 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48223 members Mstep: Class 20 contains 169575 members Mstep: Class 21 contains 95883 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290096.000000 Penalty: 162390.671875 Iteration 190Q: 21 clusters Score -1.192901e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 30999 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42217 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60397 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48223 members Mstep: Class 20 contains 169576 members Mstep: Class 21 contains 95881 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290056.000000 Penalty: 162390.671875 Iteration 191Q: 21 clusters Score -1.192901e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31000 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60397 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48224 members Mstep: Class 20 contains 169576 members Mstep: Class 21 contains 95880 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119290024.000000 Penalty: 162390.671875 Iteration 192Q: 21 clusters Score -1.1929e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31000 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60397 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48224 members Mstep: Class 20 contains 169577 members Mstep: Class 21 contains 95880 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119289976.000000 Penalty: 162390.671875 Iteration 193Q: 21 clusters Score -1.1929e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31002 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60395 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48224 members Mstep: Class 20 contains 169578 members Mstep: Class 21 contains 95878 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119289952.000000 Penalty: 162390.671875 Iteration 194Q: 21 clusters Score -1.1929e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31003 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60393 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48224 members Mstep: Class 20 contains 169579 members Mstep: Class 21 contains 95879 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119289928.000000 Penalty: 162390.671875 Iteration 195Q: 21 clusters Score -1.192899e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31003 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60393 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48225 members Mstep: Class 20 contains 169578 members Mstep: Class 21 contains 95879 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119289952.000000 Penalty: 162390.671875 Iteration 196Q: 21 clusters Score -1.1929e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31003 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60393 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48225 members Mstep: Class 20 contains 169578 members Mstep: Class 21 contains 95879 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep ConsiderDeletion Score: -119289952.000000 Penalty: 162390.671875 Iteration 197F: 21 clusters Score -1.1929e+08 nChanged 0 Entering ConstructFrom: Score: -119289952.000000 Penalty: 162390.671875 Entering ConstructFrom: Trying to split cluster 1 (879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Entering Unmasked Estep Score: -157437.750000 Penalty: 4152.005859 Iteration 0F: 2 clusters Score -157437.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -153678.187500 Penalty: 8304.011719 Iteration 0F: 3 clusters Score -153678.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -154161.265625 Penalty: 8304.011719 Iteration 1F: 3 clusters Score -154161.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -154377.234375 Penalty: 8304.011719 Iteration 2F: 3 clusters Score -154377.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -154531.687500 Penalty: 8304.011719 Iteration 3Q: 3 clusters Score -154531.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -154728.953125 Penalty: 8304.011719 Iteration 4Q: 3 clusters Score -154729 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -154920.921875 Penalty: 8304.011719 Iteration 5Q: 3 clusters Score -154920.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -155054.375000 Penalty: 8304.011719 Iteration 6Q: 3 clusters Score -155054.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -155177.687500 Penalty: 8304.011719 Iteration 7Q: 3 clusters Score -155177.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -155280.531250 Penalty: 8304.011719 Iteration 8Q: 3 clusters Score -155280.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -155418.796875 Penalty: 8304.011719 Iteration 9Q: 3 clusters Score -155418.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -155464.812500 Penalty: 8304.011719 Iteration 10Q: 3 clusters Score -155464.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -155505.531250 Penalty: 8304.011719 Iteration 11Q: 3 clusters Score -155505.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -155546.000000 Penalty: 8304.011719 Iteration 12Q: 3 clusters Score -155546 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -155621.796875 Penalty: 8304.011719 Iteration 13Q: 3 clusters Score -155621.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -155774.609375 Penalty: 8304.011719 Iteration 14Q: 3 clusters Score -155774.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -155872.156250 Penalty: 8304.011719 Iteration 15Q: 3 clusters Score -155872.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -155938.421875 Penalty: 8304.011719 Iteration 16Q: 3 clusters Score -155938.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -155979.390625 Penalty: 8304.011719 Iteration 17Q: 3 clusters Score -155979.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -155987.609375 Penalty: 8304.011719 Iteration 18Q: 3 clusters Score -155987.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -155994.156250 Penalty: 8304.011719 Iteration 19Q: 3 clusters Score -155994.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -155997.109375 Penalty: 8304.011719 Iteration 20F: 3 clusters Score -155997.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -156003.828125 Penalty: 8304.011719 Iteration 21Q: 3 clusters Score -156003.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -156006.578125 Penalty: 8304.011719 Iteration 22Q: 3 clusters Score -156006.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -156006.578125 Penalty: 8304.011719 Iteration 23F: 3 clusters Score -156006.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (32058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32058 members Entering Unmasked Estep Score: -6819678.500000 Penalty: 6354.872559 Iteration 0F: 2 clusters Score -6819678 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16052 members Mstep: Class 2 contains 16006 members Entering Unmasked Estep Score: -6795508.000000 Penalty: 12709.745117 Iteration 0F: 3 clusters Score -6795508 nChanged 13446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16326 members Mstep: Class 2 contains 15732 members Entering Unmasked Estep Score: -6802700.000000 Penalty: 12709.745117 Iteration 1F: 3 clusters Score -6802700 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -6803423.500000 Penalty: 12709.745117 Iteration 2F: 3 clusters Score -6803424 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16772 members Mstep: Class 2 contains 15286 members Entering Unmasked Estep Score: -6803962.500000 Penalty: 12709.745117 Iteration 3Q: 3 clusters Score -6803962 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 14972 members Entering Unmasked Estep Score: -6804373.500000 Penalty: 12709.745117 Iteration 4Q: 3 clusters Score -6804374 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 14568 members Entering Unmasked Estep Score: -6804820.000000 Penalty: 12709.745117 Iteration 5Q: 3 clusters Score -6804820 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17984 members Mstep: Class 2 contains 14074 members Entering Unmasked Estep Score: -6805241.000000 Penalty: 12709.745117 Iteration 6Q: 3 clusters Score -6805241 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18589 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -6805654.000000 Penalty: 12709.745117 Iteration 7Q: 3 clusters Score -6805654 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19280 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -6806118.500000 Penalty: 12709.745117 Iteration 8Q: 3 clusters Score -6806118 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20117 members Mstep: Class 2 contains 11941 members Entering Unmasked Estep Score: -6806641.000000 Penalty: 12709.745117 Iteration 9Q: 3 clusters Score -6806641 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20996 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -6807173.500000 Penalty: 12709.745117 Iteration 10Q: 3 clusters Score -6807174 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21932 members Mstep: Class 2 contains 10126 members Entering Unmasked Estep Score: -6807724.500000 Penalty: 12709.745117 Iteration 11Q: 3 clusters Score -6807724 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22937 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -6808280.000000 Penalty: 12709.745117 Iteration 12Q: 3 clusters Score -6808280 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23978 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -6808917.000000 Penalty: 12709.745117 Iteration 13Q: 3 clusters Score -6808917 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25050 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -6809535.000000 Penalty: 12709.745117 Iteration 14Q: 3 clusters Score -6809535 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26089 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -6810213.500000 Penalty: 12709.745117 Iteration 15Q: 3 clusters Score -6810214 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27069 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -6810875.000000 Penalty: 12709.745117 Iteration 16Q: 3 clusters Score -6810875 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27995 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -6811582.000000 Penalty: 12709.745117 Iteration 17Q: 3 clusters Score -6811582 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28802 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -6812217.000000 Penalty: 12709.745117 Iteration 18Q: 3 clusters Score -6812217 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29399 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -6812750.000000 Penalty: 12709.745117 Iteration 19Q: 3 clusters Score -6812750 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29837 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -6813148.000000 Penalty: 12709.745117 Iteration 20F: 3 clusters Score -6813148 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30153 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -6813425.500000 Penalty: 12709.745117 Iteration 21Q: 3 clusters Score -6813426 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30404 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -6813626.000000 Penalty: 12709.745117 Iteration 22Q: 3 clusters Score -6813626 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30568 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -6813784.500000 Penalty: 12709.745117 Iteration 23Q: 3 clusters Score -6813784 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30661 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -6813857.500000 Penalty: 12709.745117 Iteration 24Q: 3 clusters Score -6813858 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30731 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -6813922.000000 Penalty: 12709.745117 Iteration 25Q: 3 clusters Score -6813922 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30775 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -6813945.000000 Penalty: 12709.745117 Iteration 26Q: 3 clusters Score -6813945 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30821 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -6813983.000000 Penalty: 12709.745117 Iteration 27Q: 3 clusters Score -6813983 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30859 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -6813993.500000 Penalty: 12709.745117 Iteration 28Q: 3 clusters Score -6813994 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30889 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -6814031.000000 Penalty: 12709.745117 Iteration 29Q: 3 clusters Score -6814031 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30912 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -6814049.500000 Penalty: 12709.745117 Iteration 30Q: 3 clusters Score -6814050 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30926 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -6814086.000000 Penalty: 12709.745117 Iteration 31Q: 3 clusters Score -6814086 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30936 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -6814085.000000 Penalty: 12709.745117 Iteration 32Q: 3 clusters Score -6814085 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30942 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -6814098.000000 Penalty: 12709.745117 Iteration 33Q: 3 clusters Score -6814098 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30948 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -6814114.500000 Penalty: 12709.745117 Iteration 34Q: 3 clusters Score -6814114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30958 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -6814113.000000 Penalty: 12709.745117 Iteration 35Q: 3 clusters Score -6814113 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30966 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -6814121.500000 Penalty: 12709.745117 Iteration 36Q: 3 clusters Score -6814122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30972 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6814124.000000 Penalty: 12709.745117 Iteration 37Q: 3 clusters Score -6814124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30972 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6814120.000000 Penalty: 12709.745117 Iteration 38Q: 3 clusters Score -6814120 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30972 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6814120.000000 Penalty: 12709.745117 Iteration 39F: 3 clusters Score -6814120 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (31003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31003 members Entering Unmasked Estep Score: -6291461.000000 Penalty: 6334.376465 Iteration 0F: 2 clusters Score -6291461 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15476 members Mstep: Class 2 contains 15527 members Entering Unmasked Estep Score: -6267928.500000 Penalty: 12668.752930 Iteration 0F: 3 clusters Score -6267928 nChanged 12977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15369 members Mstep: Class 2 contains 15634 members Entering Unmasked Estep Score: -6274905.000000 Penalty: 12668.752930 Iteration 1F: 3 clusters Score -6274905 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15354 members Mstep: Class 2 contains 15649 members Entering Unmasked Estep Score: -6275730.000000 Penalty: 12668.752930 Iteration 2F: 3 clusters Score -6275730 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15326 members Mstep: Class 2 contains 15677 members Entering Unmasked Estep Score: -6276339.000000 Penalty: 12668.752930 Iteration 3Q: 3 clusters Score -6276339 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 15667 members Entering Unmasked Estep Score: -6276968.500000 Penalty: 12668.752930 Iteration 4Q: 3 clusters Score -6276968 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 15645 members Entering Unmasked Estep Score: -6277570.000000 Penalty: 12668.752930 Iteration 5Q: 3 clusters Score -6277570 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15435 members Mstep: Class 2 contains 15568 members Entering Unmasked Estep Score: -6278281.000000 Penalty: 12668.752930 Iteration 6Q: 3 clusters Score -6278281 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 15448 members Entering Unmasked Estep Score: -6279071.000000 Penalty: 12668.752930 Iteration 7Q: 3 clusters Score -6279071 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 15225 members Entering Unmasked Estep Score: -6279927.500000 Penalty: 12668.752930 Iteration 8Q: 3 clusters Score -6279928 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16100 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -6280807.500000 Penalty: 12668.752930 Iteration 9Q: 3 clusters Score -6280808 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16403 members Mstep: Class 2 contains 14600 members Entering Unmasked Estep Score: -6281620.000000 Penalty: 12668.752930 Iteration 10Q: 3 clusters Score -6281620 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16684 members Mstep: Class 2 contains 14319 members Entering Unmasked Estep Score: -6282388.500000 Penalty: 12668.752930 Iteration 11Q: 3 clusters Score -6282388 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16911 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -6282949.500000 Penalty: 12668.752930 Iteration 12Q: 3 clusters Score -6282950 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17019 members Mstep: Class 2 contains 13984 members Entering Unmasked Estep Score: -6283325.000000 Penalty: 12668.752930 Iteration 13Q: 3 clusters Score -6283325 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17132 members Mstep: Class 2 contains 13871 members Entering Unmasked Estep Score: -6283622.500000 Penalty: 12668.752930 Iteration 14Q: 3 clusters Score -6283622 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 13774 members Entering Unmasked Estep Score: -6283849.500000 Penalty: 12668.752930 Iteration 15Q: 3 clusters Score -6283850 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17290 members Mstep: Class 2 contains 13713 members Entering Unmasked Estep Score: -6284013.000000 Penalty: 12668.752930 Iteration 16Q: 3 clusters Score -6284013 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17336 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -6284144.500000 Penalty: 12668.752930 Iteration 17Q: 3 clusters Score -6284144 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17316 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -6284251.500000 Penalty: 12668.752930 Iteration 18Q: 3 clusters Score -6284252 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17290 members Mstep: Class 2 contains 13713 members Entering Unmasked Estep Score: -6284377.500000 Penalty: 12668.752930 Iteration 19Q: 3 clusters Score -6284378 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17216 members Mstep: Class 2 contains 13787 members Entering Unmasked Estep Score: -6284496.000000 Penalty: 12668.752930 Iteration 20F: 3 clusters Score -6284496 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17159 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -6284617.500000 Penalty: 12668.752930 Iteration 21Q: 3 clusters Score -6284618 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17077 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -6284692.000000 Penalty: 12668.752930 Iteration 22Q: 3 clusters Score -6284692 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16981 members Mstep: Class 2 contains 14022 members Entering Unmasked Estep Score: -6284768.500000 Penalty: 12668.752930 Iteration 23Q: 3 clusters Score -6284768 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16899 members Mstep: Class 2 contains 14104 members Entering Unmasked Estep Score: -6284826.000000 Penalty: 12668.752930 Iteration 24Q: 3 clusters Score -6284826 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16817 members Mstep: Class 2 contains 14186 members Entering Unmasked Estep Score: -6284879.000000 Penalty: 12668.752930 Iteration 25Q: 3 clusters Score -6284879 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -6284915.500000 Penalty: 12668.752930 Iteration 26Q: 3 clusters Score -6284916 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -6284938.000000 Penalty: 12668.752930 Iteration 27Q: 3 clusters Score -6284938 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16575 members Mstep: Class 2 contains 14428 members Entering Unmasked Estep Score: -6284971.000000 Penalty: 12668.752930 Iteration 28Q: 3 clusters Score -6284971 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16492 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -6284996.000000 Penalty: 12668.752930 Iteration 29Q: 3 clusters Score -6284996 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16424 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -6285026.500000 Penalty: 12668.752930 Iteration 30Q: 3 clusters Score -6285026 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 14661 members Entering Unmasked Estep Score: -6285068.000000 Penalty: 12668.752930 Iteration 31Q: 3 clusters Score -6285068 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16266 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -6285095.000000 Penalty: 12668.752930 Iteration 32Q: 3 clusters Score -6285095 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16182 members Mstep: Class 2 contains 14821 members Entering Unmasked Estep Score: -6285109.000000 Penalty: 12668.752930 Iteration 33Q: 3 clusters Score -6285109 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 14898 members Entering Unmasked Estep Score: -6285116.500000 Penalty: 12668.752930 Iteration 34Q: 3 clusters Score -6285116 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16033 members Mstep: Class 2 contains 14970 members Entering Unmasked Estep Score: -6285122.500000 Penalty: 12668.752930 Iteration 35Q: 3 clusters Score -6285122 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15965 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -6285137.500000 Penalty: 12668.752930 Iteration 36Q: 3 clusters Score -6285138 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 15091 members Entering Unmasked Estep Score: -6285146.000000 Penalty: 12668.752930 Iteration 37Q: 3 clusters Score -6285146 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 15176 members Entering Unmasked Estep Score: -6285151.500000 Penalty: 12668.752930 Iteration 38Q: 3 clusters Score -6285152 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15742 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -6285179.500000 Penalty: 12668.752930 Iteration 39Q: 3 clusters Score -6285180 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15658 members Mstep: Class 2 contains 15345 members Entering Unmasked Estep Score: -6285196.000000 Penalty: 12668.752930 Iteration 40F: 3 clusters Score -6285196 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 15423 members Entering Unmasked Estep Score: -6285210.000000 Penalty: 12668.752930 Iteration 41Q: 3 clusters Score -6285210 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15514 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -6285244.000000 Penalty: 12668.752930 Iteration 42Q: 3 clusters Score -6285244 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 15546 members Entering Unmasked Estep Score: -6285252.500000 Penalty: 12668.752930 Iteration 43Q: 3 clusters Score -6285252 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15400 members Mstep: Class 2 contains 15603 members Entering Unmasked Estep Score: -6285255.500000 Penalty: 12668.752930 Iteration 44Q: 3 clusters Score -6285256 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15329 members Mstep: Class 2 contains 15674 members Entering Unmasked Estep Score: -6285275.500000 Penalty: 12668.752930 Iteration 45Q: 3 clusters Score -6285276 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 15750 members Entering Unmasked Estep Score: -6285290.000000 Penalty: 12668.752930 Iteration 46Q: 3 clusters Score -6285290 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 15821 members Entering Unmasked Estep Score: -6285308.500000 Penalty: 12668.752930 Iteration 47Q: 3 clusters Score -6285308 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 15883 members Entering Unmasked Estep Score: -6285316.000000 Penalty: 12668.752930 Iteration 48Q: 3 clusters Score -6285316 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15053 members Mstep: Class 2 contains 15950 members Entering Unmasked Estep Score: -6285325.500000 Penalty: 12668.752930 Iteration 49Q: 3 clusters Score -6285326 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 16007 members Entering Unmasked Estep Score: -6285339.500000 Penalty: 12668.752930 Iteration 50Q: 3 clusters Score -6285340 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14928 members Mstep: Class 2 contains 16075 members Entering Unmasked Estep Score: -6285353.000000 Penalty: 12668.752930 Iteration 51Q: 3 clusters Score -6285353 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14877 members Mstep: Class 2 contains 16126 members Entering Unmasked Estep Score: -6285355.000000 Penalty: 12668.752930 Iteration 52Q: 3 clusters Score -6285355 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -6285353.000000 Penalty: 12668.752930 Iteration 53Q: 3 clusters Score -6285353 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14790 members Mstep: Class 2 contains 16213 members Entering Unmasked Estep Score: -6285374.000000 Penalty: 12668.752930 Iteration 54Q: 3 clusters Score -6285374 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 16261 members Entering Unmasked Estep Score: -6285384.500000 Penalty: 12668.752930 Iteration 55Q: 3 clusters Score -6285384 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14696 members Mstep: Class 2 contains 16307 members Entering Unmasked Estep Score: -6285387.000000 Penalty: 12668.752930 Iteration 56Q: 3 clusters Score -6285387 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14662 members Mstep: Class 2 contains 16341 members Entering Unmasked Estep Score: -6285389.500000 Penalty: 12668.752930 Iteration 57Q: 3 clusters Score -6285390 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14632 members Mstep: Class 2 contains 16371 members Entering Unmasked Estep Score: -6285393.500000 Penalty: 12668.752930 Iteration 58Q: 3 clusters Score -6285394 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14600 members Mstep: Class 2 contains 16403 members Entering Unmasked Estep Score: -6285398.500000 Penalty: 12668.752930 Iteration 59Q: 3 clusters Score -6285398 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14564 members Mstep: Class 2 contains 16439 members Entering Unmasked Estep Score: -6285411.500000 Penalty: 12668.752930 Iteration 60F: 3 clusters Score -6285412 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 16474 members Entering Unmasked Estep Score: -6285405.500000 Penalty: 12668.752930 Iteration 61Q: 3 clusters Score -6285406 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 16498 members Entering Unmasked Estep Score: -6285411.000000 Penalty: 12668.752930 Iteration 62Q: 3 clusters Score -6285411 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14480 members Mstep: Class 2 contains 16523 members Entering Unmasked Estep Score: -6285420.500000 Penalty: 12668.752930 Iteration 63Q: 3 clusters Score -6285420 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14456 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -6285416.500000 Penalty: 12668.752930 Iteration 64Q: 3 clusters Score -6285416 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 16568 members Entering Unmasked Estep Score: -6285417.000000 Penalty: 12668.752930 Iteration 65Q: 3 clusters Score -6285417 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 16593 members Entering Unmasked Estep Score: -6285431.000000 Penalty: 12668.752930 Iteration 66Q: 3 clusters Score -6285431 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14386 members Mstep: Class 2 contains 16617 members Entering Unmasked Estep Score: -6285429.500000 Penalty: 12668.752930 Iteration 67Q: 3 clusters Score -6285430 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14369 members Mstep: Class 2 contains 16634 members Entering Unmasked Estep Score: -6285425.000000 Penalty: 12668.752930 Iteration 68Q: 3 clusters Score -6285425 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 16653 members Entering Unmasked Estep Score: -6285431.500000 Penalty: 12668.752930 Iteration 69Q: 3 clusters Score -6285432 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14331 members Mstep: Class 2 contains 16672 members Entering Unmasked Estep Score: -6285434.000000 Penalty: 12668.752930 Iteration 70Q: 3 clusters Score -6285434 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 16692 members Entering Unmasked Estep Score: -6285443.000000 Penalty: 12668.752930 Iteration 71Q: 3 clusters Score -6285443 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 16712 members Entering Unmasked Estep Score: -6285453.000000 Penalty: 12668.752930 Iteration 72Q: 3 clusters Score -6285453 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14274 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -6285459.500000 Penalty: 12668.752930 Iteration 73Q: 3 clusters Score -6285460 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 16749 members Entering Unmasked Estep Score: -6285456.500000 Penalty: 12668.752930 Iteration 74Q: 3 clusters Score -6285456 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14235 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -6285455.000000 Penalty: 12668.752930 Iteration 75Q: 3 clusters Score -6285455 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14217 members Mstep: Class 2 contains 16786 members Entering Unmasked Estep Score: -6285460.000000 Penalty: 12668.752930 Iteration 76Q: 3 clusters Score -6285460 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14196 members Mstep: Class 2 contains 16807 members Entering Unmasked Estep Score: -6285468.500000 Penalty: 12668.752930 Iteration 77Q: 3 clusters Score -6285468 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 16821 members Entering Unmasked Estep Score: -6285488.000000 Penalty: 12668.752930 Iteration 78Q: 3 clusters Score -6285488 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 16839 members Entering Unmasked Estep Score: -6285479.500000 Penalty: 12668.752930 Iteration 79Q: 3 clusters Score -6285480 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 16857 members Entering Unmasked Estep Score: -6285490.000000 Penalty: 12668.752930 Iteration 80F: 3 clusters Score -6285490 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14131 members Mstep: Class 2 contains 16872 members Entering Unmasked Estep Score: -6285492.500000 Penalty: 12668.752930 Iteration 81Q: 3 clusters Score -6285492 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14113 members Mstep: Class 2 contains 16890 members Entering Unmasked Estep Score: -6285496.500000 Penalty: 12668.752930 Iteration 82Q: 3 clusters Score -6285496 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 16899 members Entering Unmasked Estep Score: -6285498.000000 Penalty: 12668.752930 Iteration 83Q: 3 clusters Score -6285498 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 16907 members Entering Unmasked Estep Score: -6285480.000000 Penalty: 12668.752930 Iteration 84Q: 3 clusters Score -6285480 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14090 members Mstep: Class 2 contains 16913 members Entering Unmasked Estep Score: -6285482.000000 Penalty: 12668.752930 Iteration 85Q: 3 clusters Score -6285482 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 16925 members Entering Unmasked Estep Score: -6285490.500000 Penalty: 12668.752930 Iteration 86Q: 3 clusters Score -6285490 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 16934 members Entering Unmasked Estep Score: -6285508.000000 Penalty: 12668.752930 Iteration 87Q: 3 clusters Score -6285508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 16938 members Entering Unmasked Estep Score: -6285505.500000 Penalty: 12668.752930 Iteration 88Q: 3 clusters Score -6285506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14060 members Mstep: Class 2 contains 16943 members Entering Unmasked Estep Score: -6285515.500000 Penalty: 12668.752930 Iteration 89Q: 3 clusters Score -6285516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14054 members Mstep: Class 2 contains 16949 members Entering Unmasked Estep Score: -6285508.000000 Penalty: 12668.752930 Iteration 90Q: 3 clusters Score -6285508 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 16960 members Entering Unmasked Estep Score: -6285514.500000 Penalty: 12668.752930 Iteration 91Q: 3 clusters Score -6285514 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14032 members Mstep: Class 2 contains 16971 members Entering Unmasked Estep Score: -6285513.000000 Penalty: 12668.752930 Iteration 92Q: 3 clusters Score -6285513 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14018 members Mstep: Class 2 contains 16985 members Entering Unmasked Estep Score: -6285525.000000 Penalty: 12668.752930 Iteration 93Q: 3 clusters Score -6285525 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14004 members Mstep: Class 2 contains 16999 members Entering Unmasked Estep Score: -6285521.000000 Penalty: 12668.752930 Iteration 94Q: 3 clusters Score -6285521 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Mstep: Class 2 contains 17013 members Entering Unmasked Estep Score: -6285521.000000 Penalty: 12668.752930 Iteration 95Q: 3 clusters Score -6285521 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 17027 members Entering Unmasked Estep Score: -6285510.500000 Penalty: 12668.752930 Iteration 96Q: 3 clusters Score -6285510 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -6285509.500000 Penalty: 12668.752930 Iteration 97Q: 3 clusters Score -6285510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 17046 members Entering Unmasked Estep Score: -6285508.500000 Penalty: 12668.752930 Iteration 98Q: 3 clusters Score -6285508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13954 members Mstep: Class 2 contains 17049 members Entering Unmasked Estep Score: -6285506.000000 Penalty: 12668.752930 Iteration 99Q: 3 clusters Score -6285506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13950 members Mstep: Class 2 contains 17053 members Entering Unmasked Estep Score: -6285507.500000 Penalty: 12668.752930 Iteration 100F: 3 clusters Score -6285508 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13944 members Mstep: Class 2 contains 17059 members Entering Unmasked Estep Score: -6285512.000000 Penalty: 12668.752930 Iteration 101Q: 3 clusters Score -6285512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13934 members Mstep: Class 2 contains 17069 members Entering Unmasked Estep Score: -6285516.000000 Penalty: 12668.752930 Iteration 102Q: 3 clusters Score -6285516 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 17077 members Entering Unmasked Estep Score: -6285519.500000 Penalty: 12668.752930 Iteration 103Q: 3 clusters Score -6285520 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 17084 members Entering Unmasked Estep Score: -6285512.500000 Penalty: 12668.752930 Iteration 104Q: 3 clusters Score -6285512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13918 members Mstep: Class 2 contains 17085 members Entering Unmasked Estep Score: -6285512.000000 Penalty: 12668.752930 Iteration 105Q: 3 clusters Score -6285512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13918 members Mstep: Class 2 contains 17085 members Entering Unmasked Estep Score: -6285512.000000 Penalty: 12668.752930 Iteration 106F: 3 clusters Score -6285512 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Entering Unmasked Estep Score: -260071.968750 Penalty: 4387.442871 Iteration 0F: 2 clusters Score -260072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -255672.343750 Penalty: 8774.885742 Iteration 0F: 3 clusters Score -255672.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -256145.734375 Penalty: 8774.885742 Iteration 1F: 3 clusters Score -256145.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -256387.656250 Penalty: 8774.885742 Iteration 2F: 3 clusters Score -256387.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -256593.843750 Penalty: 8774.885742 Iteration 3Q: 3 clusters Score -256593.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -256780.187500 Penalty: 8774.885742 Iteration 4Q: 3 clusters Score -256780.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -256938.093750 Penalty: 8774.885742 Iteration 5Q: 3 clusters Score -256938.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -257012.062500 Penalty: 8774.885742 Iteration 6Q: 3 clusters Score -257012.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -257058.859375 Penalty: 8774.885742 Iteration 7Q: 3 clusters Score -257058.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -257126.500000 Penalty: 8774.885742 Iteration 8Q: 3 clusters Score -257126.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -257189.187500 Penalty: 8774.885742 Iteration 9Q: 3 clusters Score -257189.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -257272.281250 Penalty: 8774.885742 Iteration 10Q: 3 clusters Score -257272.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -257348.609375 Penalty: 8774.885742 Iteration 11Q: 3 clusters Score -257348.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -257473.468750 Penalty: 8774.885742 Iteration 12Q: 3 clusters Score -257473.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -257614.937500 Penalty: 8774.885742 Iteration 13Q: 3 clusters Score -257614.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -257681.140625 Penalty: 8774.885742 Iteration 14Q: 3 clusters Score -257681.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -257701.984375 Penalty: 8774.885742 Iteration 15Q: 3 clusters Score -257702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -257773.593750 Penalty: 8774.885742 Iteration 16Q: 3 clusters Score -257773.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -257851.875000 Penalty: 8774.885742 Iteration 17Q: 3 clusters Score -257851.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -257877.812500 Penalty: 8774.885742 Iteration 18Q: 3 clusters Score -257877.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -257901.843750 Penalty: 8774.885742 Iteration 19Q: 3 clusters Score -257901.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -257908.328125 Penalty: 8774.885742 Iteration 20F: 3 clusters Score -257908.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -257911.781250 Penalty: 8774.885742 Iteration 21Q: 3 clusters Score -257911.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -257913.390625 Penalty: 8774.885742 Iteration 22Q: 3 clusters Score -257913.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -257915.078125 Penalty: 8774.885742 Iteration 23Q: 3 clusters Score -257915.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -257915.078125 Penalty: 8774.885742 Iteration 24F: 3 clusters Score -257915.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Entering Unmasked Estep Score: -228384.812500 Penalty: 4393.579590 Iteration 0F: 2 clusters Score -228384.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -224078.796875 Penalty: 8787.159180 Iteration 0F: 3 clusters Score -224078.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -225565.328125 Penalty: 8787.159180 Iteration 1F: 3 clusters Score -225565.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -226964.406250 Penalty: 8787.159180 Iteration 2F: 3 clusters Score -226964.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -227807.640625 Penalty: 8787.159180 Iteration 3F: 3 clusters Score -227807.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -228303.546875 Penalty: 8787.159180 Iteration 4Q: 3 clusters Score -228303.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -228657.390625 Penalty: 8787.159180 Iteration 5Q: 3 clusters Score -228657.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -228995.390625 Penalty: 8787.159180 Iteration 6Q: 3 clusters Score -228995.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -229130.718750 Penalty: 8787.159180 Iteration 7Q: 3 clusters Score -229130.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -229260.328125 Penalty: 8787.159180 Iteration 8Q: 3 clusters Score -229260.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -229360.765625 Penalty: 8787.159180 Iteration 9Q: 3 clusters Score -229360.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -229438.968750 Penalty: 8787.159180 Iteration 10Q: 3 clusters Score -229439 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -229537.281250 Penalty: 8787.159180 Iteration 11Q: 3 clusters Score -229537.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -229655.890625 Penalty: 8787.159180 Iteration 12Q: 3 clusters Score -229655.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -229820.390625 Penalty: 8787.159180 Iteration 13Q: 3 clusters Score -229820.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -229947.484375 Penalty: 8787.159180 Iteration 14Q: 3 clusters Score -229947.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -230094.468750 Penalty: 8787.159180 Iteration 15Q: 3 clusters Score -230094.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -230204.781250 Penalty: 8787.159180 Iteration 16Q: 3 clusters Score -230204.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -230297.031250 Penalty: 8787.159180 Iteration 17Q: 3 clusters Score -230297 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -230377.718750 Penalty: 8787.159180 Iteration 18Q: 3 clusters Score -230377.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -230436.046875 Penalty: 8787.159180 Iteration 19Q: 3 clusters Score -230436 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -230516.640625 Penalty: 8787.159180 Iteration 20F: 3 clusters Score -230516.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -230591.984375 Penalty: 8787.159180 Iteration 21Q: 3 clusters Score -230592 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -230682.343750 Penalty: 8787.159180 Iteration 22Q: 3 clusters Score -230682.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -230706.953125 Penalty: 8787.159180 Iteration 23Q: 3 clusters Score -230707 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -230720.671875 Penalty: 8787.159180 Iteration 24Q: 3 clusters Score -230720.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -230753.296875 Penalty: 8787.159180 Iteration 25Q: 3 clusters Score -230753.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -230785.937500 Penalty: 8787.159180 Iteration 26Q: 3 clusters Score -230785.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -230807.359375 Penalty: 8787.159180 Iteration 27Q: 3 clusters Score -230807.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -230823.546875 Penalty: 8787.159180 Iteration 28Q: 3 clusters Score -230823.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -230837.046875 Penalty: 8787.159180 Iteration 29Q: 3 clusters Score -230837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -230851.656250 Penalty: 8787.159180 Iteration 30Q: 3 clusters Score -230851.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -230880.421875 Penalty: 8787.159180 Iteration 31Q: 3 clusters Score -230880.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -230916.359375 Penalty: 8787.159180 Iteration 32Q: 3 clusters Score -230916.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -230938.375000 Penalty: 8787.159180 Iteration 33Q: 3 clusters Score -230938.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -231005.187500 Penalty: 8787.159180 Iteration 34Q: 3 clusters Score -231005.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -231047.375000 Penalty: 8787.159180 Iteration 35Q: 3 clusters Score -231047.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -231135.968750 Penalty: 8787.159180 Iteration 36F: 3 clusters Score -231136 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -231289.625000 Penalty: 8787.159180 Iteration 37Q: 3 clusters Score -231289.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -231309.734375 Penalty: 8787.159180 Iteration 38Q: 3 clusters Score -231309.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -231318.640625 Penalty: 8787.159180 Iteration 39Q: 3 clusters Score -231318.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -231318.640625 Penalty: 8787.159180 Iteration 40F: 3 clusters Score -231318.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31003 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 545 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60393 members Mstep: Class 16 contains 759 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48225 members Mstep: Class 20 contains 169578 members Mstep: Class 21 contains 95879 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep Score: -119289352.000000 Penalty: 170510.218750 Splitting cluster 5 changes total score from -119289952.000000 to -119289352.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Entering Unmasked Estep Score: -273924.812500 Penalty: 4419.784668 Iteration 0F: 2 clusters Score -273924.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -269467.500000 Penalty: 8839.569336 Iteration 0F: 3 clusters Score -269467.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -270079.968750 Penalty: 8839.569336 Iteration 1F: 3 clusters Score -270080 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -270310.625000 Penalty: 8839.569336 Iteration 2F: 3 clusters Score -270310.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -270428.281250 Penalty: 8839.569336 Iteration 3Q: 3 clusters Score -270428.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -270507.343750 Penalty: 8839.569336 Iteration 4Q: 3 clusters Score -270507.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -270557.375000 Penalty: 8839.569336 Iteration 5Q: 3 clusters Score -270557.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -270581.906250 Penalty: 8839.569336 Iteration 6Q: 3 clusters Score -270581.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -270606.750000 Penalty: 8839.569336 Iteration 7Q: 3 clusters Score -270606.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -270612.843750 Penalty: 8839.569336 Iteration 8Q: 3 clusters Score -270612.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -270617.812500 Penalty: 8839.569336 Iteration 9Q: 3 clusters Score -270617.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -270618.593750 Penalty: 8839.569336 Iteration 10Q: 3 clusters Score -270618.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -270618.593750 Penalty: 8839.569336 Iteration 11F: 3 clusters Score -270618.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Entering Unmasked Estep Score: -1732869.000000 Penalty: 5523.060059 Iteration 0F: 2 clusters Score -1732869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1723676.875000 Penalty: 11046.120117 Iteration 0F: 3 clusters Score -1723677 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1725509.125000 Penalty: 11046.120117 Iteration 1F: 3 clusters Score -1725509 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1725999.000000 Penalty: 11046.120117 Iteration 2F: 3 clusters Score -1725999 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1726311.375000 Penalty: 11046.120117 Iteration 3F: 3 clusters Score -1726311 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1726517.875000 Penalty: 11046.120117 Iteration 4Q: 3 clusters Score -1726518 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1726687.500000 Penalty: 11046.120117 Iteration 5Q: 3 clusters Score -1726688 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -1726823.250000 Penalty: 11046.120117 Iteration 6Q: 3 clusters Score -1726823 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1726928.000000 Penalty: 11046.120117 Iteration 7Q: 3 clusters Score -1726928 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1727005.500000 Penalty: 11046.120117 Iteration 8Q: 3 clusters Score -1727006 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1727086.125000 Penalty: 11046.120117 Iteration 9Q: 3 clusters Score -1727086 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1727163.750000 Penalty: 11046.120117 Iteration 10Q: 3 clusters Score -1727164 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1727227.125000 Penalty: 11046.120117 Iteration 11Q: 3 clusters Score -1727227 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1727288.625000 Penalty: 11046.120117 Iteration 12Q: 3 clusters Score -1727289 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1727339.125000 Penalty: 11046.120117 Iteration 13Q: 3 clusters Score -1727339 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1727392.500000 Penalty: 11046.120117 Iteration 14Q: 3 clusters Score -1727392 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -1727459.250000 Penalty: 11046.120117 Iteration 15Q: 3 clusters Score -1727459 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1727542.625000 Penalty: 11046.120117 Iteration 16Q: 3 clusters Score -1727543 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -1727622.625000 Penalty: 11046.120117 Iteration 17Q: 3 clusters Score -1727623 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1727697.250000 Penalty: 11046.120117 Iteration 18Q: 3 clusters Score -1727697 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1727752.875000 Penalty: 11046.120117 Iteration 19Q: 3 clusters Score -1727753 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1727804.750000 Penalty: 11046.120117 Iteration 20F: 3 clusters Score -1727805 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -1727849.125000 Penalty: 11046.120117 Iteration 21Q: 3 clusters Score -1727849 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1727889.500000 Penalty: 11046.120117 Iteration 22Q: 3 clusters Score -1727890 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1727920.125000 Penalty: 11046.120117 Iteration 23Q: 3 clusters Score -1727920 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1727956.750000 Penalty: 11046.120117 Iteration 24Q: 3 clusters Score -1727957 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -1727983.625000 Penalty: 11046.120117 Iteration 25Q: 3 clusters Score -1727984 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1728023.500000 Penalty: 11046.120117 Iteration 26Q: 3 clusters Score -1728024 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -1728050.750000 Penalty: 11046.120117 Iteration 27Q: 3 clusters Score -1728051 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1728062.625000 Penalty: 11046.120117 Iteration 28Q: 3 clusters Score -1728063 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1728077.375000 Penalty: 11046.120117 Iteration 29Q: 3 clusters Score -1728077 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1728084.625000 Penalty: 11046.120117 Iteration 30Q: 3 clusters Score -1728085 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -1728094.250000 Penalty: 11046.120117 Iteration 31Q: 3 clusters Score -1728094 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1728108.000000 Penalty: 11046.120117 Iteration 32Q: 3 clusters Score -1728108 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -1728119.500000 Penalty: 11046.120117 Iteration 33Q: 3 clusters Score -1728120 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1728132.125000 Penalty: 11046.120117 Iteration 34Q: 3 clusters Score -1728132 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -1728137.250000 Penalty: 11046.120117 Iteration 35Q: 3 clusters Score -1728137 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -1728149.125000 Penalty: 11046.120117 Iteration 36Q: 3 clusters Score -1728149 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1728153.500000 Penalty: 11046.120117 Iteration 37Q: 3 clusters Score -1728154 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -1728160.250000 Penalty: 11046.120117 Iteration 38Q: 3 clusters Score -1728160 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1728160.250000 Penalty: 11046.120117 Iteration 39Q: 3 clusters Score -1728160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1728162.750000 Penalty: 11046.120117 Iteration 40F: 3 clusters Score -1728163 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -1728160.250000 Penalty: 11046.120117 Iteration 41Q: 3 clusters Score -1728160 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1728162.000000 Penalty: 11046.120117 Iteration 42Q: 3 clusters Score -1728162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1728163.625000 Penalty: 11046.120117 Iteration 43Q: 3 clusters Score -1728164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -1728166.625000 Penalty: 11046.120117 Iteration 44Q: 3 clusters Score -1728167 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -1728167.000000 Penalty: 11046.120117 Iteration 45Q: 3 clusters Score -1728167 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1728176.750000 Penalty: 11046.120117 Iteration 46Q: 3 clusters Score -1728177 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1728181.875000 Penalty: 11046.120117 Iteration 47Q: 3 clusters Score -1728182 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1728193.125000 Penalty: 11046.120117 Iteration 48Q: 3 clusters Score -1728193 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1728200.000000 Penalty: 11046.120117 Iteration 49Q: 3 clusters Score -1728200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1728205.625000 Penalty: 11046.120117 Iteration 50Q: 3 clusters Score -1728206 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1728215.625000 Penalty: 11046.120117 Iteration 51Q: 3 clusters Score -1728216 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -1728216.000000 Penalty: 11046.120117 Iteration 52Q: 3 clusters Score -1728216 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1728217.875000 Penalty: 11046.120117 Iteration 53Q: 3 clusters Score -1728218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1728222.250000 Penalty: 11046.120117 Iteration 54Q: 3 clusters Score -1728222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1728227.375000 Penalty: 11046.120117 Iteration 55Q: 3 clusters Score -1728227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1728226.375000 Penalty: 11046.120117 Iteration 56Q: 3 clusters Score -1728226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1728227.000000 Penalty: 11046.120117 Iteration 57Q: 3 clusters Score -1728227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1728226.625000 Penalty: 11046.120117 Iteration 58Q: 3 clusters Score -1728227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1728227.750000 Penalty: 11046.120117 Iteration 59Q: 3 clusters Score -1728228 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1728231.000000 Penalty: 11046.120117 Iteration 60F: 3 clusters Score -1728231 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1728234.625000 Penalty: 11046.120117 Iteration 61Q: 3 clusters Score -1728235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1728233.750000 Penalty: 11046.120117 Iteration 62Q: 3 clusters Score -1728234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1728235.000000 Penalty: 11046.120117 Iteration 63Q: 3 clusters Score -1728235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -1728236.000000 Penalty: 11046.120117 Iteration 64Q: 3 clusters Score -1728236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -1728237.375000 Penalty: 11046.120117 Iteration 65Q: 3 clusters Score -1728237 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -1728236.000000 Penalty: 11046.120117 Iteration 66Q: 3 clusters Score -1728236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -1728236.000000 Penalty: 11046.120117 Iteration 67F: 3 clusters Score -1728236 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (42216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42216 members Entering Unmasked Estep Score: -8993987.000000 Penalty: 6523.464844 Iteration 0F: 2 clusters Score -8993987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21042 members Mstep: Class 2 contains 21174 members Entering Unmasked Estep Score: -8963296.000000 Penalty: 13046.929688 Iteration 0F: 3 clusters Score -8963296 nChanged 18292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20792 members Mstep: Class 2 contains 21424 members Entering Unmasked Estep Score: -8973058.000000 Penalty: 13046.929688 Iteration 1F: 3 clusters Score -8973058 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20681 members Mstep: Class 2 contains 21535 members Entering Unmasked Estep Score: -8973975.000000 Penalty: 13046.929688 Iteration 2F: 3 clusters Score -8973975 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20538 members Mstep: Class 2 contains 21678 members Entering Unmasked Estep Score: -8974658.000000 Penalty: 13046.929688 Iteration 3Q: 3 clusters Score -8974658 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20466 members Mstep: Class 2 contains 21750 members Entering Unmasked Estep Score: -8975196.000000 Penalty: 13046.929688 Iteration 4Q: 3 clusters Score -8975196 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20360 members Mstep: Class 2 contains 21856 members Entering Unmasked Estep Score: -8975788.000000 Penalty: 13046.929688 Iteration 5Q: 3 clusters Score -8975788 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20200 members Mstep: Class 2 contains 22016 members Entering Unmasked Estep Score: -8976226.000000 Penalty: 13046.929688 Iteration 6Q: 3 clusters Score -8976226 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 22250 members Entering Unmasked Estep Score: -8976637.000000 Penalty: 13046.929688 Iteration 7Q: 3 clusters Score -8976637 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Mstep: Class 2 contains 22514 members Entering Unmasked Estep Score: -8977032.000000 Penalty: 13046.929688 Iteration 8Q: 3 clusters Score -8977032 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19398 members Mstep: Class 2 contains 22818 members Entering Unmasked Estep Score: -8977485.000000 Penalty: 13046.929688 Iteration 9Q: 3 clusters Score -8977485 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19068 members Mstep: Class 2 contains 23148 members Entering Unmasked Estep Score: -8977865.000000 Penalty: 13046.929688 Iteration 10Q: 3 clusters Score -8977865 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18640 members Mstep: Class 2 contains 23576 members Entering Unmasked Estep Score: -8978321.000000 Penalty: 13046.929688 Iteration 11Q: 3 clusters Score -8978321 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18100 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -8978836.000000 Penalty: 13046.929688 Iteration 12Q: 3 clusters Score -8978836 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17466 members Mstep: Class 2 contains 24750 members Entering Unmasked Estep Score: -8979364.000000 Penalty: 13046.929688 Iteration 13Q: 3 clusters Score -8979364 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16725 members Mstep: Class 2 contains 25491 members Entering Unmasked Estep Score: -8980008.000000 Penalty: 13046.929688 Iteration 14Q: 3 clusters Score -8980008 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 26319 members Entering Unmasked Estep Score: -8980640.000000 Penalty: 13046.929688 Iteration 15Q: 3 clusters Score -8980640 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 27248 members Entering Unmasked Estep Score: -8981254.000000 Penalty: 13046.929688 Iteration 16Q: 3 clusters Score -8981254 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13992 members Mstep: Class 2 contains 28224 members Entering Unmasked Estep Score: -8981827.000000 Penalty: 13046.929688 Iteration 17Q: 3 clusters Score -8981827 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12964 members Mstep: Class 2 contains 29252 members Entering Unmasked Estep Score: -8982390.000000 Penalty: 13046.929688 Iteration 18Q: 3 clusters Score -8982390 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 30324 members Entering Unmasked Estep Score: -8982912.000000 Penalty: 13046.929688 Iteration 19Q: 3 clusters Score -8982912 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 31431 members Entering Unmasked Estep Score: -8983502.000000 Penalty: 13046.929688 Iteration 20F: 3 clusters Score -8983502 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 32515 members Entering Unmasked Estep Score: -8984064.000000 Penalty: 13046.929688 Iteration 21Q: 3 clusters Score -8984064 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 33578 members Entering Unmasked Estep Score: -8984685.000000 Penalty: 13046.929688 Iteration 22Q: 3 clusters Score -8984685 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 34578 members Entering Unmasked Estep Score: -8985266.000000 Penalty: 13046.929688 Iteration 23Q: 3 clusters Score -8985266 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 35529 members Entering Unmasked Estep Score: -8985756.000000 Penalty: 13046.929688 Iteration 24Q: 3 clusters Score -8985756 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 36361 members Entering Unmasked Estep Score: -8986198.000000 Penalty: 13046.929688 Iteration 25Q: 3 clusters Score -8986198 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 37077 members Entering Unmasked Estep Score: -8986589.000000 Penalty: 13046.929688 Iteration 26Q: 3 clusters Score -8986589 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 37671 members Entering Unmasked Estep Score: -8986910.000000 Penalty: 13046.929688 Iteration 27Q: 3 clusters Score -8986910 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 38181 members Entering Unmasked Estep Score: -8987174.000000 Penalty: 13046.929688 Iteration 28Q: 3 clusters Score -8987174 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 38615 members Entering Unmasked Estep Score: -8987413.000000 Penalty: 13046.929688 Iteration 29Q: 3 clusters Score -8987413 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 38988 members Entering Unmasked Estep Score: -8987610.000000 Penalty: 13046.929688 Iteration 30Q: 3 clusters Score -8987610 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 39270 members Entering Unmasked Estep Score: -8987780.000000 Penalty: 13046.929688 Iteration 31Q: 3 clusters Score -8987780 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 39511 members Entering Unmasked Estep Score: -8987930.000000 Penalty: 13046.929688 Iteration 32Q: 3 clusters Score -8987930 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 39683 members Entering Unmasked Estep Score: -8988000.000000 Penalty: 13046.929688 Iteration 33Q: 3 clusters Score -8988000 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 39819 members Entering Unmasked Estep Score: -8988087.000000 Penalty: 13046.929688 Iteration 34Q: 3 clusters Score -8988087 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 39928 members Entering Unmasked Estep Score: -8988157.000000 Penalty: 13046.929688 Iteration 35Q: 3 clusters Score -8988157 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 40041 members Entering Unmasked Estep Score: -8988221.000000 Penalty: 13046.929688 Iteration 36Q: 3 clusters Score -8988221 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 40131 members Entering Unmasked Estep Score: -8988273.000000 Penalty: 13046.929688 Iteration 37Q: 3 clusters Score -8988273 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 40193 members Entering Unmasked Estep Score: -8988316.000000 Penalty: 13046.929688 Iteration 38Q: 3 clusters Score -8988316 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 40251 members Entering Unmasked Estep Score: -8988320.000000 Penalty: 13046.929688 Iteration 39Q: 3 clusters Score -8988320 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 40293 members Entering Unmasked Estep Score: -8988351.000000 Penalty: 13046.929688 Iteration 40F: 3 clusters Score -8988351 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 40331 members Entering Unmasked Estep Score: -8988385.000000 Penalty: 13046.929688 Iteration 41Q: 3 clusters Score -8988385 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 40371 members Entering Unmasked Estep Score: -8988405.000000 Penalty: 13046.929688 Iteration 42Q: 3 clusters Score -8988405 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 40407 members Entering Unmasked Estep Score: -8988433.000000 Penalty: 13046.929688 Iteration 43Q: 3 clusters Score -8988433 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 40431 members Entering Unmasked Estep Score: -8988448.000000 Penalty: 13046.929688 Iteration 44Q: 3 clusters Score -8988448 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 40462 members Entering Unmasked Estep Score: -8988473.000000 Penalty: 13046.929688 Iteration 45Q: 3 clusters Score -8988473 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 40482 members Entering Unmasked Estep Score: -8988494.000000 Penalty: 13046.929688 Iteration 46Q: 3 clusters Score -8988494 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 40501 members Entering Unmasked Estep Score: -8988493.000000 Penalty: 13046.929688 Iteration 47Q: 3 clusters Score -8988493 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 40511 members Entering Unmasked Estep Score: -8988501.000000 Penalty: 13046.929688 Iteration 48Q: 3 clusters Score -8988501 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 40521 members Entering Unmasked Estep Score: -8988504.000000 Penalty: 13046.929688 Iteration 49Q: 3 clusters Score -8988504 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 40530 members Entering Unmasked Estep Score: -8988499.000000 Penalty: 13046.929688 Iteration 50Q: 3 clusters Score -8988499 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 40539 members Entering Unmasked Estep Score: -8988504.000000 Penalty: 13046.929688 Iteration 51Q: 3 clusters Score -8988504 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 40548 members Entering Unmasked Estep Score: -8988503.000000 Penalty: 13046.929688 Iteration 52Q: 3 clusters Score -8988503 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 40558 members Entering Unmasked Estep Score: -8988516.000000 Penalty: 13046.929688 Iteration 53Q: 3 clusters Score -8988516 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 40568 members Entering Unmasked Estep Score: -8988522.000000 Penalty: 13046.929688 Iteration 54Q: 3 clusters Score -8988522 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 40574 members Entering Unmasked Estep Score: -8988523.000000 Penalty: 13046.929688 Iteration 55Q: 3 clusters Score -8988523 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 40580 members Entering Unmasked Estep Score: -8988518.000000 Penalty: 13046.929688 Iteration 56Q: 3 clusters Score -8988518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 40589 members Entering Unmasked Estep Score: -8988529.000000 Penalty: 13046.929688 Iteration 57Q: 3 clusters Score -8988529 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 40594 members Entering Unmasked Estep Score: -8988530.000000 Penalty: 13046.929688 Iteration 58Q: 3 clusters Score -8988530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 40599 members Entering Unmasked Estep Score: -8988534.000000 Penalty: 13046.929688 Iteration 59Q: 3 clusters Score -8988534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 40601 members Entering Unmasked Estep Score: -8988535.000000 Penalty: 13046.929688 Iteration 60F: 3 clusters Score -8988535 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 40606 members Entering Unmasked Estep Score: -8988543.000000 Penalty: 13046.929688 Iteration 61Q: 3 clusters Score -8988543 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 40613 members Entering Unmasked Estep Score: -8988537.000000 Penalty: 13046.929688 Iteration 62Q: 3 clusters Score -8988537 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 40617 members Entering Unmasked Estep Score: -8988534.000000 Penalty: 13046.929688 Iteration 63Q: 3 clusters Score -8988534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 40623 members Entering Unmasked Estep Score: -8988538.000000 Penalty: 13046.929688 Iteration 64Q: 3 clusters Score -8988538 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 40633 members Entering Unmasked Estep Score: -8988539.000000 Penalty: 13046.929688 Iteration 65Q: 3 clusters Score -8988539 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 40641 members Entering Unmasked Estep Score: -8988547.000000 Penalty: 13046.929688 Iteration 66Q: 3 clusters Score -8988547 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 40648 members Entering Unmasked Estep Score: -8988546.000000 Penalty: 13046.929688 Iteration 67Q: 3 clusters Score -8988546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 40656 members Entering Unmasked Estep Score: -8988562.000000 Penalty: 13046.929688 Iteration 68Q: 3 clusters Score -8988562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 40665 members Entering Unmasked Estep Score: -8988569.000000 Penalty: 13046.929688 Iteration 69Q: 3 clusters Score -8988569 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 40671 members Entering Unmasked Estep Score: -8988578.000000 Penalty: 13046.929688 Iteration 70Q: 3 clusters Score -8988578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 40675 members Entering Unmasked Estep Score: -8988579.000000 Penalty: 13046.929688 Iteration 71Q: 3 clusters Score -8988579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 40678 members Entering Unmasked Estep Score: -8988576.000000 Penalty: 13046.929688 Iteration 72Q: 3 clusters Score -8988576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 40680 members Entering Unmasked Estep Score: -8988573.000000 Penalty: 13046.929688 Iteration 73Q: 3 clusters Score -8988573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 40684 members Entering Unmasked Estep Score: -8988572.000000 Penalty: 13046.929688 Iteration 74Q: 3 clusters Score -8988572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 40686 members Entering Unmasked Estep Score: -8988573.000000 Penalty: 13046.929688 Iteration 75Q: 3 clusters Score -8988573 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 40688 members Entering Unmasked Estep Score: -8988570.000000 Penalty: 13046.929688 Iteration 76Q: 3 clusters Score -8988570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 40689 members Entering Unmasked Estep Score: -8988573.000000 Penalty: 13046.929688 Iteration 77Q: 3 clusters Score -8988573 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 40689 members Entering Unmasked Estep Score: -8988573.000000 Penalty: 13046.929688 Iteration 78F: 3 clusters Score -8988573 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Entering Unmasked Estep Score: -204939.156250 Penalty: 4260.300293 Iteration 0F: 2 clusters Score -204939.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -200834.812500 Penalty: 8520.600586 Iteration 0F: 3 clusters Score -200834.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -201203.781250 Penalty: 8520.600586 Iteration 1F: 3 clusters Score -201203.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -201315.156250 Penalty: 8520.600586 Iteration 2Q: 3 clusters Score -201315.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -201420.453125 Penalty: 8520.600586 Iteration 3Q: 3 clusters Score -201420.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -201518.281250 Penalty: 8520.600586 Iteration 4Q: 3 clusters Score -201518.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -201565.921875 Penalty: 8520.600586 Iteration 5Q: 3 clusters Score -201565.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -201594.296875 Penalty: 8520.600586 Iteration 6Q: 3 clusters Score -201594.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -201620.546875 Penalty: 8520.600586 Iteration 7Q: 3 clusters Score -201620.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -201643.734375 Penalty: 8520.600586 Iteration 8Q: 3 clusters Score -201643.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -201656.531250 Penalty: 8520.600586 Iteration 9Q: 3 clusters Score -201656.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -201675.109375 Penalty: 8520.600586 Iteration 10Q: 3 clusters Score -201675.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -201688.812500 Penalty: 8520.600586 Iteration 11Q: 3 clusters Score -201688.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -201708.828125 Penalty: 8520.600586 Iteration 12Q: 3 clusters Score -201708.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -201748.765625 Penalty: 8520.600586 Iteration 13Q: 3 clusters Score -201748.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -201874.625000 Penalty: 8520.600586 Iteration 14Q: 3 clusters Score -201874.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -202180.031250 Penalty: 8520.600586 Iteration 15Q: 3 clusters Score -202180 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -202274.531250 Penalty: 8520.600586 Iteration 16Q: 3 clusters Score -202274.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -202311.640625 Penalty: 8520.600586 Iteration 17Q: 3 clusters Score -202311.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -202349.031250 Penalty: 8520.600586 Iteration 18Q: 3 clusters Score -202349 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -202369.578125 Penalty: 8520.600586 Iteration 19Q: 3 clusters Score -202369.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -202371.546875 Penalty: 8520.600586 Iteration 20F: 3 clusters Score -202371.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (24445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24445 members Entering Unmasked Estep Score: -5078592.500000 Penalty: 6188.811035 Iteration 0F: 2 clusters Score -5078592 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -5059385.000000 Penalty: 12377.622070 Iteration 0F: 3 clusters Score -5059385 nChanged 10213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13084 members Mstep: Class 2 contains 11361 members Entering Unmasked Estep Score: -5066387.500000 Penalty: 12377.622070 Iteration 1F: 3 clusters Score -5066388 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14208 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -5068983.000000 Penalty: 12377.622070 Iteration 2F: 3 clusters Score -5068983 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -5071560.000000 Penalty: 12377.622070 Iteration 3F: 3 clusters Score -5071560 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17599 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -5073887.500000 Penalty: 12377.622070 Iteration 4F: 3 clusters Score -5073888 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19151 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -5075668.500000 Penalty: 12377.622070 Iteration 5F: 3 clusters Score -5075668 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20280 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -5076798.000000 Penalty: 12377.622070 Iteration 6F: 3 clusters Score -5076798 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21091 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -5077560.500000 Penalty: 12377.622070 Iteration 7Q: 3 clusters Score -5077560 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21623 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -5077973.500000 Penalty: 12377.622070 Iteration 8Q: 3 clusters Score -5077974 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21974 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -5078245.000000 Penalty: 12377.622070 Iteration 9Q: 3 clusters Score -5078245 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22214 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -5078423.000000 Penalty: 12377.622070 Iteration 10Q: 3 clusters Score -5078423 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22406 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -5078543.000000 Penalty: 12377.622070 Iteration 11Q: 3 clusters Score -5078543 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22567 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -5078666.500000 Penalty: 12377.622070 Iteration 12Q: 3 clusters Score -5078666 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22679 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -5078730.500000 Penalty: 12377.622070 Iteration 13Q: 3 clusters Score -5078730 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22787 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -5078778.000000 Penalty: 12377.622070 Iteration 14Q: 3 clusters Score -5078778 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22860 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -5078816.500000 Penalty: 12377.622070 Iteration 15Q: 3 clusters Score -5078816 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22910 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -5078849.500000 Penalty: 12377.622070 Iteration 16Q: 3 clusters Score -5078850 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22949 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -5078869.000000 Penalty: 12377.622070 Iteration 17Q: 3 clusters Score -5078869 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22975 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -5078887.500000 Penalty: 12377.622070 Iteration 18Q: 3 clusters Score -5078888 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23000 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -5078910.500000 Penalty: 12377.622070 Iteration 19Q: 3 clusters Score -5078910 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -5078919.500000 Penalty: 12377.622070 Iteration 20F: 3 clusters Score -5078920 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23032 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -5078923.500000 Penalty: 12377.622070 Iteration 21Q: 3 clusters Score -5078924 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23047 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -5078926.500000 Penalty: 12377.622070 Iteration 22Q: 3 clusters Score -5078926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23058 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -5078934.500000 Penalty: 12377.622070 Iteration 23Q: 3 clusters Score -5078934 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23069 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -5078936.500000 Penalty: 12377.622070 Iteration 24Q: 3 clusters Score -5078936 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23082 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -5078952.000000 Penalty: 12377.622070 Iteration 25Q: 3 clusters Score -5078952 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23093 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -5078966.500000 Penalty: 12377.622070 Iteration 26Q: 3 clusters Score -5078966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23100 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -5078963.500000 Penalty: 12377.622070 Iteration 27Q: 3 clusters Score -5078964 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23108 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -5078961.000000 Penalty: 12377.622070 Iteration 28Q: 3 clusters Score -5078961 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23113 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -5078958.500000 Penalty: 12377.622070 Iteration 29Q: 3 clusters Score -5078958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -5078963.000000 Penalty: 12377.622070 Iteration 30Q: 3 clusters Score -5078963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23126 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -5078959.000000 Penalty: 12377.622070 Iteration 31Q: 3 clusters Score -5078959 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23131 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -5078956.500000 Penalty: 12377.622070 Iteration 32Q: 3 clusters Score -5078956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23137 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -5078971.500000 Penalty: 12377.622070 Iteration 33Q: 3 clusters Score -5078972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23142 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -5078974.500000 Penalty: 12377.622070 Iteration 34Q: 3 clusters Score -5078974 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23144 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -5078975.500000 Penalty: 12377.622070 Iteration 35Q: 3 clusters Score -5078976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23146 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -5078977.500000 Penalty: 12377.622070 Iteration 36Q: 3 clusters Score -5078978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23150 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -5078978.500000 Penalty: 12377.622070 Iteration 37Q: 3 clusters Score -5078978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23153 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -5078977.000000 Penalty: 12377.622070 Iteration 38Q: 3 clusters Score -5078977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23156 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -5078975.500000 Penalty: 12377.622070 Iteration 39Q: 3 clusters Score -5078976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23157 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -5078971.000000 Penalty: 12377.622070 Iteration 40F: 3 clusters Score -5078971 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23158 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -5078979.500000 Penalty: 12377.622070 Iteration 41Q: 3 clusters Score -5078980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23159 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -5078983.000000 Penalty: 12377.622070 Iteration 42Q: 3 clusters Score -5078983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23159 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -5078983.000000 Penalty: 12377.622070 Iteration 43F: 3 clusters Score -5078983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31003 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 23159 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60393 members Mstep: Class 16 contains 1286 members Mstep: Class 18 contains 25328 members Mstep: Class 19 contains 48225 members Mstep: Class 20 contains 169578 members Mstep: Class 21 contains 95879 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep Score: -119288400.000000 Penalty: 170510.218750 Splitting cluster 10 changes total score from -119289952.000000 to -119288400.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (15892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15892 members Entering Unmasked Estep Score: -3408341.000000 Penalty: 5925.062500 Iteration 0F: 2 clusters Score -3408341 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -3394347.000000 Penalty: 11850.125000 Iteration 0F: 3 clusters Score -3394347 nChanged 6281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -3397723.500000 Penalty: 11850.125000 Iteration 1F: 3 clusters Score -3397724 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -3398437.250000 Penalty: 11850.125000 Iteration 2F: 3 clusters Score -3398437 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -3399133.250000 Penalty: 11850.125000 Iteration 3F: 3 clusters Score -3399133 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -3399822.750000 Penalty: 11850.125000 Iteration 4F: 3 clusters Score -3399823 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -3400468.500000 Penalty: 11850.125000 Iteration 5F: 3 clusters Score -3400468 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -3401022.250000 Penalty: 11850.125000 Iteration 6F: 3 clusters Score -3401022 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -3401502.250000 Penalty: 11850.125000 Iteration 7Q: 3 clusters Score -3401502 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -3401889.000000 Penalty: 11850.125000 Iteration 8Q: 3 clusters Score -3401889 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -3402275.500000 Penalty: 11850.125000 Iteration 9Q: 3 clusters Score -3402276 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -3402722.000000 Penalty: 11850.125000 Iteration 10Q: 3 clusters Score -3402722 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -3403128.750000 Penalty: 11850.125000 Iteration 11Q: 3 clusters Score -3403129 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -3403508.500000 Penalty: 11850.125000 Iteration 12Q: 3 clusters Score -3403508 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -3403847.250000 Penalty: 11850.125000 Iteration 13Q: 3 clusters Score -3403847 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13436 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -3404108.500000 Penalty: 11850.125000 Iteration 14Q: 3 clusters Score -3404108 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -3404327.500000 Penalty: 11850.125000 Iteration 15Q: 3 clusters Score -3404328 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13900 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -3404467.750000 Penalty: 11850.125000 Iteration 16Q: 3 clusters Score -3404468 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -3404582.500000 Penalty: 11850.125000 Iteration 17Q: 3 clusters Score -3404582 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -3404653.500000 Penalty: 11850.125000 Iteration 18Q: 3 clusters Score -3404654 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -3404713.250000 Penalty: 11850.125000 Iteration 19Q: 3 clusters Score -3404713 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14307 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -3404749.750000 Penalty: 11850.125000 Iteration 20F: 3 clusters Score -3404750 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -3404762.000000 Penalty: 11850.125000 Iteration 21Q: 3 clusters Score -3404762 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -3404781.750000 Penalty: 11850.125000 Iteration 22Q: 3 clusters Score -3404782 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14382 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -3404793.000000 Penalty: 11850.125000 Iteration 23Q: 3 clusters Score -3404793 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -3404789.750000 Penalty: 11850.125000 Iteration 24Q: 3 clusters Score -3404790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -3404801.250000 Penalty: 11850.125000 Iteration 25Q: 3 clusters Score -3404801 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -3404802.000000 Penalty: 11850.125000 Iteration 26Q: 3 clusters Score -3404802 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14418 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -3404808.750000 Penalty: 11850.125000 Iteration 27Q: 3 clusters Score -3404809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -3404805.750000 Penalty: 11850.125000 Iteration 28Q: 3 clusters Score -3404806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14426 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -3404809.000000 Penalty: 11850.125000 Iteration 29Q: 3 clusters Score -3404809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14428 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3404814.000000 Penalty: 11850.125000 Iteration 30Q: 3 clusters Score -3404814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -3404811.750000 Penalty: 11850.125000 Iteration 31Q: 3 clusters Score -3404812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -3404819.750000 Penalty: 11850.125000 Iteration 32Q: 3 clusters Score -3404820 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -3404818.750000 Penalty: 11850.125000 Iteration 33Q: 3 clusters Score -3404819 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14434 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -3404817.500000 Penalty: 11850.125000 Iteration 34Q: 3 clusters Score -3404818 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14434 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -3404817.500000 Penalty: 11850.125000 Iteration 35F: 3 clusters Score -3404818 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Entering Unmasked Estep Score: -221169.125000 Penalty: 4349.776367 Iteration 0F: 2 clusters Score -221169.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -217154.859375 Penalty: 8699.552734 Iteration 0F: 3 clusters Score -217154.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -217725.187500 Penalty: 8699.552734 Iteration 1F: 3 clusters Score -217725.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -218055.546875 Penalty: 8699.552734 Iteration 2F: 3 clusters Score -218055.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -218254.687500 Penalty: 8699.552734 Iteration 3F: 3 clusters Score -218254.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -218386.093750 Penalty: 8699.552734 Iteration 4Q: 3 clusters Score -218386.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -218594.484375 Penalty: 8699.552734 Iteration 5Q: 3 clusters Score -218594.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -218800.265625 Penalty: 8699.552734 Iteration 6Q: 3 clusters Score -218800.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -218873.750000 Penalty: 8699.552734 Iteration 7Q: 3 clusters Score -218873.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -218925.296875 Penalty: 8699.552734 Iteration 8Q: 3 clusters Score -218925.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -218986.875000 Penalty: 8699.552734 Iteration 9Q: 3 clusters Score -218986.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -219109.937500 Penalty: 8699.552734 Iteration 10Q: 3 clusters Score -219109.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -219157.171875 Penalty: 8699.552734 Iteration 11Q: 3 clusters Score -219157.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -219197.234375 Penalty: 8699.552734 Iteration 12Q: 3 clusters Score -219197.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -219220.859375 Penalty: 8699.552734 Iteration 13Q: 3 clusters Score -219220.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -219226.562500 Penalty: 8699.552734 Iteration 14Q: 3 clusters Score -219226.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -219230.562500 Penalty: 8699.552734 Iteration 15Q: 3 clusters Score -219230.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -219233.593750 Penalty: 8699.552734 Iteration 16Q: 3 clusters Score -219233.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -219235.906250 Penalty: 8699.552734 Iteration 17Q: 3 clusters Score -219235.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -219240.062500 Penalty: 8699.552734 Iteration 18Q: 3 clusters Score -219240.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -219244.968750 Penalty: 8699.552734 Iteration 19Q: 3 clusters Score -219245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -219247.171875 Penalty: 8699.552734 Iteration 20F: 3 clusters Score -219247.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -219251.375000 Penalty: 8699.552734 Iteration 21Q: 3 clusters Score -219251.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -219253.437500 Penalty: 8699.552734 Iteration 22Q: 3 clusters Score -219253.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -219254.734375 Penalty: 8699.552734 Iteration 23Q: 3 clusters Score -219254.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -219254.734375 Penalty: 8699.552734 Iteration 24F: 3 clusters Score -219254.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Entering Unmasked Estep Score: -67466.765625 Penalty: 3704.015625 Iteration 0F: 2 clusters Score -67466.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -64400.847656 Penalty: 7408.031250 Iteration 0F: 3 clusters Score -64400.85 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -64683.750000 Penalty: 7408.031250 Iteration 1F: 3 clusters Score -64683.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -64763.085938 Penalty: 7408.031250 Iteration 2Q: 3 clusters Score -64763.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -64814.296875 Penalty: 7408.031250 Iteration 3Q: 3 clusters Score -64814.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -64866.933594 Penalty: 7408.031250 Iteration 4Q: 3 clusters Score -64866.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -64881.121094 Penalty: 7408.031250 Iteration 5Q: 3 clusters Score -64881.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -64883.734375 Penalty: 7408.031250 Iteration 6Q: 3 clusters Score -64883.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -64883.734375 Penalty: 7408.031250 Iteration 7F: 3 clusters Score -64883.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -489313.093750 Penalty: 4746.195801 Iteration 0F: 2 clusters Score -489313.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -483982.812500 Penalty: 9492.391602 Iteration 0F: 3 clusters Score -483982.8 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -484576.093750 Penalty: 9492.391602 Iteration 1F: 3 clusters Score -484576.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -484766.000000 Penalty: 9492.391602 Iteration 2F: 3 clusters Score -484766 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -484861.406250 Penalty: 9492.391602 Iteration 3Q: 3 clusters Score -484861.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -484922.937500 Penalty: 9492.391602 Iteration 4Q: 3 clusters Score -484922.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -484957.687500 Penalty: 9492.391602 Iteration 5Q: 3 clusters Score -484957.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -484977.468750 Penalty: 9492.391602 Iteration 6Q: 3 clusters Score -484977.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -484995.093750 Penalty: 9492.391602 Iteration 7Q: 3 clusters Score -484995.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -485007.781250 Penalty: 9492.391602 Iteration 8Q: 3 clusters Score -485007.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -485018.937500 Penalty: 9492.391602 Iteration 9Q: 3 clusters Score -485018.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -485027.093750 Penalty: 9492.391602 Iteration 10Q: 3 clusters Score -485027.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -485028.531250 Penalty: 9492.391602 Iteration 11Q: 3 clusters Score -485028.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -485031.437500 Penalty: 9492.391602 Iteration 12Q: 3 clusters Score -485031.4 nChanged 7 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: -485037.718750 Penalty: 9492.391602 Iteration 13Q: 3 clusters Score -485037.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -485039.781250 Penalty: 9492.391602 Iteration 14Q: 3 clusters Score -485039.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -485039.781250 Penalty: 9492.391602 Iteration 15F: 3 clusters Score -485039.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (60393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60393 members Entering Unmasked Estep Score: -12812958.000000 Penalty: 6742.785156 Iteration 0F: 2 clusters Score -1.281296e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30393 members Mstep: Class 2 contains 30000 members Entering Unmasked Estep Score: -12770558.000000 Penalty: 13485.570312 Iteration 0F: 3 clusters Score -1.277056e+07 nChanged 26770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31457 members Mstep: Class 2 contains 28936 members Entering Unmasked Estep Score: -12784828.000000 Penalty: 13485.570312 Iteration 1F: 3 clusters Score -1.278483e+07 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32169 members Mstep: Class 2 contains 28224 members Entering Unmasked Estep Score: -12785932.000000 Penalty: 13485.570312 Iteration 2Q: 3 clusters Score -1.278593e+07 nChanged 2604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33077 members Mstep: Class 2 contains 27316 members Entering Unmasked Estep Score: -12786902.000000 Penalty: 13485.570312 Iteration 3Q: 3 clusters Score -1.27869e+07 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34205 members Mstep: Class 2 contains 26188 members Entering Unmasked Estep Score: -12787691.000000 Penalty: 13485.570312 Iteration 4Q: 3 clusters Score -1.278769e+07 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35715 members Mstep: Class 2 contains 24678 members Entering Unmasked Estep Score: -12788521.000000 Penalty: 13485.570312 Iteration 5Q: 3 clusters Score -1.278852e+07 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37636 members Mstep: Class 2 contains 22757 members Entering Unmasked Estep Score: -12789627.000000 Penalty: 13485.570312 Iteration 6Q: 3 clusters Score -1.278963e+07 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40101 members Mstep: Class 2 contains 20292 members Entering Unmasked Estep Score: -12791117.000000 Penalty: 13485.570312 Iteration 7Q: 3 clusters Score -1.279112e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43123 members Mstep: Class 2 contains 17270 members Entering Unmasked Estep Score: -12793263.000000 Penalty: 13485.570312 Iteration 8F: 3 clusters Score -1.279326e+07 nChanged 3571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46594 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -12795930.000000 Penalty: 13485.570312 Iteration 9F: 3 clusters Score -1.279593e+07 nChanged 3653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50165 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -12798874.000000 Penalty: 13485.570312 Iteration 10F: 3 clusters Score -1.279887e+07 nChanged 3105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53202 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -12801482.000000 Penalty: 13485.570312 Iteration 11F: 3 clusters Score -1.280148e+07 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55557 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -12803484.000000 Penalty: 13485.570312 Iteration 12Q: 3 clusters Score -1.280348e+07 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57145 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -12804854.000000 Penalty: 13485.570312 Iteration 13Q: 3 clusters Score -1.280485e+07 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58093 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -12805688.000000 Penalty: 13485.570312 Iteration 14Q: 3 clusters Score -1.280569e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58583 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -12806122.000000 Penalty: 13485.570312 Iteration 15Q: 3 clusters Score -1.280612e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58872 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -12806433.000000 Penalty: 13485.570312 Iteration 16Q: 3 clusters Score -1.280643e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59054 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -12806629.000000 Penalty: 13485.570312 Iteration 17Q: 3 clusters Score -1.280663e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59159 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -12806768.000000 Penalty: 13485.570312 Iteration 18Q: 3 clusters Score -1.280677e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59233 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -12806883.000000 Penalty: 13485.570312 Iteration 19Q: 3 clusters Score -1.280688e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59275 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -12806922.000000 Penalty: 13485.570312 Iteration 20F: 3 clusters Score -1.280692e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59306 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -12806945.000000 Penalty: 13485.570312 Iteration 21Q: 3 clusters Score -1.280694e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59333 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -12807002.000000 Penalty: 13485.570312 Iteration 22Q: 3 clusters Score -1.2807e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59361 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -12807026.000000 Penalty: 13485.570312 Iteration 23Q: 3 clusters Score -1.280703e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59374 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -12807031.000000 Penalty: 13485.570312 Iteration 24Q: 3 clusters Score -1.280703e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59385 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -12807050.000000 Penalty: 13485.570312 Iteration 25Q: 3 clusters Score -1.280705e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59391 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -12807063.000000 Penalty: 13485.570312 Iteration 26Q: 3 clusters Score -1.280706e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59396 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -12807067.000000 Penalty: 13485.570312 Iteration 27Q: 3 clusters Score -1.280707e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59401 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -12807074.000000 Penalty: 13485.570312 Iteration 28Q: 3 clusters Score -1.280707e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59405 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -12807091.000000 Penalty: 13485.570312 Iteration 29Q: 3 clusters Score -1.280709e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59412 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -12807088.000000 Penalty: 13485.570312 Iteration 30Q: 3 clusters Score -1.280709e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59417 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -12807094.000000 Penalty: 13485.570312 Iteration 31Q: 3 clusters Score -1.280709e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59421 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -12807097.000000 Penalty: 13485.570312 Iteration 32Q: 3 clusters Score -1.28071e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59420 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -12807099.000000 Penalty: 13485.570312 Iteration 33Q: 3 clusters Score -1.28071e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59419 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -12807099.000000 Penalty: 13485.570312 Iteration 34Q: 3 clusters Score -1.28071e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59419 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -12807099.000000 Penalty: 13485.570312 Iteration 35F: 3 clusters Score -1.28071e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (25328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25328 members Entering Unmasked Estep Score: -5407108.000000 Penalty: 6210.545410 Iteration 0F: 2 clusters Score -5407108 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -5387241.500000 Penalty: 12421.090820 Iteration 0F: 3 clusters Score -5387242 nChanged 10532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -5392860.500000 Penalty: 12421.090820 Iteration 1F: 3 clusters Score -5392860 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12807 members Mstep: Class 2 contains 12521 members Entering Unmasked Estep Score: -5393506.000000 Penalty: 12421.090820 Iteration 2F: 3 clusters Score -5393506 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -5393872.000000 Penalty: 12421.090820 Iteration 3Q: 3 clusters Score -5393872 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -5394178.500000 Penalty: 12421.090820 Iteration 4Q: 3 clusters Score -5394178 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -5394385.000000 Penalty: 12421.090820 Iteration 5Q: 3 clusters Score -5394385 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -5394573.500000 Penalty: 12421.090820 Iteration 6Q: 3 clusters Score -5394574 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 12298 members Entering Unmasked Estep Score: -5394737.000000 Penalty: 12421.090820 Iteration 7Q: 3 clusters Score -5394737 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13049 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -5394841.000000 Penalty: 12421.090820 Iteration 8Q: 3 clusters Score -5394841 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13096 members Mstep: Class 2 contains 12232 members Entering Unmasked Estep Score: -5394936.500000 Penalty: 12421.090820 Iteration 9Q: 3 clusters Score -5394936 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13160 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -5395035.000000 Penalty: 12421.090820 Iteration 10Q: 3 clusters Score -5395035 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -5395144.500000 Penalty: 12421.090820 Iteration 11Q: 3 clusters Score -5395144 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13300 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -5395238.500000 Penalty: 12421.090820 Iteration 12Q: 3 clusters Score -5395238 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 11987 members Entering Unmasked Estep Score: -5395326.000000 Penalty: 12421.090820 Iteration 13Q: 3 clusters Score -5395326 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -5395461.000000 Penalty: 12421.090820 Iteration 14Q: 3 clusters Score -5395461 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13430 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -5395560.500000 Penalty: 12421.090820 Iteration 15Q: 3 clusters Score -5395560 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13490 members Mstep: Class 2 contains 11838 members Entering Unmasked Estep Score: -5395667.000000 Penalty: 12421.090820 Iteration 16Q: 3 clusters Score -5395667 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13556 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -5395806.000000 Penalty: 12421.090820 Iteration 17Q: 3 clusters Score -5395806 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -5395952.000000 Penalty: 12421.090820 Iteration 18Q: 3 clusters Score -5395952 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13724 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -5396184.000000 Penalty: 12421.090820 Iteration 19Q: 3 clusters Score -5396184 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13858 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -5396426.500000 Penalty: 12421.090820 Iteration 20F: 3 clusters Score -5396426 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -5396714.000000 Penalty: 12421.090820 Iteration 21Q: 3 clusters Score -5396714 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14267 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -5397115.500000 Penalty: 12421.090820 Iteration 22Q: 3 clusters Score -5397116 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14520 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -5397635.500000 Penalty: 12421.090820 Iteration 23Q: 3 clusters Score -5397636 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -5398327.000000 Penalty: 12421.090820 Iteration 24Q: 3 clusters Score -5398327 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15158 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -5399195.000000 Penalty: 12421.090820 Iteration 25Q: 3 clusters Score -5399195 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -5400210.000000 Penalty: 12421.090820 Iteration 26Q: 3 clusters Score -5400210 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -5401607.000000 Penalty: 12421.090820 Iteration 27Q: 3 clusters Score -5401607 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15934 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -5403284.500000 Penalty: 12421.090820 Iteration 28Q: 3 clusters Score -5403284 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15870 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -5404650.000000 Penalty: 12421.090820 Iteration 29Q: 3 clusters Score -5404650 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -5405559.500000 Penalty: 12421.090820 Iteration 30Q: 3 clusters Score -5405560 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15179 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -5406273.500000 Penalty: 12421.090820 Iteration 31Q: 3 clusters Score -5406274 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -5406749.500000 Penalty: 12421.090820 Iteration 32Q: 3 clusters Score -5406750 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -5406996.500000 Penalty: 12421.090820 Iteration 33Q: 3 clusters Score -5406996 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14224 members Mstep: Class 2 contains 11104 members Entering Unmasked Estep Score: -5407137.500000 Penalty: 12421.090820 Iteration 34Q: 3 clusters Score -5407138 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -5407268.000000 Penalty: 12421.090820 Iteration 35Q: 3 clusters Score -5407268 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13885 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -5407315.000000 Penalty: 12421.090820 Iteration 36Q: 3 clusters Score -5407315 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -5407352.000000 Penalty: 12421.090820 Iteration 37Q: 3 clusters Score -5407352 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13705 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -5407362.500000 Penalty: 12421.090820 Iteration 38Q: 3 clusters Score -5407362 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13653 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -5407370.000000 Penalty: 12421.090820 Iteration 39Q: 3 clusters Score -5407370 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13607 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -5407378.500000 Penalty: 12421.090820 Iteration 40F: 3 clusters Score -5407378 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13572 members Mstep: Class 2 contains 11756 members Entering Unmasked Estep Score: -5407372.500000 Penalty: 12421.090820 Iteration 41Q: 3 clusters Score -5407372 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13540 members Mstep: Class 2 contains 11788 members Entering Unmasked Estep Score: -5407387.500000 Penalty: 12421.090820 Iteration 42Q: 3 clusters Score -5407388 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13519 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -5407381.500000 Penalty: 12421.090820 Iteration 43Q: 3 clusters Score -5407382 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13505 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -5407391.000000 Penalty: 12421.090820 Iteration 44Q: 3 clusters Score -5407391 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13496 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -5407384.500000 Penalty: 12421.090820 Iteration 45Q: 3 clusters Score -5407384 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13486 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -5407375.500000 Penalty: 12421.090820 Iteration 46Q: 3 clusters Score -5407376 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -5407369.000000 Penalty: 12421.090820 Iteration 47Q: 3 clusters Score -5407369 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -5407379.000000 Penalty: 12421.090820 Iteration 48Q: 3 clusters Score -5407379 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -5407378.500000 Penalty: 12421.090820 Iteration 49Q: 3 clusters Score -5407378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13466 members Mstep: Class 2 contains 11862 members Entering Unmasked Estep Score: -5407377.000000 Penalty: 12421.090820 Iteration 50Q: 3 clusters Score -5407377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -5407376.000000 Penalty: 12421.090820 Iteration 51Q: 3 clusters Score -5407376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -5407379.500000 Penalty: 12421.090820 Iteration 52Q: 3 clusters Score -5407380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13455 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -5407372.500000 Penalty: 12421.090820 Iteration 53Q: 3 clusters Score -5407372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13452 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -5407385.000000 Penalty: 12421.090820 Iteration 54Q: 3 clusters Score -5407385 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -5407376.500000 Penalty: 12421.090820 Iteration 55Q: 3 clusters Score -5407376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13446 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -5407382.500000 Penalty: 12421.090820 Iteration 56Q: 3 clusters Score -5407382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -5407377.000000 Penalty: 12421.090820 Iteration 57Q: 3 clusters Score -5407377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13443 members Mstep: Class 2 contains 11885 members Entering Unmasked Estep Score: -5407376.500000 Penalty: 12421.090820 Iteration 58Q: 3 clusters Score -5407376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13441 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -5407382.500000 Penalty: 12421.090820 Iteration 59Q: 3 clusters Score -5407382 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13441 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -5407382.500000 Penalty: 12421.090820 Iteration 60F: 3 clusters Score -5407382 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32058 members Mstep: Class 3 contains 31003 members Mstep: Class 4 contains 1291 members Mstep: Class 5 contains 1304 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 8244 members Mstep: Class 8 contains 42216 members Mstep: Class 9 contains 1049 members Mstep: Class 10 contains 24445 members Mstep: Class 11 contains 15892 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 423 members Mstep: Class 14 contains 2319 members Mstep: Class 15 contains 60393 members Mstep: Class 16 contains 11887 members Mstep: Class 18 contains 13441 members Mstep: Class 19 contains 48225 members Mstep: Class 20 contains 169578 members Mstep: Class 21 contains 95879 members Mstep: Class 22 contains 8545 members Entering Unmasked Estep Score: -119288224.000000 Penalty: 170510.218750 Splitting cluster 18 changes total score from -119289952.000000 to -119288224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (48225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48225 members Entering Unmasked Estep Score: -10258635.000000 Penalty: 6604.975586 Iteration 0F: 2 clusters Score -1.025864e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Mstep: Class 2 contains 23959 members Entering Unmasked Estep Score: -10224218.000000 Penalty: 13209.951172 Iteration 0F: 3 clusters Score -1.022422e+07 nChanged 21135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25187 members Mstep: Class 2 contains 23038 members Entering Unmasked Estep Score: -10235716.000000 Penalty: 13209.951172 Iteration 1F: 3 clusters Score -1.023572e+07 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25887 members Mstep: Class 2 contains 22338 members Entering Unmasked Estep Score: -10236870.000000 Penalty: 13209.951172 Iteration 2F: 3 clusters Score -1.023687e+07 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26826 members Mstep: Class 2 contains 21399 members Entering Unmasked Estep Score: -10238164.000000 Penalty: 13209.951172 Iteration 3F: 3 clusters Score -1.023816e+07 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28028 members Mstep: Class 2 contains 20197 members Entering Unmasked Estep Score: -10239674.000000 Penalty: 13209.951172 Iteration 4F: 3 clusters Score -1.023967e+07 nChanged 2813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29545 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -10241540.000000 Penalty: 13209.951172 Iteration 5F: 3 clusters Score -1.024154e+07 nChanged 2933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31208 members Mstep: Class 2 contains 17017 members Entering Unmasked Estep Score: -10243391.000000 Penalty: 13209.951172 Iteration 6F: 3 clusters Score -1.024339e+07 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32967 members Mstep: Class 2 contains 15258 members Entering Unmasked Estep Score: -10245289.000000 Penalty: 13209.951172 Iteration 7F: 3 clusters Score -1.024529e+07 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34641 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -10247088.000000 Penalty: 13209.951172 Iteration 8F: 3 clusters Score -1.024709e+07 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36149 members Mstep: Class 2 contains 12076 members Entering Unmasked Estep Score: -10248678.000000 Penalty: 13209.951172 Iteration 9Q: 3 clusters Score -1.024868e+07 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37304 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -10249818.000000 Penalty: 13209.951172 Iteration 10Q: 3 clusters Score -1.024982e+07 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38229 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -10250958.000000 Penalty: 13209.951172 Iteration 11Q: 3 clusters Score -1.025096e+07 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38966 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -10251844.000000 Penalty: 13209.951172 Iteration 12Q: 3 clusters Score -1.025184e+07 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39460 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -10252537.000000 Penalty: 13209.951172 Iteration 13Q: 3 clusters Score -1.025254e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39783 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -10252925.000000 Penalty: 13209.951172 Iteration 14Q: 3 clusters Score -1.025292e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40049 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -10253143.000000 Penalty: 13209.951172 Iteration 15Q: 3 clusters Score -1.025314e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40275 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -10253340.000000 Penalty: 13209.951172 Iteration 16Q: 3 clusters Score -1.025334e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40432 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -10253452.000000 Penalty: 13209.951172 Iteration 17Q: 3 clusters Score -1.025345e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40568 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -10253489.000000 Penalty: 13209.951172 Iteration 18Q: 3 clusters Score -1.025349e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40667 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -10253596.000000 Penalty: 13209.951172 Iteration 19Q: 3 clusters Score -1.02536e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40760 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -10253614.000000 Penalty: 13209.951172 Iteration 20F: 3 clusters Score -1.025361e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40858 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -10253669.000000 Penalty: 13209.951172 Iteration 21Q: 3 clusters Score -1.025367e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40963 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -10253683.000000 Penalty: 13209.951172 Iteration 22Q: 3 clusters Score -1.025368e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41079 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -10253735.000000 Penalty: 13209.951172 Iteration 23Q: 3 clusters Score -1.025374e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41197 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -10253796.000000 Penalty: 13209.951172 Iteration 24Q: 3 clusters Score -1.02538e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41316 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -10253852.000000 Penalty: 13209.951172 Iteration 25Q: 3 clusters Score -1.025385e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41456 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -10253919.000000 Penalty: 13209.951172 Iteration 26Q: 3 clusters Score -1.025392e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41615 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -10253992.000000 Penalty: 13209.951172 Iteration 27Q: 3 clusters Score -1.025399e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41733 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -10254032.000000 Penalty: 13209.951172 Iteration 28Q: 3 clusters Score -1.025403e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41849 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -10254138.000000 Penalty: 13209.951172 Iteration 29Q: 3 clusters Score -1.025414e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41957 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -10254196.000000 Penalty: 13209.951172 Iteration 30Q: 3 clusters Score -1.02542e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42030 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -10254246.000000 Penalty: 13209.951172 Iteration 31Q: 3 clusters Score -1.025425e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42091 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -10254269.000000 Penalty: 13209.951172 Iteration 32Q: 3 clusters Score -1.025427e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42139 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -10254286.000000 Penalty: 13209.951172 Iteration 33Q: 3 clusters Score -1.025429e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42174 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -10254310.000000 Penalty: 13209.951172 Iteration 34Q: 3 clusters Score -1.025431e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42197 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -10254334.000000 Penalty: 13209.951172 Iteration 35Q: 3 clusters Score -1.025433e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42223 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -10254337.000000 Penalty: 13209.951172 Iteration 36Q: 3 clusters Score -1.025434e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42255 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -10254359.000000 Penalty: 13209.951172 Iteration 37Q: 3 clusters Score -1.025436e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42278 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -10254365.000000 Penalty: 13209.951172 Iteration 38Q: 3 clusters Score -1.025436e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42294 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -10254368.000000 Penalty: 13209.951172 Iteration 39Q: 3 clusters Score -1.025437e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42317 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -10254378.000000 Penalty: 13209.951172 Iteration 40F: 3 clusters Score -1.025438e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42331 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -10254374.000000 Penalty: 13209.951172 Iteration 41Q: 3 clusters Score -1.025437e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42348 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -10254389.000000 Penalty: 13209.951172 Iteration 42Q: 3 clusters Score -1.025439e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42361 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -10254394.000000 Penalty: 13209.951172 Iteration 43Q: 3 clusters Score -1.025439e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42370 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -10254384.000000 Penalty: 13209.951172 Iteration 44Q: 3 clusters Score -1.025438e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42376 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -10254393.000000 Penalty: 13209.951172 Iteration 45Q: 3 clusters Score -1.025439e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42384 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -10254412.000000 Penalty: 13209.951172 Iteration 46Q: 3 clusters Score -1.025441e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42394 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -10254412.000000 Penalty: 13209.951172 Iteration 47Q: 3 clusters Score -1.025441e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42407 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -10254421.000000 Penalty: 13209.951172 Iteration 48Q: 3 clusters Score -1.025442e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42416 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -10254412.000000 Penalty: 13209.951172 Iteration 49Q: 3 clusters Score -1.025441e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42424 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -10254408.000000 Penalty: 13209.951172 Iteration 50Q: 3 clusters Score -1.025441e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42433 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -10254405.000000 Penalty: 13209.951172 Iteration 51Q: 3 clusters Score -1.02544e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42442 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -10254407.000000 Penalty: 13209.951172 Iteration 52Q: 3 clusters Score -1.025441e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42456 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -10254405.000000 Penalty: 13209.951172 Iteration 53Q: 3 clusters Score -1.02544e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42465 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -10254400.000000 Penalty: 13209.951172 Iteration 54Q: 3 clusters Score -1.02544e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42473 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -10254395.000000 Penalty: 13209.951172 Iteration 55Q: 3 clusters Score -1.02544e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42481 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -10254386.000000 Penalty: 13209.951172 Iteration 56Q: 3 clusters Score -1.025439e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42486 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -10254407.000000 Penalty: 13209.951172 Iteration 57Q: 3 clusters Score -1.025441e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42496 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -10254402.000000 Penalty: 13209.951172 Iteration 58Q: 3 clusters Score -1.02544e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42510 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -10254418.000000 Penalty: 13209.951172 Iteration 59Q: 3 clusters Score -1.025442e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42528 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -10254431.000000 Penalty: 13209.951172 Iteration 60F: 3 clusters Score -1.025443e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42542 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -10254436.000000 Penalty: 13209.951172 Iteration 61Q: 3 clusters Score -1.025444e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42556 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -10254444.000000 Penalty: 13209.951172 Iteration 62Q: 3 clusters Score -1.025444e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42564 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -10254428.000000 Penalty: 13209.951172 Iteration 63Q: 3 clusters Score -1.025443e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42576 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -10254443.000000 Penalty: 13209.951172 Iteration 64Q: 3 clusters Score -1.025444e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42586 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -10254427.000000 Penalty: 13209.951172 Iteration 65Q: 3 clusters Score -1.025443e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42594 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -10254423.000000 Penalty: 13209.951172 Iteration 66Q: 3 clusters Score -1.025442e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42601 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -10254432.000000 Penalty: 13209.951172 Iteration 67Q: 3 clusters Score -1.025443e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42603 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -10254433.000000 Penalty: 13209.951172 Iteration 68Q: 3 clusters Score -1.025443e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42608 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -10254431.000000 Penalty: 13209.951172 Iteration 69Q: 3 clusters Score -1.025443e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42614 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -10254438.000000 Penalty: 13209.951172 Iteration 70Q: 3 clusters Score -1.025444e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42617 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -10254436.000000 Penalty: 13209.951172 Iteration 71Q: 3 clusters Score -1.025444e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42622 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -10254434.000000 Penalty: 13209.951172 Iteration 72Q: 3 clusters Score -1.025443e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42625 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -10254426.000000 Penalty: 13209.951172 Iteration 73Q: 3 clusters Score -1.025443e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42627 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -10254424.000000 Penalty: 13209.951172 Iteration 74Q: 3 clusters Score -1.025442e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42630 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -10254420.000000 Penalty: 13209.951172 Iteration 75Q: 3 clusters Score -1.025442e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42633 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -10254426.000000 Penalty: 13209.951172 Iteration 76Q: 3 clusters Score -1.025443e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42635 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -10254435.000000 Penalty: 13209.951172 Iteration 77Q: 3 clusters Score -1.025444e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42636 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -10254430.000000 Penalty: 13209.951172 Iteration 78Q: 3 clusters Score -1.025443e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42637 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -10254434.000000 Penalty: 13209.951172 Iteration 79Q: 3 clusters Score -1.025443e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42639 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -10254435.000000 Penalty: 13209.951172 Iteration 80F: 3 clusters Score -1.025444e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42642 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -10254448.000000 Penalty: 13209.951172 Iteration 81Q: 3 clusters Score -1.025445e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42645 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -10254454.000000 Penalty: 13209.951172 Iteration 82Q: 3 clusters Score -1.025445e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42649 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -10254444.000000 Penalty: 13209.951172 Iteration 83Q: 3 clusters Score -1.025444e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42649 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -10254444.000000 Penalty: 13209.951172 Iteration 84F: 3 clusters Score -1.025444e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (169578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169578 members Entering Unmasked Estep Score: -35812568.000000 Penalty: 7375.154297 Iteration 0F: 2 clusters Score -3.581257e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84847 members Mstep: Class 2 contains 84731 members Entering Unmasked Estep Score: -35699592.000000 Penalty: 14750.308594 Iteration 0F: 3 clusters Score -3.569959e+07 nChanged 79116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85273 members Mstep: Class 2 contains 84305 members Entering Unmasked Estep Score: -35743192.000000 Penalty: 14750.308594 Iteration 1F: 3 clusters Score -3.574319e+07 nChanged 5764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85461 members Mstep: Class 2 contains 84117 members Entering Unmasked Estep Score: -35744716.000000 Penalty: 14750.308594 Iteration 2Q: 3 clusters Score -3.574472e+07 nChanged 5594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85839 members Mstep: Class 2 contains 83739 members Entering Unmasked Estep Score: -35745948.000000 Penalty: 14750.308594 Iteration 3Q: 3 clusters Score -3.574595e+07 nChanged 5652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86185 members Mstep: Class 2 contains 83393 members Entering Unmasked Estep Score: -35747708.000000 Penalty: 14750.308594 Iteration 4Q: 3 clusters Score -3.574771e+07 nChanged 5802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86593 members Mstep: Class 2 contains 82985 members Entering Unmasked Estep Score: -35749592.000000 Penalty: 14750.308594 Iteration 5Q: 3 clusters Score -3.574959e+07 nChanged 6150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87011 members Mstep: Class 2 contains 82567 members Entering Unmasked Estep Score: -35751628.000000 Penalty: 14750.308594 Iteration 6Q: 3 clusters Score -3.575163e+07 nChanged 6587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87482 members Mstep: Class 2 contains 82096 members Entering Unmasked Estep Score: -35754152.000000 Penalty: 14750.308594 Iteration 7Q: 3 clusters Score -3.575415e+07 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88082 members Mstep: Class 2 contains 81496 members Entering Unmasked Estep Score: -35756760.000000 Penalty: 14750.308594 Iteration 8Q: 3 clusters Score -3.575676e+07 nChanged 6972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88766 members Mstep: Class 2 contains 80812 members Entering Unmasked Estep Score: -35759152.000000 Penalty: 14750.308594 Iteration 9Q: 3 clusters Score -3.575915e+07 nChanged 6798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89700 members Mstep: Class 2 contains 79878 members Entering Unmasked Estep Score: -35761616.000000 Penalty: 14750.308594 Iteration 10Q: 3 clusters Score -3.576162e+07 nChanged 6473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91065 members Mstep: Class 2 contains 78513 members Entering Unmasked Estep Score: -35763680.000000 Penalty: 14750.308594 Iteration 11Q: 3 clusters Score -3.576368e+07 nChanged 5813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92834 members Mstep: Class 2 contains 76744 members Entering Unmasked Estep Score: -35765376.000000 Penalty: 14750.308594 Iteration 12Q: 3 clusters Score -3.576538e+07 nChanged 5346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95148 members Mstep: Class 2 contains 74430 members Entering Unmasked Estep Score: -35766824.000000 Penalty: 14750.308594 Iteration 13Q: 3 clusters Score -3.576682e+07 nChanged 4814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97934 members Mstep: Class 2 contains 71644 members Entering Unmasked Estep Score: -35768060.000000 Penalty: 14750.308594 Iteration 14Q: 3 clusters Score -3.576806e+07 nChanged 4645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101363 members Mstep: Class 2 contains 68215 members Entering Unmasked Estep Score: -35769364.000000 Penalty: 14750.308594 Iteration 15Q: 3 clusters Score -3.576936e+07 nChanged 4787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105572 members Mstep: Class 2 contains 64006 members Entering Unmasked Estep Score: -35770828.000000 Penalty: 14750.308594 Iteration 16Q: 3 clusters Score -3.577083e+07 nChanged 5249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110573 members Mstep: Class 2 contains 59005 members Entering Unmasked Estep Score: -35772720.000000 Penalty: 14750.308594 Iteration 17Q: 3 clusters Score -3.577272e+07 nChanged 5952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116431 members Mstep: Class 2 contains 53147 members Entering Unmasked Estep Score: -35775244.000000 Penalty: 14750.308594 Iteration 18Q: 3 clusters Score -3.577524e+07 nChanged 6706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123119 members Mstep: Class 2 contains 46459 members Entering Unmasked Estep Score: -35778452.000000 Penalty: 14750.308594 Iteration 19Q: 3 clusters Score -3.577845e+07 nChanged 7447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130562 members Mstep: Class 2 contains 39016 members Entering Unmasked Estep Score: -35782228.000000 Penalty: 14750.308594 Iteration 20F: 3 clusters Score -3.578223e+07 nChanged 7926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138486 members Mstep: Class 2 contains 31092 members Entering Unmasked Estep Score: -35786888.000000 Penalty: 14750.308594 Iteration 21Q: 3 clusters Score -3.578689e+07 nChanged 7736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146222 members Mstep: Class 2 contains 23356 members Entering Unmasked Estep Score: -35791800.000000 Penalty: 14750.308594 Iteration 22Q: 3 clusters Score -3.57918e+07 nChanged 6814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153036 members Mstep: Class 2 contains 16542 members Entering Unmasked Estep Score: -35796256.000000 Penalty: 14750.308594 Iteration 23Q: 3 clusters Score -3.579626e+07 nChanged 5299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158335 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -35800000.000000 Penalty: 14750.308594 Iteration 24Q: 3 clusters Score -3.58e+07 nChanged 3675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162006 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -35802212.000000 Penalty: 14750.308594 Iteration 25Q: 3 clusters Score -3.580221e+07 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164358 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -35803716.000000 Penalty: 14750.308594 Iteration 26Q: 3 clusters Score -3.580372e+07 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165821 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -35804716.000000 Penalty: 14750.308594 Iteration 27Q: 3 clusters Score -3.580472e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166654 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -35805164.000000 Penalty: 14750.308594 Iteration 28Q: 3 clusters Score -3.580516e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167139 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -35805512.000000 Penalty: 14750.308594 Iteration 29Q: 3 clusters Score -3.580551e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167447 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -35805776.000000 Penalty: 14750.308594 Iteration 30Q: 3 clusters Score -3.580578e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167648 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -35805928.000000 Penalty: 14750.308594 Iteration 31Q: 3 clusters Score -3.580593e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167793 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -35806060.000000 Penalty: 14750.308594 Iteration 32Q: 3 clusters Score -3.580606e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167884 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -35806124.000000 Penalty: 14750.308594 Iteration 33Q: 3 clusters Score -3.580612e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167964 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -35806180.000000 Penalty: 14750.308594 Iteration 34Q: 3 clusters Score -3.580618e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168020 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -35806244.000000 Penalty: 14750.308594 Iteration 35Q: 3 clusters Score -3.580624e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168056 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -35806244.000000 Penalty: 14750.308594 Iteration 36Q: 3 clusters Score -3.580624e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168075 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -35806248.000000 Penalty: 14750.308594 Iteration 37Q: 3 clusters Score -3.580625e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168090 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -35806256.000000 Penalty: 14750.308594 Iteration 38Q: 3 clusters Score -3.580626e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168112 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -35806244.000000 Penalty: 14750.308594 Iteration 39Q: 3 clusters Score -3.580624e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168126 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -35806244.000000 Penalty: 14750.308594 Iteration 40F: 3 clusters Score -3.580624e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168133 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -35806268.000000 Penalty: 14750.308594 Iteration 41Q: 3 clusters Score -3.580627e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168143 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -35806288.000000 Penalty: 14750.308594 Iteration 42Q: 3 clusters Score -3.580629e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168152 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -35806292.000000 Penalty: 14750.308594 Iteration 43Q: 3 clusters Score -3.580629e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168164 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -35806296.000000 Penalty: 14750.308594 Iteration 44Q: 3 clusters Score -3.58063e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168176 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -35806284.000000 Penalty: 14750.308594 Iteration 45Q: 3 clusters Score -3.580628e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168192 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -35806292.000000 Penalty: 14750.308594 Iteration 46Q: 3 clusters Score -3.580629e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168199 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -35806292.000000 Penalty: 14750.308594 Iteration 47Q: 3 clusters Score -3.580629e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168203 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -35806272.000000 Penalty: 14750.308594 Iteration 48Q: 3 clusters Score -3.580627e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168209 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -35806280.000000 Penalty: 14750.308594 Iteration 49Q: 3 clusters Score -3.580628e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168215 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -35806308.000000 Penalty: 14750.308594 Iteration 50Q: 3 clusters Score -3.580631e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168220 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -35806292.000000 Penalty: 14750.308594 Iteration 51Q: 3 clusters Score -3.580629e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168226 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -35806288.000000 Penalty: 14750.308594 Iteration 52Q: 3 clusters Score -3.580629e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168233 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -35806312.000000 Penalty: 14750.308594 Iteration 53Q: 3 clusters Score -3.580631e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168241 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -35806308.000000 Penalty: 14750.308594 Iteration 54Q: 3 clusters Score -3.580631e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168242 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -35806312.000000 Penalty: 14750.308594 Iteration 55Q: 3 clusters Score -3.580631e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168244 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -35806316.000000 Penalty: 14750.308594 Iteration 56Q: 3 clusters Score -3.580632e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168245 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -35806324.000000 Penalty: 14750.308594 Iteration 57Q: 3 clusters Score -3.580632e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168244 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -35806312.000000 Penalty: 14750.308594 Iteration 58Q: 3 clusters Score -3.580631e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168244 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -35806332.000000 Penalty: 14750.308594 Iteration 59Q: 3 clusters Score -3.580633e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168246 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -35806324.000000 Penalty: 14750.308594 Iteration 60F: 3 clusters Score -3.580632e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168249 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -35806328.000000 Penalty: 14750.308594 Iteration 61Q: 3 clusters Score -3.580633e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168251 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -35806348.000000 Penalty: 14750.308594 Iteration 62Q: 3 clusters Score -3.580635e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168253 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -35806352.000000 Penalty: 14750.308594 Iteration 63Q: 3 clusters Score -3.580635e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168257 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -35806348.000000 Penalty: 14750.308594 Iteration 64Q: 3 clusters Score -3.580635e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168264 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -35806352.000000 Penalty: 14750.308594 Iteration 65Q: 3 clusters Score -3.580635e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168265 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -35806348.000000 Penalty: 14750.308594 Iteration 66Q: 3 clusters Score -3.580635e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168268 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -35806340.000000 Penalty: 14750.308594 Iteration 67Q: 3 clusters Score -3.580634e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168267 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -35806332.000000 Penalty: 14750.308594 Iteration 68Q: 3 clusters Score -3.580633e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168268 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -35806348.000000 Penalty: 14750.308594 Iteration 69Q: 3 clusters Score -3.580635e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168271 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -35806360.000000 Penalty: 14750.308594 Iteration 70Q: 3 clusters Score -3.580636e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168271 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -35806360.000000 Penalty: 14750.308594 Iteration 71Q: 3 clusters Score -3.580636e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168274 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -35806356.000000 Penalty: 14750.308594 Iteration 72Q: 3 clusters Score -3.580636e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168273 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -35806352.000000 Penalty: 14750.308594 Iteration 73Q: 3 clusters Score -3.580635e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168273 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -35806352.000000 Penalty: 14750.308594 Iteration 74F: 3 clusters Score -3.580635e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (95879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95879 members Entering Unmasked Estep Score: -20344032.000000 Penalty: 7025.891113 Iteration 0F: 2 clusters Score -2.034403e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48232 members Mstep: Class 2 contains 47647 members Entering Unmasked Estep Score: -20278826.000000 Penalty: 14051.782227 Iteration 0F: 3 clusters Score -2.027883e+07 nChanged 43560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50106 members Mstep: Class 2 contains 45773 members Entering Unmasked Estep Score: -20302496.000000 Penalty: 14051.782227 Iteration 1F: 3 clusters Score -2.03025e+07 nChanged 4138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51352 members Mstep: Class 2 contains 44527 members Entering Unmasked Estep Score: -20303732.000000 Penalty: 14051.782227 Iteration 2Q: 3 clusters Score -2.030373e+07 nChanged 4026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53144 members Mstep: Class 2 contains 42735 members Entering Unmasked Estep Score: -20305036.000000 Penalty: 14051.782227 Iteration 3Q: 3 clusters Score -2.030504e+07 nChanged 4314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55750 members Mstep: Class 2 contains 40129 members Entering Unmasked Estep Score: -20306692.000000 Penalty: 14051.782227 Iteration 4Q: 3 clusters Score -2.030669e+07 nChanged 4715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59331 members Mstep: Class 2 contains 36548 members Entering Unmasked Estep Score: -20308888.000000 Penalty: 14051.782227 Iteration 5Q: 3 clusters Score -2.030889e+07 nChanged 5523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64044 members Mstep: Class 2 contains 31835 members Entering Unmasked Estep Score: -20312212.000000 Penalty: 14051.782227 Iteration 6F: 3 clusters Score -2.031221e+07 nChanged 6257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69735 members Mstep: Class 2 contains 26144 members Entering Unmasked Estep Score: -20316364.000000 Penalty: 14051.782227 Iteration 7F: 3 clusters Score -2.031636e+07 nChanged 6492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75867 members Mstep: Class 2 contains 20012 members Entering Unmasked Estep Score: -20321166.000000 Penalty: 14051.782227 Iteration 8F: 3 clusters Score -2.032117e+07 nChanged 6116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81801 members Mstep: Class 2 contains 14078 members Entering Unmasked Estep Score: -20326164.000000 Penalty: 14051.782227 Iteration 9F: 3 clusters Score -2.032616e+07 nChanged 4983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86718 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -20330526.000000 Penalty: 14051.782227 Iteration 10F: 3 clusters Score -2.033053e+07 nChanged 3605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90291 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -20333538.000000 Penalty: 14051.782227 Iteration 11Q: 3 clusters Score -2.033354e+07 nChanged 2208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92475 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -20335364.000000 Penalty: 14051.782227 Iteration 12Q: 3 clusters Score -2.033536e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93700 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -20336392.000000 Penalty: 14051.782227 Iteration 13Q: 3 clusters Score -2.033639e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94319 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -20336984.000000 Penalty: 14051.782227 Iteration 14Q: 3 clusters Score -2.033698e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94627 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -20337300.000000 Penalty: 14051.782227 Iteration 15Q: 3 clusters Score -2.03373e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94803 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -20337534.000000 Penalty: 14051.782227 Iteration 16Q: 3 clusters Score -2.033753e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94914 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -20337662.000000 Penalty: 14051.782227 Iteration 17Q: 3 clusters Score -2.033766e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94968 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -20337756.000000 Penalty: 14051.782227 Iteration 18Q: 3 clusters Score -2.033776e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95011 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -20337808.000000 Penalty: 14051.782227 Iteration 19Q: 3 clusters Score -2.033781e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95028 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -20337842.000000 Penalty: 14051.782227 Iteration 20F: 3 clusters Score -2.033784e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95040 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -20337882.000000 Penalty: 14051.782227 Iteration 21Q: 3 clusters Score -2.033788e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95053 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -20337932.000000 Penalty: 14051.782227 Iteration 22Q: 3 clusters Score -2.033793e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95061 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -20337944.000000 Penalty: 14051.782227 Iteration 23Q: 3 clusters Score -2.033794e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95062 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -20337932.000000 Penalty: 14051.782227 Iteration 24Q: 3 clusters Score -2.033793e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95063 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -20337932.000000 Penalty: 14051.782227 Iteration 25Q: 3 clusters Score -2.033793e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95064 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -20337932.000000 Penalty: 14051.782227 Iteration 26Q: 3 clusters Score -2.033793e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95064 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -20337936.000000 Penalty: 14051.782227 Iteration 27Q: 3 clusters Score -2.033794e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95064 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -20337936.000000 Penalty: 14051.782227 Iteration 28F: 3 clusters Score -2.033794e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (8545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Entering Unmasked Estep Score: -1746970.125000 Penalty: 5545.024902 Iteration 0F: 2 clusters Score -1746970 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1737700.500000 Penalty: 11090.049805 Iteration 0F: 3 clusters Score -1737700 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1739640.500000 Penalty: 11090.049805 Iteration 1F: 3 clusters Score -1739640 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1740079.750000 Penalty: 11090.049805 Iteration 2F: 3 clusters Score -1740080 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1740449.875000 Penalty: 11090.049805 Iteration 3Q: 3 clusters Score -1740450 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1740869.000000 Penalty: 11090.049805 Iteration 4Q: 3 clusters Score -1740869 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1741466.000000 Penalty: 11090.049805 Iteration 5Q: 3 clusters Score -1741466 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1742327.875000 Penalty: 11090.049805 Iteration 6F: 3 clusters Score -1742328 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1743210.625000 Penalty: 11090.049805 Iteration 7F: 3 clusters Score -1743211 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1743949.875000 Penalty: 11090.049805 Iteration 8F: 3 clusters Score -1743950 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1744459.000000 Penalty: 11090.049805 Iteration 9F: 3 clusters Score -1744459 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1744700.250000 Penalty: 11090.049805 Iteration 10Q: 3 clusters Score -1744700 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1744837.250000 Penalty: 11090.049805 Iteration 11Q: 3 clusters Score -1744837 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1744930.625000 Penalty: 11090.049805 Iteration 12Q: 3 clusters Score -1744931 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1744984.000000 Penalty: 11090.049805 Iteration 13Q: 3 clusters Score -1744984 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -1745027.875000 Penalty: 11090.049805 Iteration 14Q: 3 clusters Score -1745028 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1745065.375000 Penalty: 11090.049805 Iteration 15Q: 3 clusters Score -1745065 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1745112.500000 Penalty: 11090.049805 Iteration 16Q: 3 clusters Score -1745112 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1745129.375000 Penalty: 11090.049805 Iteration 17Q: 3 clusters Score -1745129 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1745153.125000 Penalty: 11090.049805 Iteration 18Q: 3 clusters Score -1745153 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1745170.500000 Penalty: 11090.049805 Iteration 19Q: 3 clusters Score -1745170 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1745192.750000 Penalty: 11090.049805 Iteration 20F: 3 clusters Score -1745193 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1745213.000000 Penalty: 11090.049805 Iteration 21Q: 3 clusters Score -1745213 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1745225.125000 Penalty: 11090.049805 Iteration 22Q: 3 clusters Score -1745225 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1745236.875000 Penalty: 11090.049805 Iteration 23Q: 3 clusters Score -1745237 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1745251.625000 Penalty: 11090.049805 Iteration 24Q: 3 clusters Score -1745252 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1745260.625000 Penalty: 11090.049805 Iteration 25Q: 3 clusters Score -1745261 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1745274.375000 Penalty: 11090.049805 Iteration 26Q: 3 clusters Score -1745274 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1745281.000000 Penalty: 11090.049805 Iteration 27Q: 3 clusters Score -1745281 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1745288.000000 Penalty: 11090.049805 Iteration 28Q: 3 clusters Score -1745288 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1745294.000000 Penalty: 11090.049805 Iteration 29Q: 3 clusters Score -1745294 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1745302.875000 Penalty: 11090.049805 Iteration 30Q: 3 clusters Score -1745303 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1745305.125000 Penalty: 11090.049805 Iteration 31Q: 3 clusters Score -1745305 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1745309.000000 Penalty: 11090.049805 Iteration 32Q: 3 clusters Score -1745309 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1745312.125000 Penalty: 11090.049805 Iteration 33Q: 3 clusters Score -1745312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1745315.750000 Penalty: 11090.049805 Iteration 34Q: 3 clusters Score -1745316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1745317.125000 Penalty: 11090.049805 Iteration 35Q: 3 clusters Score -1745317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1745319.250000 Penalty: 11090.049805 Iteration 36Q: 3 clusters Score -1745319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1745319.125000 Penalty: 11090.049805 Iteration 37Q: 3 clusters Score -1745319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1745320.875000 Penalty: 11090.049805 Iteration 38Q: 3 clusters Score -1745321 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1745319.625000 Penalty: 11090.049805 Iteration 39Q: 3 clusters Score -1745320 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1745319.625000 Penalty: 11090.049805 Iteration 40F: 3 clusters Score -1745320 nChanged 0 --- Evaluating fit on full set of 1715121 points --- Entering Unmasked Estep Score: -358673984.000000 Penalty: 175848.671875 23->21 Clusters: Score -358673984.000000, best is -358723456.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 571707 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25046 members Mstep: Class 2 contains 24947 members Mstep: Class 3 contains 24834 members Mstep: Class 4 contains 24749 members Mstep: Class 5 contains 24822 members Mstep: Class 6 contains 24727 members Mstep: Class 7 contains 24838 members Mstep: Class 8 contains 25127 members Mstep: Class 9 contains 24848 members Mstep: Class 10 contains 24741 members Mstep: Class 11 contains 25020 members Mstep: Class 12 contains 24806 members Mstep: Class 13 contains 25023 members Mstep: Class 14 contains 24940 members Mstep: Class 15 contains 24881 members Mstep: Class 16 contains 24540 members Mstep: Class 17 contains 24920 members Mstep: Class 18 contains 24732 members Mstep: Class 19 contains 24799 members Mstep: Class 20 contains 24838 members Mstep: Class 21 contains 24800 members Mstep: Class 22 contains 25057 members Mstep: Class 23 contains 24672 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 625.593384 but Gain 8119.531250 Score: -113585208.000000 Penalty: 178629.750000 Iteration 0F: 23 clusters Score -1.135852e+08 nChanged 543399 Entering Unmasked Mstep Mstep: Class 0 contains 2361 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 8701 members Mstep: Class 3 contains 18158 members Mstep: Class 4 contains 19580 members Mstep: Class 5 contains 34487 members Mstep: Class 6 contains 19453 members Mstep: Class 7 contains 10419 members Mstep: Class 8 contains 5245 members Mstep: Class 9 contains 4127 members Mstep: Class 10 contains 37281 members Mstep: Class 11 contains 50874 members Mstep: Class 12 contains 18364 members Mstep: Class 13 contains 15244 members Mstep: Class 15 contains 37671 members Mstep: Class 16 contains 10969 members Mstep: Class 17 contains 27944 members Mstep: Class 18 contains 16682 members Mstep: Class 19 contains 6511 members Mstep: Class 20 contains 30065 members Mstep: Class 21 contains 171370 members Mstep: Class 22 contains 11369 members Mstep: Class 23 contains 8758 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 4018.237305 but Gain 8119.531250 Score: -117627728.000000 Penalty: 170510.218750 Iteration 1F: 22 clusters Score -1.176277e+08 nChanged 229379 Entering Unmasked Mstep Mstep: Class 0 contains 2133 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 12931 members Mstep: Class 3 contains 9292 members Mstep: Class 4 contains 26286 members Mstep: Class 5 contains 25567 members Mstep: Class 6 contains 22524 members Mstep: Class 7 contains 1972 members Mstep: Class 8 contains 1656 members Mstep: Class 9 contains 2333 members Mstep: Class 10 contains 34413 members Mstep: Class 11 contains 41743 members Mstep: Class 12 contains 11992 members Mstep: Class 13 contains 7403 members Mstep: Class 15 contains 24561 members Mstep: Class 17 contains 34596 members Mstep: Class 18 contains 13327 members Mstep: Class 19 contains 1451 members Mstep: Class 20 contains 19336 members Mstep: Class 21 contains 262712 members Mstep: Class 22 contains 6454 members Mstep: Class 23 contains 7026 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 4047.706299 but Gain 8119.546875 Score: -118206024.000000 Penalty: 162390.671875 Iteration 2F: 21 clusters Score -1.18206e+08 nChanged 141780 Entering Unmasked Mstep Mstep: Class 0 contains 1857 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 21102 members Mstep: Class 3 contains 4615 members Mstep: Class 4 contains 37273 members Mstep: Class 5 contains 14982 members Mstep: Class 6 contains 30457 members Mstep: Class 7 contains 492 members Mstep: Class 8 contains 476 members Mstep: Class 9 contains 2387 members Mstep: Class 10 contains 22466 members Mstep: Class 11 contains 47397 members Mstep: Class 12 contains 8356 members Mstep: Class 15 contains 17259 members Mstep: Class 17 contains 36864 members Mstep: Class 18 contains 11938 members Mstep: Class 19 contains 642 members Mstep: Class 20 contains 12608 members Mstep: Class 21 contains 288165 members Mstep: Class 22 contains 6004 members Mstep: Class 23 contains 4580 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 5473.693848 but Gain 8119.531250 Score: -118465208.000000 Penalty: 154271.140625 Iteration 3F: 20 clusters Score -1.184652e+08 nChanged 90903 Entering Unmasked Mstep Mstep: Class 0 contains 1318 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 27295 members Mstep: Class 3 contains 3534 members Mstep: Class 4 contains 39837 members Mstep: Class 5 contains 10162 members Mstep: Class 6 contains 33247 members Mstep: Class 7 contains 568 members Mstep: Class 8 contains 302 members Mstep: Class 9 contains 2432 members Mstep: Class 10 contains 15663 members Mstep: Class 11 contains 65303 members Mstep: Class 12 contains 6938 members Mstep: Class 15 contains 15564 members Mstep: Class 17 contains 41496 members Mstep: Class 18 contains 9158 members Mstep: Class 19 contains 502 members Mstep: Class 20 contains 10396 members Mstep: Class 21 contains 280631 members Mstep: Class 22 contains 5446 members Entering Unmasked Estep ConsiderDeletion Score: -118707784.000000 Penalty: 154271.140625 Iteration 4F: 20 clusters Score -1.187078e+08 nChanged 69092 Entering Unmasked Mstep Mstep: Class 0 contains 376 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 30514 members Mstep: Class 3 contains 3383 members Mstep: Class 4 contains 38696 members Mstep: Class 5 contains 7575 members Mstep: Class 6 contains 31854 members Mstep: Class 7 contains 999 members Mstep: Class 8 contains 383 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 12741 members Mstep: Class 11 contains 85110 members Mstep: Class 12 contains 7468 members Mstep: Class 15 contains 15502 members Mstep: Class 17 contains 48390 members Mstep: Class 18 contains 8096 members Mstep: Class 19 contains 446 members Mstep: Class 20 contains 9587 members Mstep: Class 21 contains 261387 members Mstep: Class 22 contains 4500 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 7435.177734 but Gain 8119.531250 Score: -118852080.000000 Penalty: 146151.609375 Iteration 5F: 19 clusters Score -1.188521e+08 nChanged 63352 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 31616 members Mstep: Class 3 contains 3661 members Mstep: Class 4 contains 38089 members Mstep: Class 6 contains 28528 members Mstep: Class 7 contains 1101 members Mstep: Class 8 contains 516 members Mstep: Class 9 contains 2446 members Mstep: Class 10 contains 12603 members Mstep: Class 11 contains 104775 members Mstep: Class 12 contains 8810 members Mstep: Class 15 contains 16089 members Mstep: Class 17 contains 58497 members Mstep: Class 18 contains 7288 members Mstep: Class 19 contains 407 members Mstep: Class 20 contains 9664 members Mstep: Class 21 contains 241607 members Mstep: Class 22 contains 3623 members Entering Unmasked Estep ConsiderDeletion Score: -118945048.000000 Penalty: 146151.609375 Iteration 6F: 19 clusters Score -1.18945e+08 nChanged 49936 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 31542 members Mstep: Class 3 contains 4003 members Mstep: Class 4 contains 38458 members Mstep: Class 6 contains 23660 members Mstep: Class 7 contains 1142 members Mstep: Class 8 contains 556 members Mstep: Class 9 contains 2441 members Mstep: Class 10 contains 13349 members Mstep: Class 11 contains 120119 members Mstep: Class 12 contains 9156 members Mstep: Class 15 contains 16479 members Mstep: Class 17 contains 69386 members Mstep: Class 18 contains 6365 members Mstep: Class 19 contains 361 members Mstep: Class 20 contains 9521 members Mstep: Class 21 contains 219777 members Mstep: Class 22 contains 3090 members Entering Unmasked Estep ConsiderDeletion Score: -119001168.000000 Penalty: 146151.609375 Iteration 7F: 19 clusters Score -1.190012e+08 nChanged 41326 Entering Unmasked Mstep Mstep: Class 0 contains 117 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 31235 members Mstep: Class 3 contains 4210 members Mstep: Class 4 contains 38851 members Mstep: Class 6 contains 19213 members Mstep: Class 7 contains 1142 members Mstep: Class 8 contains 588 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 14440 members Mstep: Class 11 contains 132882 members Mstep: Class 12 contains 9228 members Mstep: Class 15 contains 16700 members Mstep: Class 17 contains 79602 members Mstep: Class 18 contains 5591 members Mstep: Class 19 contains 330 members Mstep: Class 20 contains 9347 members Mstep: Class 21 contains 200824 members Mstep: Class 22 contains 2816 members Entering Unmasked Estep ConsiderDeletion Score: -119039752.000000 Penalty: 146151.609375 Iteration 8F: 19 clusters Score -1.190398e+08 nChanged 33919 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 30956 members Mstep: Class 3 contains 4346 members Mstep: Class 4 contains 39034 members Mstep: Class 6 contains 15501 members Mstep: Class 7 contains 1139 members Mstep: Class 8 contains 643 members Mstep: Class 9 contains 2435 members Mstep: Class 10 contains 15649 members Mstep: Class 11 contains 143185 members Mstep: Class 12 contains 9173 members Mstep: Class 15 contains 16735 members Mstep: Class 17 contains 88222 members Mstep: Class 18 contains 5113 members Mstep: Class 19 contains 313 members Mstep: Class 20 contains 9204 members Mstep: Class 21 contains 185142 members Mstep: Class 22 contains 2700 members Entering Unmasked Estep ConsiderDeletion Score: -119068016.000000 Penalty: 146151.609375 Iteration 9F: 19 clusters Score -1.19068e+08 nChanged 28347 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 30736 members Mstep: Class 3 contains 4438 members Mstep: Class 4 contains 39048 members Mstep: Class 6 contains 12633 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 683 members Mstep: Class 9 contains 2434 members Mstep: Class 10 contains 17092 members Mstep: Class 11 contains 151662 members Mstep: Class 12 contains 9092 members Mstep: Class 15 contains 16711 members Mstep: Class 17 contains 95024 members Mstep: Class 18 contains 4795 members Mstep: Class 19 contains 301 members Mstep: Class 20 contains 9246 members Mstep: Class 21 contains 171861 members Mstep: Class 22 contains 2639 members Entering Unmasked Estep ConsiderDeletion Score: -119087648.000000 Penalty: 146151.609375 Iteration 10Q: 19 clusters Score -1.190876e+08 nChanged 23205 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 30423 members Mstep: Class 3 contains 4557 members Mstep: Class 4 contains 39173 members Mstep: Class 6 contains 10535 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 2434 members Mstep: Class 10 contains 18578 members Mstep: Class 11 contains 158634 members Mstep: Class 12 contains 9000 members Mstep: Class 15 contains 16649 members Mstep: Class 17 contains 100309 members Mstep: Class 18 contains 4487 members Mstep: Class 19 contains 291 members Mstep: Class 20 contains 9356 members Mstep: Class 21 contains 160685 members Mstep: Class 22 contains 2601 members Entering Unmasked Estep ConsiderDeletion Score: -119102336.000000 Penalty: 146151.609375 Iteration 11Q: 19 clusters Score -1.191023e+08 nChanged 19080 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 30140 members Mstep: Class 3 contains 4731 members Mstep: Class 4 contains 39310 members Mstep: Class 6 contains 8885 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 729 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 19856 members Mstep: Class 11 contains 164776 members Mstep: Class 12 contains 8926 members Mstep: Class 15 contains 16508 members Mstep: Class 17 contains 104176 members Mstep: Class 18 contains 4252 members Mstep: Class 19 contains 290 members Mstep: Class 20 contains 9411 members Mstep: Class 21 contains 151447 members Mstep: Class 22 contains 2568 members Entering Unmasked Estep ConsiderDeletion Score: -119112536.000000 Penalty: 146151.609375 Iteration 12Q: 19 clusters Score -1.191125e+08 nChanged 15343 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 29938 members Mstep: Class 3 contains 4968 members Mstep: Class 4 contains 39441 members Mstep: Class 6 contains 7709 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 740 members Mstep: Class 9 contains 2443 members Mstep: Class 10 contains 20865 members Mstep: Class 11 contains 169835 members Mstep: Class 12 contains 8840 members Mstep: Class 15 contains 16372 members Mstep: Class 17 contains 107063 members Mstep: Class 18 contains 4095 members Mstep: Class 19 contains 282 members Mstep: Class 20 contains 9424 members Mstep: Class 21 contains 143898 members Mstep: Class 22 contains 2540 members Entering Unmasked Estep ConsiderDeletion Score: -119119816.000000 Penalty: 146151.609375 Iteration 13Q: 19 clusters Score -1.191198e+08 nChanged 12813 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 29828 members Mstep: Class 3 contains 5226 members Mstep: Class 4 contains 39602 members Mstep: Class 6 contains 6793 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 749 members Mstep: Class 9 contains 2446 members Mstep: Class 10 contains 21770 members Mstep: Class 11 contains 174009 members Mstep: Class 12 contains 8762 members Mstep: Class 15 contains 16217 members Mstep: Class 17 contains 109111 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 281 members Mstep: Class 20 contains 9358 members Mstep: Class 21 contains 137810 members Mstep: Class 22 contains 2526 members Entering Unmasked Estep ConsiderDeletion Score: -119123944.000000 Penalty: 146151.609375 Iteration 14Q: 19 clusters Score -1.191239e+08 nChanged 10642 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 29791 members Mstep: Class 3 contains 5552 members Mstep: Class 4 contains 39780 members Mstep: Class 6 contains 6083 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 2446 members Mstep: Class 10 contains 22637 members Mstep: Class 11 contains 177075 members Mstep: Class 12 contains 8693 members Mstep: Class 15 contains 16096 members Mstep: Class 17 contains 110813 members Mstep: Class 18 contains 3875 members Mstep: Class 19 contains 278 members Mstep: Class 20 contains 9230 members Mstep: Class 21 contains 132852 members Mstep: Class 22 contains 2513 members Entering Unmasked Estep ConsiderDeletion Score: -119126776.000000 Penalty: 146151.609375 Iteration 15Q: 19 clusters Score -1.191268e+08 nChanged 9114 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 29772 members Mstep: Class 3 contains 5837 members Mstep: Class 4 contains 39971 members Mstep: Class 6 contains 5545 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 2448 members Mstep: Class 10 contains 23493 members Mstep: Class 11 contains 179406 members Mstep: Class 12 contains 8643 members Mstep: Class 15 contains 15971 members Mstep: Class 17 contains 112367 members Mstep: Class 18 contains 3793 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 9039 members Mstep: Class 21 contains 128652 members Mstep: Class 22 contains 2500 members Entering Unmasked Estep ConsiderDeletion Score: -119129704.000000 Penalty: 146151.609375 Iteration 16Q: 19 clusters Score -1.191297e+08 nChanged 8111 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 29838 members Mstep: Class 3 contains 6057 members Mstep: Class 4 contains 40175 members Mstep: Class 6 contains 5122 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 767 members Mstep: Class 9 contains 2445 members Mstep: Class 10 contains 24382 members Mstep: Class 11 contains 181198 members Mstep: Class 12 contains 8613 members Mstep: Class 15 contains 15852 members Mstep: Class 17 contains 113847 members Mstep: Class 18 contains 3734 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 8877 members Mstep: Class 21 contains 124826 members Mstep: Class 22 contains 2475 members Entering Unmasked Estep ConsiderDeletion Score: -119132528.000000 Penalty: 146151.609375 Iteration 17Q: 19 clusters Score -1.191325e+08 nChanged 7513 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 29889 members Mstep: Class 3 contains 6276 members Mstep: Class 4 contains 40360 members Mstep: Class 6 contains 4819 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 768 members Mstep: Class 9 contains 2441 members Mstep: Class 10 contains 25391 members Mstep: Class 11 contains 182561 members Mstep: Class 12 contains 8588 members Mstep: Class 15 contains 15770 members Mstep: Class 17 contains 115352 members Mstep: Class 18 contains 3667 members Mstep: Class 19 contains 274 members Mstep: Class 20 contains 8678 members Mstep: Class 21 contains 121190 members Mstep: Class 22 contains 2458 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 7789.473145 but Gain 8119.531250 Score: -119135912.000000 Penalty: 138032.078125 Iteration 18Q: 18 clusters Score -1.191359e+08 nChanged 12055 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 29960 members Mstep: Class 3 contains 6509 members Mstep: Class 4 contains 42337 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 770 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 26580 members Mstep: Class 11 contains 186104 members Mstep: Class 12 contains 8626 members Mstep: Class 15 contains 15697 members Mstep: Class 17 contains 117109 members Mstep: Class 18 contains 3762 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 8564 members Mstep: Class 21 contains 117302 members Mstep: Class 22 contains 2451 members Entering Unmasked Estep ConsiderDeletion Score: -119144928.000000 Penalty: 138032.078125 Iteration 19Q: 18 clusters Score -1.191449e+08 nChanged 8613 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 30123 members Mstep: Class 3 contains 6722 members Mstep: Class 4 contains 42753 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 2438 members Mstep: Class 10 contains 27848 members Mstep: Class 11 contains 186468 members Mstep: Class 12 contains 8578 members Mstep: Class 15 contains 15628 members Mstep: Class 17 contains 119232 members Mstep: Class 18 contains 3585 members Mstep: Class 19 contains 272 members Mstep: Class 20 contains 8428 members Mstep: Class 21 contains 113190 members Mstep: Class 22 contains 2449 members Entering Unmasked Estep ConsiderDeletion Score: -119148536.000000 Penalty: 138032.078125 Iteration 20F: 18 clusters Score -1.191485e+08 nChanged 8577 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 30320 members Mstep: Class 3 contains 7009 members Mstep: Class 4 contains 43102 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 782 members Mstep: Class 9 contains 2434 members Mstep: Class 10 contains 29204 members Mstep: Class 11 contains 186723 members Mstep: Class 12 contains 8544 members Mstep: Class 15 contains 15542 members Mstep: Class 17 contains 121628 members Mstep: Class 18 contains 3449 members Mstep: Class 19 contains 272 members Mstep: Class 20 contains 8355 members Mstep: Class 21 contains 108687 members Mstep: Class 22 contains 2447 members Entering Unmasked Estep ConsiderDeletion Score: -119152736.000000 Penalty: 138032.078125 Iteration 21Q: 18 clusters Score -1.191527e+08 nChanged 8662 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 30470 members Mstep: Class 3 contains 7335 members Mstep: Class 4 contains 43391 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 795 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 30490 members Mstep: Class 11 contains 186816 members Mstep: Class 12 contains 8526 members Mstep: Class 15 contains 15486 members Mstep: Class 17 contains 124497 members Mstep: Class 18 contains 3314 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 8261 members Mstep: Class 21 contains 103978 members Mstep: Class 22 contains 2447 members Entering Unmasked Estep ConsiderDeletion Score: -119156672.000000 Penalty: 138032.078125 Iteration 22Q: 18 clusters Score -1.191567e+08 nChanged 8511 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 30569 members Mstep: Class 3 contains 7709 members Mstep: Class 4 contains 43608 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 816 members Mstep: Class 9 contains 2432 members Mstep: Class 10 contains 31555 members Mstep: Class 11 contains 186831 members Mstep: Class 12 contains 8520 members Mstep: Class 15 contains 15449 members Mstep: Class 17 contains 127859 members Mstep: Class 18 contains 3189 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 8164 members Mstep: Class 21 contains 99112 members Mstep: Class 22 contains 2447 members Entering Unmasked Estep ConsiderDeletion Score: -119160520.000000 Penalty: 138032.078125 Iteration 23Q: 18 clusters Score -1.191605e+08 nChanged 8342 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 30504 members Mstep: Class 3 contains 8007 members Mstep: Class 4 contains 43755 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 832 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 32370 members Mstep: Class 11 contains 186835 members Mstep: Class 12 contains 8516 members Mstep: Class 15 contains 15417 members Mstep: Class 17 contains 131628 members Mstep: Class 18 contains 3077 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 8093 members Mstep: Class 21 contains 94364 members Mstep: Class 22 contains 2445 members Entering Unmasked Estep ConsiderDeletion Score: -119164312.000000 Penalty: 138032.078125 Iteration 24Q: 18 clusters Score -1.191643e+08 nChanged 7871 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 30304 members Mstep: Class 3 contains 8227 members Mstep: Class 4 contains 43874 members Mstep: Class 7 contains 1138 members Mstep: Class 8 contains 854 members Mstep: Class 9 contains 2431 members Mstep: Class 10 contains 32826 members Mstep: Class 11 contains 186775 members Mstep: Class 12 contains 8510 members Mstep: Class 15 contains 15393 members Mstep: Class 17 contains 135577 members Mstep: Class 18 contains 2959 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 8030 members Mstep: Class 21 contains 90096 members Mstep: Class 22 contains 2442 members Entering Unmasked Estep ConsiderDeletion Score: -119167384.000000 Penalty: 138032.078125 Iteration 25Q: 18 clusters Score -1.191674e+08 nChanged 7351 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 30007 members Mstep: Class 3 contains 8392 members Mstep: Class 4 contains 44008 members Mstep: Class 7 contains 1140 members Mstep: Class 8 contains 869 members Mstep: Class 9 contains 2431 members Mstep: Class 10 contains 32835 members Mstep: Class 11 contains 186585 members Mstep: Class 12 contains 8501 members Mstep: Class 15 contains 15376 members Mstep: Class 17 contains 139543 members Mstep: Class 18 contains 2821 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 8079 members Mstep: Class 21 contains 86428 members Mstep: Class 22 contains 2438 members Entering Unmasked Estep ConsiderDeletion Score: -119170448.000000 Penalty: 138032.078125 Iteration 26Q: 18 clusters Score -1.191704e+08 nChanged 6410 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 29634 members Mstep: Class 3 contains 8506 members Mstep: Class 4 contains 44110 members Mstep: Class 7 contains 1140 members Mstep: Class 8 contains 882 members Mstep: Class 9 contains 2430 members Mstep: Class 10 contains 32469 members Mstep: Class 11 contains 186344 members Mstep: Class 12 contains 8491 members Mstep: Class 15 contains 15347 members Mstep: Class 17 contains 143256 members Mstep: Class 18 contains 2687 members Mstep: Class 19 contains 272 members Mstep: Class 20 contains 8149 members Mstep: Class 21 contains 83584 members Mstep: Class 22 contains 2438 members Entering Unmasked Estep ConsiderDeletion Score: -119172936.000000 Penalty: 138032.078125 Iteration 27Q: 18 clusters Score -1.191729e+08 nChanged 5754 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 29147 members Mstep: Class 3 contains 8595 members Mstep: Class 4 contains 44202 members Mstep: Class 7 contains 1140 members Mstep: Class 8 contains 890 members Mstep: Class 9 contains 2430 members Mstep: Class 10 contains 31851 members Mstep: Class 11 contains 186058 members Mstep: Class 12 contains 8485 members Mstep: Class 15 contains 15329 members Mstep: Class 17 contains 146797 members Mstep: Class 18 contains 2546 members Mstep: Class 19 contains 271 members Mstep: Class 20 contains 8232 members Mstep: Class 21 contains 81338 members Mstep: Class 22 contains 2436 members Entering Unmasked Estep ConsiderDeletion Score: -119174320.000000 Penalty: 138032.078125 Iteration 28Q: 18 clusters Score -1.191743e+08 nChanged 5180 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 28608 members Mstep: Class 3 contains 8671 members Mstep: Class 4 contains 44278 members Mstep: Class 7 contains 1140 members Mstep: Class 8 contains 896 members Mstep: Class 9 contains 2429 members Mstep: Class 10 contains 31030 members Mstep: Class 11 contains 185760 members Mstep: Class 12 contains 8477 members Mstep: Class 15 contains 15306 members Mstep: Class 17 contains 150061 members Mstep: Class 18 contains 2447 members Mstep: Class 19 contains 270 members Mstep: Class 20 contains 8280 members Mstep: Class 21 contains 79664 members Mstep: Class 22 contains 2436 members Entering Unmasked Estep ConsiderDeletion Score: -119175384.000000 Penalty: 138032.078125 Iteration 29Q: 18 clusters Score -1.191754e+08 nChanged 4596 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 27993 members Mstep: Class 3 contains 8758 members Mstep: Class 4 contains 44328 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2429 members Mstep: Class 10 contains 30123 members Mstep: Class 11 contains 185444 members Mstep: Class 12 contains 8473 members Mstep: Class 15 contains 15275 members Mstep: Class 17 contains 153044 members Mstep: Class 18 contains 2359 members Mstep: Class 19 contains 270 members Mstep: Class 20 contains 8366 members Mstep: Class 21 contains 78417 members Mstep: Class 22 contains 2438 members Entering Unmasked Estep ConsiderDeletion Score: -119176832.000000 Penalty: 138032.078125 Iteration 30Q: 18 clusters Score -1.191768e+08 nChanged 4139 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 27410 members Mstep: Class 3 contains 8839 members Mstep: Class 4 contains 44352 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2429 members Mstep: Class 10 contains 29250 members Mstep: Class 11 contains 185167 members Mstep: Class 12 contains 8473 members Mstep: Class 15 contains 15262 members Mstep: Class 17 contains 155693 members Mstep: Class 18 contains 2309 members Mstep: Class 19 contains 270 members Mstep: Class 20 contains 8401 members Mstep: Class 21 contains 77422 members Mstep: Class 22 contains 2440 members Entering Unmasked Estep ConsiderDeletion Score: -119177376.000000 Penalty: 138032.078125 Iteration 31Q: 18 clusters Score -1.191774e+08 nChanged 3686 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 26861 members Mstep: Class 3 contains 8922 members Mstep: Class 4 contains 44380 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2430 members Mstep: Class 10 contains 28310 members Mstep: Class 11 contains 184902 members Mstep: Class 12 contains 8474 members Mstep: Class 15 contains 15250 members Mstep: Class 17 contains 158106 members Mstep: Class 18 contains 2265 members Mstep: Class 19 contains 271 members Mstep: Class 20 contains 8424 members Mstep: Class 21 contains 76682 members Mstep: Class 22 contains 2440 members Entering Unmasked Estep ConsiderDeletion Score: -119178064.000000 Penalty: 138032.078125 Iteration 32Q: 18 clusters Score -1.191781e+08 nChanged 3401 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 26285 members Mstep: Class 3 contains 9004 members Mstep: Class 4 contains 44396 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2430 members Mstep: Class 10 contains 27381 members Mstep: Class 11 contains 184653 members Mstep: Class 12 contains 8478 members Mstep: Class 15 contains 15234 members Mstep: Class 17 contains 160359 members Mstep: Class 18 contains 2224 members Mstep: Class 19 contains 272 members Mstep: Class 20 contains 8465 members Mstep: Class 21 contains 76097 members Mstep: Class 22 contains 2439 members Entering Unmasked Estep ConsiderDeletion Score: -119178376.000000 Penalty: 138032.078125 Iteration 33Q: 18 clusters Score -1.191784e+08 nChanged 3074 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 25716 members Mstep: Class 3 contains 9106 members Mstep: Class 4 contains 44393 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2429 members Mstep: Class 10 contains 26507 members Mstep: Class 11 contains 184438 members Mstep: Class 12 contains 8477 members Mstep: Class 15 contains 15218 members Mstep: Class 17 contains 162373 members Mstep: Class 18 contains 2192 members Mstep: Class 19 contains 272 members Mstep: Class 20 contains 8517 members Mstep: Class 21 contains 75641 members Mstep: Class 22 contains 2438 members Entering Unmasked Estep ConsiderDeletion Score: -119178872.000000 Penalty: 138032.078125 Iteration 34Q: 18 clusters Score -1.191789e+08 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 25250 members Mstep: Class 3 contains 9176 members Mstep: Class 4 contains 44391 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2431 members Mstep: Class 10 contains 25596 members Mstep: Class 11 contains 184212 members Mstep: Class 12 contains 8478 members Mstep: Class 15 contains 15201 members Mstep: Class 17 contains 164233 members Mstep: Class 18 contains 2159 members Mstep: Class 19 contains 272 members Mstep: Class 20 contains 8568 members Mstep: Class 21 contains 75313 members Mstep: Class 22 contains 2437 members Entering Unmasked Estep ConsiderDeletion Score: -119179392.000000 Penalty: 138032.078125 Iteration 35Q: 18 clusters Score -1.191794e+08 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 24837 members Mstep: Class 3 contains 9258 members Mstep: Class 4 contains 44395 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2432 members Mstep: Class 10 contains 24720 members Mstep: Class 11 contains 183951 members Mstep: Class 12 contains 8479 members Mstep: Class 15 contains 15185 members Mstep: Class 17 contains 165950 members Mstep: Class 18 contains 2127 members Mstep: Class 19 contains 272 members Mstep: Class 20 contains 8610 members Mstep: Class 21 contains 75065 members Mstep: Class 22 contains 2436 members Entering Unmasked Estep ConsiderDeletion Score: -119180320.000000 Penalty: 138032.078125 Iteration 36Q: 18 clusters Score -1.191803e+08 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 24467 members Mstep: Class 3 contains 9335 members Mstep: Class 4 contains 44382 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2432 members Mstep: Class 10 contains 23825 members Mstep: Class 11 contains 183707 members Mstep: Class 12 contains 8479 members Mstep: Class 15 contains 15170 members Mstep: Class 17 contains 167596 members Mstep: Class 18 contains 2098 members Mstep: Class 19 contains 271 members Mstep: Class 20 contains 8645 members Mstep: Class 21 contains 74874 members Mstep: Class 22 contains 2436 members Entering Unmasked Estep ConsiderDeletion Score: -119180664.000000 Penalty: 138032.078125 Iteration 37Q: 18 clusters Score -1.191807e+08 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 24179 members Mstep: Class 3 contains 9403 members Mstep: Class 4 contains 44380 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 23012 members Mstep: Class 11 contains 183391 members Mstep: Class 12 contains 8479 members Mstep: Class 15 contains 15161 members Mstep: Class 17 contains 169116 members Mstep: Class 18 contains 2062 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8681 members Mstep: Class 21 contains 74716 members Mstep: Class 22 contains 2435 members Entering Unmasked Estep ConsiderDeletion Score: -119181416.000000 Penalty: 138032.078125 Iteration 38Q: 18 clusters Score -1.191814e+08 nChanged 2287 Entering ConstructFrom: Score: -119181416.000000 Penalty: 138032.078125 Entering ConstructFrom: Trying to split cluster 1 (1857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Entering Unmasked Estep Score: -341289.562500 Penalty: 4610.114746 Iteration 0F: 2 clusters Score -341289.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -336875.187500 Penalty: 9220.229492 Iteration 0F: 3 clusters Score -336875.2 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -338487.125000 Penalty: 9220.229492 Iteration 1F: 3 clusters Score -338487.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -341792.218750 Penalty: 9220.229492 Iteration 2F: 3 clusters Score -341792.2 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -348045.781250 Penalty: 9220.229492 Iteration 3F: 3 clusters Score -348045.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -354569.375000 Penalty: 9220.229492 Iteration 4F: 3 clusters Score -354569.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -359104.718750 Penalty: 9220.229492 Iteration 5Q: 3 clusters Score -359104.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -359104.718750 Penalty: 9220.229492 Iteration 6F: 3 clusters Score -359104.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 5 contains 538 members Mstep: Class 7 contains 1141 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 183076 members Mstep: Class 12 contains 8478 members Mstep: Class 15 contains 15142 members Mstep: Class 17 contains 170566 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 74589 members Mstep: Class 22 contains 2435 members Entering Unmasked Estep Score: -119196104.000000 Penalty: 146151.609375 Splitting cluster 1 changes total score from -119181416.000000 to -119196104.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 2 (23919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23919 members Entering Unmasked Estep Score: -4871611.000000 Penalty: 6175.487305 Iteration 0F: 2 clusters Score -4871611 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -4852504.000000 Penalty: 12350.974609 Iteration 0F: 3 clusters Score -4852504 nChanged 9984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -4857794.000000 Penalty: 12350.974609 Iteration 1F: 3 clusters Score -4857794 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 12031 members Entering Unmasked Estep Score: -4858460.500000 Penalty: 12350.974609 Iteration 2F: 3 clusters Score -4858460 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -4858923.500000 Penalty: 12350.974609 Iteration 3Q: 3 clusters Score -4858924 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -4859305.500000 Penalty: 12350.974609 Iteration 4Q: 3 clusters Score -4859306 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -4859592.500000 Penalty: 12350.974609 Iteration 5Q: 3 clusters Score -4859592 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 12318 members Entering Unmasked Estep Score: -4859860.500000 Penalty: 12350.974609 Iteration 6Q: 3 clusters Score -4859860 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11502 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -4860091.500000 Penalty: 12350.974609 Iteration 7Q: 3 clusters Score -4860092 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 12544 members Entering Unmasked Estep Score: -4860255.000000 Penalty: 12350.974609 Iteration 8Q: 3 clusters Score -4860255 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 12675 members Entering Unmasked Estep Score: -4860418.000000 Penalty: 12350.974609 Iteration 9Q: 3 clusters Score -4860418 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -4860572.000000 Penalty: 12350.974609 Iteration 10Q: 3 clusters Score -4860572 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 12895 members Entering Unmasked Estep Score: -4860672.000000 Penalty: 12350.974609 Iteration 11Q: 3 clusters Score -4860672 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10899 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -4860779.500000 Penalty: 12350.974609 Iteration 12Q: 3 clusters Score -4860780 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 13175 members Entering Unmasked Estep Score: -4860921.500000 Penalty: 12350.974609 Iteration 13Q: 3 clusters Score -4860922 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -4861032.000000 Penalty: 12350.974609 Iteration 14Q: 3 clusters Score -4861032 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 13494 members Entering Unmasked Estep Score: -4861154.500000 Penalty: 12350.974609 Iteration 15Q: 3 clusters Score -4861154 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 13669 members Entering Unmasked Estep Score: -4861297.000000 Penalty: 12350.974609 Iteration 16Q: 3 clusters Score -4861297 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -4861481.500000 Penalty: 12350.974609 Iteration 17Q: 3 clusters Score -4861482 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 14097 members Entering Unmasked Estep Score: -4861654.000000 Penalty: 12350.974609 Iteration 18Q: 3 clusters Score -4861654 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -4861918.500000 Penalty: 12350.974609 Iteration 19Q: 3 clusters Score -4861918 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -4862206.500000 Penalty: 12350.974609 Iteration 20F: 3 clusters Score -4862206 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 15085 members Entering Unmasked Estep Score: -4862531.500000 Penalty: 12350.974609 Iteration 21Q: 3 clusters Score -4862532 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 15512 members Entering Unmasked Estep Score: -4862887.500000 Penalty: 12350.974609 Iteration 22Q: 3 clusters Score -4862888 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 15936 members Entering Unmasked Estep Score: -4863190.500000 Penalty: 12350.974609 Iteration 23Q: 3 clusters Score -4863190 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 16361 members Entering Unmasked Estep Score: -4863510.000000 Penalty: 12350.974609 Iteration 24Q: 3 clusters Score -4863510 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 16747 members Entering Unmasked Estep Score: -4863764.500000 Penalty: 12350.974609 Iteration 25Q: 3 clusters Score -4863764 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 17122 members Entering Unmasked Estep Score: -4864030.500000 Penalty: 12350.974609 Iteration 26Q: 3 clusters Score -4864030 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 17555 members Entering Unmasked Estep Score: -4864321.500000 Penalty: 12350.974609 Iteration 27Q: 3 clusters Score -4864322 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 17992 members Entering Unmasked Estep Score: -4864715.500000 Penalty: 12350.974609 Iteration 28Q: 3 clusters Score -4864716 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 18445 members Entering Unmasked Estep Score: -4865120.500000 Penalty: 12350.974609 Iteration 29Q: 3 clusters Score -4865120 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 18855 members Entering Unmasked Estep Score: -4865484.500000 Penalty: 12350.974609 Iteration 30Q: 3 clusters Score -4865484 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 19208 members Entering Unmasked Estep Score: -4865866.000000 Penalty: 12350.974609 Iteration 31Q: 3 clusters Score -4865866 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -4866156.500000 Penalty: 12350.974609 Iteration 32Q: 3 clusters Score -4866156 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 19723 members Entering Unmasked Estep Score: -4866339.000000 Penalty: 12350.974609 Iteration 33Q: 3 clusters Score -4866339 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 19881 members Entering Unmasked Estep Score: -4866439.500000 Penalty: 12350.974609 Iteration 34Q: 3 clusters Score -4866440 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 20033 members Entering Unmasked Estep Score: -4866519.500000 Penalty: 12350.974609 Iteration 35Q: 3 clusters Score -4866520 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 20153 members Entering Unmasked Estep Score: -4866580.000000 Penalty: 12350.974609 Iteration 36Q: 3 clusters Score -4866580 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 20246 members Entering Unmasked Estep Score: -4866616.000000 Penalty: 12350.974609 Iteration 37Q: 3 clusters Score -4866616 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 20328 members Entering Unmasked Estep Score: -4866679.500000 Penalty: 12350.974609 Iteration 38Q: 3 clusters Score -4866680 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -4866714.000000 Penalty: 12350.974609 Iteration 39Q: 3 clusters Score -4866714 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 20438 members Entering Unmasked Estep Score: -4866719.000000 Penalty: 12350.974609 Iteration 40F: 3 clusters Score -4866719 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 20473 members Entering Unmasked Estep Score: -4866732.000000 Penalty: 12350.974609 Iteration 41Q: 3 clusters Score -4866732 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 20499 members Entering Unmasked Estep Score: -4866729.000000 Penalty: 12350.974609 Iteration 42Q: 3 clusters Score -4866729 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 20520 members Entering Unmasked Estep Score: -4866743.000000 Penalty: 12350.974609 Iteration 43Q: 3 clusters Score -4866743 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 20541 members Entering Unmasked Estep Score: -4866736.000000 Penalty: 12350.974609 Iteration 44Q: 3 clusters Score -4866736 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 20558 members Entering Unmasked Estep Score: -4866731.000000 Penalty: 12350.974609 Iteration 45Q: 3 clusters Score -4866731 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 20582 members Entering Unmasked Estep Score: -4866754.000000 Penalty: 12350.974609 Iteration 46Q: 3 clusters Score -4866754 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 20607 members Entering Unmasked Estep Score: -4866754.000000 Penalty: 12350.974609 Iteration 47Q: 3 clusters Score -4866754 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 20635 members Entering Unmasked Estep Score: -4866763.000000 Penalty: 12350.974609 Iteration 48Q: 3 clusters Score -4866763 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 20661 members Entering Unmasked Estep Score: -4866770.500000 Penalty: 12350.974609 Iteration 49Q: 3 clusters Score -4866770 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -4866782.500000 Penalty: 12350.974609 Iteration 50Q: 3 clusters Score -4866782 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 20703 members Entering Unmasked Estep Score: -4866784.000000 Penalty: 12350.974609 Iteration 51Q: 3 clusters Score -4866784 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 20714 members Entering Unmasked Estep Score: -4866786.000000 Penalty: 12350.974609 Iteration 52Q: 3 clusters Score -4866786 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 20727 members Entering Unmasked Estep Score: -4866788.000000 Penalty: 12350.974609 Iteration 53Q: 3 clusters Score -4866788 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -4866785.000000 Penalty: 12350.974609 Iteration 54Q: 3 clusters Score -4866785 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -4866796.500000 Penalty: 12350.974609 Iteration 55Q: 3 clusters Score -4866796 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 20755 members Entering Unmasked Estep Score: -4866812.500000 Penalty: 12350.974609 Iteration 56Q: 3 clusters Score -4866812 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 20764 members Entering Unmasked Estep Score: -4866809.000000 Penalty: 12350.974609 Iteration 57Q: 3 clusters Score -4866809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 20773 members Entering Unmasked Estep Score: -4866808.000000 Penalty: 12350.974609 Iteration 58Q: 3 clusters Score -4866808 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 20777 members Entering Unmasked Estep Score: -4866805.500000 Penalty: 12350.974609 Iteration 59Q: 3 clusters Score -4866806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 20781 members Entering Unmasked Estep Score: -4866805.000000 Penalty: 12350.974609 Iteration 60F: 3 clusters Score -4866805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 20783 members Entering Unmasked Estep Score: -4866808.000000 Penalty: 12350.974609 Iteration 61Q: 3 clusters Score -4866808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 20783 members Entering Unmasked Estep Score: -4866808.000000 Penalty: 12350.974609 Iteration 62F: 3 clusters Score -4866808 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Entering Unmasked Estep Score: -1995388.500000 Penalty: 5608.560547 Iteration 0F: 2 clusters Score -1995388 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1985483.875000 Penalty: 11217.121094 Iteration 0F: 3 clusters Score -1985484 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -1987761.750000 Penalty: 11217.121094 Iteration 1F: 3 clusters Score -1987762 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1988498.000000 Penalty: 11217.121094 Iteration 2F: 3 clusters Score -1988498 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -1988997.500000 Penalty: 11217.121094 Iteration 3F: 3 clusters Score -1988998 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1989428.625000 Penalty: 11217.121094 Iteration 4F: 3 clusters Score -1989429 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -1989850.750000 Penalty: 11217.121094 Iteration 5Q: 3 clusters Score -1989851 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1990254.000000 Penalty: 11217.121094 Iteration 6Q: 3 clusters Score -1990254 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -1990692.250000 Penalty: 11217.121094 Iteration 7Q: 3 clusters Score -1990692 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1991189.000000 Penalty: 11217.121094 Iteration 8Q: 3 clusters Score -1991189 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -1991685.000000 Penalty: 11217.121094 Iteration 9Q: 3 clusters Score -1991685 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -1992055.750000 Penalty: 11217.121094 Iteration 10Q: 3 clusters Score -1992056 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -1992309.000000 Penalty: 11217.121094 Iteration 11Q: 3 clusters Score -1992309 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1992434.875000 Penalty: 11217.121094 Iteration 12Q: 3 clusters Score -1992435 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1992520.000000 Penalty: 11217.121094 Iteration 13Q: 3 clusters Score -1992520 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1992559.250000 Penalty: 11217.121094 Iteration 14Q: 3 clusters Score -1992559 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1992593.000000 Penalty: 11217.121094 Iteration 15Q: 3 clusters Score -1992593 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -1992615.375000 Penalty: 11217.121094 Iteration 16Q: 3 clusters Score -1992615 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1992633.125000 Penalty: 11217.121094 Iteration 17Q: 3 clusters Score -1992633 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -1992647.250000 Penalty: 11217.121094 Iteration 18Q: 3 clusters Score -1992647 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -1992662.125000 Penalty: 11217.121094 Iteration 19Q: 3 clusters Score -1992662 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -1992672.250000 Penalty: 11217.121094 Iteration 20F: 3 clusters Score -1992672 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -1992694.125000 Penalty: 11217.121094 Iteration 21Q: 3 clusters Score -1992694 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -1992700.875000 Penalty: 11217.121094 Iteration 22Q: 3 clusters Score -1992701 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -1992702.125000 Penalty: 11217.121094 Iteration 23Q: 3 clusters Score -1992702 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1992714.500000 Penalty: 11217.121094 Iteration 24Q: 3 clusters Score -1992714 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1992721.375000 Penalty: 11217.121094 Iteration 25Q: 3 clusters Score -1992721 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -1992732.625000 Penalty: 11217.121094 Iteration 26Q: 3 clusters Score -1992733 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1992738.250000 Penalty: 11217.121094 Iteration 27Q: 3 clusters Score -1992738 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -1992737.750000 Penalty: 11217.121094 Iteration 28Q: 3 clusters Score -1992738 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1992743.500000 Penalty: 11217.121094 Iteration 29Q: 3 clusters Score -1992744 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -1992743.000000 Penalty: 11217.121094 Iteration 30Q: 3 clusters Score -1992743 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1992743.125000 Penalty: 11217.121094 Iteration 31Q: 3 clusters Score -1992743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -1992742.375000 Penalty: 11217.121094 Iteration 32Q: 3 clusters Score -1992742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -1992742.375000 Penalty: 11217.121094 Iteration 33F: 3 clusters Score -1992742 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (44368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44368 members Entering Unmasked Estep Score: -9309562.000000 Penalty: 6553.917480 Iteration 0F: 2 clusters Score -9309562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22186 members Mstep: Class 2 contains 22182 members Entering Unmasked Estep Score: -9277372.000000 Penalty: 13107.834961 Iteration 0F: 3 clusters Score -9277372 nChanged 19406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22144 members Mstep: Class 2 contains 22224 members Entering Unmasked Estep Score: -9287654.000000 Penalty: 13107.834961 Iteration 1F: 3 clusters Score -9287654 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 22288 members Entering Unmasked Estep Score: -9288470.000000 Penalty: 13107.834961 Iteration 2F: 3 clusters Score -9288470 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22005 members Mstep: Class 2 contains 22363 members Entering Unmasked Estep Score: -9288994.000000 Penalty: 13107.834961 Iteration 3Q: 3 clusters Score -9288994 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21975 members Mstep: Class 2 contains 22393 members Entering Unmasked Estep Score: -9289390.000000 Penalty: 13107.834961 Iteration 4Q: 3 clusters Score -9289390 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21920 members Mstep: Class 2 contains 22448 members Entering Unmasked Estep Score: -9289705.000000 Penalty: 13107.834961 Iteration 5Q: 3 clusters Score -9289705 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21837 members Mstep: Class 2 contains 22531 members Entering Unmasked Estep Score: -9290000.000000 Penalty: 13107.834961 Iteration 6Q: 3 clusters Score -9290000 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21716 members Mstep: Class 2 contains 22652 members Entering Unmasked Estep Score: -9290247.000000 Penalty: 13107.834961 Iteration 7Q: 3 clusters Score -9290247 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21537 members Mstep: Class 2 contains 22831 members Entering Unmasked Estep Score: -9290479.000000 Penalty: 13107.834961 Iteration 8Q: 3 clusters Score -9290479 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21348 members Mstep: Class 2 contains 23020 members Entering Unmasked Estep Score: -9290784.000000 Penalty: 13107.834961 Iteration 9Q: 3 clusters Score -9290784 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21150 members Mstep: Class 2 contains 23218 members Entering Unmasked Estep Score: -9291048.000000 Penalty: 13107.834961 Iteration 10Q: 3 clusters Score -9291048 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20968 members Mstep: Class 2 contains 23400 members Entering Unmasked Estep Score: -9291328.000000 Penalty: 13107.834961 Iteration 11Q: 3 clusters Score -9291328 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20714 members Mstep: Class 2 contains 23654 members Entering Unmasked Estep Score: -9291687.000000 Penalty: 13107.834961 Iteration 12Q: 3 clusters Score -9291687 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20377 members Mstep: Class 2 contains 23991 members Entering Unmasked Estep Score: -9292066.000000 Penalty: 13107.834961 Iteration 13Q: 3 clusters Score -9292066 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 24454 members Entering Unmasked Estep Score: -9292525.000000 Penalty: 13107.834961 Iteration 14Q: 3 clusters Score -9292525 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19257 members Mstep: Class 2 contains 25111 members Entering Unmasked Estep Score: -9293022.000000 Penalty: 13107.834961 Iteration 15Q: 3 clusters Score -9293022 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18504 members Mstep: Class 2 contains 25864 members Entering Unmasked Estep Score: -9293542.000000 Penalty: 13107.834961 Iteration 16Q: 3 clusters Score -9293542 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17500 members Mstep: Class 2 contains 26868 members Entering Unmasked Estep Score: -9294158.000000 Penalty: 13107.834961 Iteration 17Q: 3 clusters Score -9294158 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 28025 members Entering Unmasked Estep Score: -9294823.000000 Penalty: 13107.834961 Iteration 18Q: 3 clusters Score -9294823 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14945 members Mstep: Class 2 contains 29423 members Entering Unmasked Estep Score: -9295607.000000 Penalty: 13107.834961 Iteration 19Q: 3 clusters Score -9295607 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 30984 members Entering Unmasked Estep Score: -9296569.000000 Penalty: 13107.834961 Iteration 20F: 3 clusters Score -9296569 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 32641 members Entering Unmasked Estep Score: -9297729.000000 Penalty: 13107.834961 Iteration 21Q: 3 clusters Score -9297729 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10102 members Mstep: Class 2 contains 34266 members Entering Unmasked Estep Score: -9298925.000000 Penalty: 13107.834961 Iteration 22Q: 3 clusters Score -9298925 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 35813 members Entering Unmasked Estep Score: -9300262.000000 Penalty: 13107.834961 Iteration 23Q: 3 clusters Score -9300262 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 37077 members Entering Unmasked Estep Score: -9301487.000000 Penalty: 13107.834961 Iteration 24Q: 3 clusters Score -9301487 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 38065 members Entering Unmasked Estep Score: -9302496.000000 Penalty: 13107.834961 Iteration 25Q: 3 clusters Score -9302496 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 38750 members Entering Unmasked Estep Score: -9303133.000000 Penalty: 13107.834961 Iteration 26Q: 3 clusters Score -9303133 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 39213 members Entering Unmasked Estep Score: -9303422.000000 Penalty: 13107.834961 Iteration 27Q: 3 clusters Score -9303422 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 39568 members Entering Unmasked Estep Score: -9303613.000000 Penalty: 13107.834961 Iteration 28Q: 3 clusters Score -9303613 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 39854 members Entering Unmasked Estep Score: -9303708.000000 Penalty: 13107.834961 Iteration 29Q: 3 clusters Score -9303708 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 40085 members Entering Unmasked Estep Score: -9303815.000000 Penalty: 13107.834961 Iteration 30Q: 3 clusters Score -9303815 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 40275 members Entering Unmasked Estep Score: -9303932.000000 Penalty: 13107.834961 Iteration 31Q: 3 clusters Score -9303932 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 40417 members Entering Unmasked Estep Score: -9304000.000000 Penalty: 13107.834961 Iteration 32Q: 3 clusters Score -9304000 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 40548 members Entering Unmasked Estep Score: -9304055.000000 Penalty: 13107.834961 Iteration 33Q: 3 clusters Score -9304055 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 40664 members Entering Unmasked Estep Score: -9304079.000000 Penalty: 13107.834961 Iteration 34Q: 3 clusters Score -9304079 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 40761 members Entering Unmasked Estep Score: -9304139.000000 Penalty: 13107.834961 Iteration 35Q: 3 clusters Score -9304139 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 40832 members Entering Unmasked Estep Score: -9304165.000000 Penalty: 13107.834961 Iteration 36Q: 3 clusters Score -9304165 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 40892 members Entering Unmasked Estep Score: -9304187.000000 Penalty: 13107.834961 Iteration 37Q: 3 clusters Score -9304187 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 40939 members Entering Unmasked Estep Score: -9304193.000000 Penalty: 13107.834961 Iteration 38Q: 3 clusters Score -9304193 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 40969 members Entering Unmasked Estep Score: -9304183.000000 Penalty: 13107.834961 Iteration 39Q: 3 clusters Score -9304183 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 41003 members Entering Unmasked Estep Score: -9304215.000000 Penalty: 13107.834961 Iteration 40F: 3 clusters Score -9304215 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 41040 members Entering Unmasked Estep Score: -9304234.000000 Penalty: 13107.834961 Iteration 41Q: 3 clusters Score -9304234 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 41083 members Entering Unmasked Estep Score: -9304264.000000 Penalty: 13107.834961 Iteration 42Q: 3 clusters Score -9304264 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 41117 members Entering Unmasked Estep Score: -9304250.000000 Penalty: 13107.834961 Iteration 43Q: 3 clusters Score -9304250 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 41147 members Entering Unmasked Estep Score: -9304256.000000 Penalty: 13107.834961 Iteration 44Q: 3 clusters Score -9304256 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 41178 members Entering Unmasked Estep Score: -9304259.000000 Penalty: 13107.834961 Iteration 45Q: 3 clusters Score -9304259 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 41209 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -9304296.000000 Penalty: 13107.834961 Iteration 50Q: 3 clusters Score -9304296 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 41326 members Entering Unmasked Estep Score: -9304298.000000 Penalty: 13107.834961 Iteration 51Q: 3 clusters Score -9304298 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 41340 members Entering Unmasked Estep Score: -9304302.000000 Penalty: 13107.834961 Iteration 52Q: 3 clusters Score -9304302 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 41348 members Entering Unmasked Estep Score: -9304325.000000 Penalty: 13107.834961 Iteration 53Q: 3 clusters Score -9304325 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 41357 members Entering Unmasked Estep Score: -9304327.000000 Penalty: 13107.834961 Iteration 54Q: 3 clusters Score -9304327 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 41368 members Entering Unmasked Estep Score: -9304327.000000 Penalty: 13107.834961 Iteration 55Q: 3 clusters Score -9304327 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 41377 members Entering Unmasked Estep Score: -9304333.000000 Penalty: 13107.834961 Iteration 56Q: 3 clusters Score -9304333 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 41388 members Entering Unmasked Estep Score: -9304327.000000 Penalty: 13107.834961 Iteration 57Q: 3 clusters Score -9304327 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 41396 members Entering Unmasked Estep Score: -9304336.000000 Penalty: 13107.834961 Iteration 58Q: 3 clusters Score -9304336 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 41407 members Entering Unmasked Estep Score: -9304351.000000 Penalty: 13107.834961 Iteration 59Q: 3 clusters Score -9304351 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 41417 members Entering Unmasked Estep Score: -9304356.000000 Penalty: 13107.834961 Iteration 60F: 3 clusters Score -9304356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 41424 members Entering Unmasked Estep Score: -9304356.000000 Penalty: 13107.834961 Iteration 61Q: 3 clusters Score -9304356 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 41432 members Entering Unmasked Estep Score: -9304366.000000 Penalty: 13107.834961 Iteration 62Q: 3 clusters Score -9304366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 41438 members Entering Unmasked Estep Score: -9304364.000000 Penalty: 13107.834961 Iteration 63Q: 3 clusters Score -9304364 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 41445 members Entering Unmasked Estep Score: -9304363.000000 Penalty: 13107.834961 Iteration 64Q: 3 clusters Score -9304363 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 41457 members Entering Unmasked Estep Score: -9304369.000000 Penalty: 13107.834961 Iteration 65Q: 3 clusters Score -9304369 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 41470 members Entering Unmasked Estep Score: -9304381.000000 Penalty: 13107.834961 Iteration 66Q: 3 clusters Score -9304381 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 41484 members Entering Unmasked Estep Score: -9304387.000000 Penalty: 13107.834961 Iteration 67Q: 3 clusters Score -9304387 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 41494 members Entering Unmasked Estep Score: -9304394.000000 Penalty: 13107.834961 Iteration 68Q: 3 clusters Score -9304394 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 41504 members Entering Unmasked Estep Score: -9304416.000000 Penalty: 13107.834961 Iteration 69Q: 3 clusters Score -9304416 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 41509 members Entering Unmasked Estep Score: -9304420.000000 Penalty: 13107.834961 Iteration 70Q: 3 clusters Score -9304420 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 41515 members Entering Unmasked Estep Score: -9304425.000000 Penalty: 13107.834961 Iteration 71Q: 3 clusters Score -9304425 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 41517 members Entering Unmasked Estep Score: -9304425.000000 Penalty: 13107.834961 Iteration 72Q: 3 clusters Score -9304425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 41519 members Entering Unmasked Estep Score: -9304412.000000 Penalty: 13107.834961 Iteration 73Q: 3 clusters Score -9304412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 41523 members Entering Unmasked Estep Score: -9304414.000000 Penalty: 13107.834961 Iteration 74Q: 3 clusters Score -9304414 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 41529 members Entering Unmasked Estep Score: -9304408.000000 Penalty: 13107.834961 Iteration 75Q: 3 clusters Score -9304408 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 41536 members Entering Unmasked Estep Score: -9304412.000000 Penalty: 13107.834961 Iteration 76Q: 3 clusters Score -9304412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 41539 members Entering Unmasked Estep Score: -9304401.000000 Penalty: 13107.834961 Iteration 77Q: 3 clusters Score -9304401 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 41546 members Entering Unmasked Estep Score: -9304414.000000 Penalty: 13107.834961 Iteration 78Q: 3 clusters Score -9304414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 41551 members Entering Unmasked Estep Score: -9304411.000000 Penalty: 13107.834961 Iteration 79Q: 3 clusters Score -9304411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 41554 members Entering Unmasked Estep Score: -9304424.000000 Penalty: 13107.834961 Iteration 80F: 3 clusters Score -9304424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 41556 members Entering Unmasked Estep Score: -9304420.000000 Penalty: 13107.834961 Iteration 81Q: 3 clusters Score -9304420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 41558 members Entering Unmasked Estep Score: -9304415.000000 Penalty: 13107.834961 Iteration 82Q: 3 clusters Score -9304415 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 41559 members Entering Unmasked Estep Score: -9304424.000000 Penalty: 13107.834961 Iteration 83Q: 3 clusters Score -9304424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 41563 members Entering Unmasked Estep Score: -9304428.000000 Penalty: 13107.834961 Iteration 84Q: 3 clusters Score -9304428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 41569 members Entering Unmasked Estep Score: -9304430.000000 Penalty: 13107.834961 Iteration 85Q: 3 clusters Score -9304430 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 41573 members Entering Unmasked Estep Score: -9304424.000000 Penalty: 13107.834961 Iteration 86Q: 3 clusters Score -9304424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 41577 members Entering Unmasked Estep Score: -9304429.000000 Penalty: 13107.834961 Iteration 87Q: 3 clusters Score -9304429 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 41578 members Entering Unmasked Estep Score: -9304433.000000 Penalty: 13107.834961 Iteration 88Q: 3 clusters Score -9304433 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 41580 members Entering Unmasked Estep Score: -9304429.000000 Penalty: 13107.834961 Iteration 89Q: 3 clusters Score -9304429 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 41581 members Entering Unmasked Estep Score: -9304440.000000 Penalty: 13107.834961 Iteration 90Q: 3 clusters Score -9304440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 41583 members Entering Unmasked Estep Score: -9304439.000000 Penalty: 13107.834961 Iteration 91Q: 3 clusters Score -9304439 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 41587 members Entering Unmasked Estep Score: -9304426.000000 Penalty: 13107.834961 Iteration 92Q: 3 clusters Score -9304426 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 41592 members Entering Unmasked Estep Score: -9304432.000000 Penalty: 13107.834961 Iteration 93Q: 3 clusters Score -9304432 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 41597 members Entering Unmasked Estep Score: -9304419.000000 Penalty: 13107.834961 Iteration 94Q: 3 clusters Score -9304419 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 41603 members Entering Unmasked Estep Score: -9304429.000000 Penalty: 13107.834961 Iteration 95Q: 3 clusters Score -9304429 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 41604 members Entering Unmasked Estep Score: -9304430.000000 Penalty: 13107.834961 Iteration 96Q: 3 clusters Score -9304430 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 41604 members Entering Unmasked Estep Score: -9304430.000000 Penalty: 13107.834961 Iteration 97F: 3 clusters Score -9304430 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -199935.046875 Penalty: 4311.791992 Iteration 0F: 2 clusters Score -199935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -195886.125000 Penalty: 8623.583984 Iteration 0F: 3 clusters Score -195886.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -197385.296875 Penalty: 8623.583984 Iteration 1F: 3 clusters Score -197385.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -198807.500000 Penalty: 8623.583984 Iteration 2F: 3 clusters Score -198807.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -199717.328125 Penalty: 8623.583984 Iteration 3F: 3 clusters Score -199717.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -200513.078125 Penalty: 8623.583984 Iteration 4Q: 3 clusters Score -200513.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -200944.750000 Penalty: 8623.583984 Iteration 5Q: 3 clusters Score -200944.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -201094.203125 Penalty: 8623.583984 Iteration 6Q: 3 clusters Score -201094.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -201155.343750 Penalty: 8623.583984 Iteration 7Q: 3 clusters Score -201155.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -201187.546875 Penalty: 8623.583984 Iteration 8Q: 3 clusters Score -201187.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -201218.156250 Penalty: 8623.583984 Iteration 9Q: 3 clusters Score -201218.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -201238.343750 Penalty: 8623.583984 Iteration 10Q: 3 clusters Score -201238.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -201351.718750 Penalty: 8623.583984 Iteration 11Q: 3 clusters Score -201351.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -201365.015625 Penalty: 8623.583984 Iteration 12Q: 3 clusters Score -201365 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -201381.406250 Penalty: 8623.583984 Iteration 13Q: 3 clusters Score -201381.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -201390.500000 Penalty: 8623.583984 Iteration 14Q: 3 clusters Score -201390.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -201403.296875 Penalty: 8623.583984 Iteration 15Q: 3 clusters Score -201403.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -201425.890625 Penalty: 8623.583984 Iteration 16Q: 3 clusters Score -201425.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -201448.906250 Penalty: 8623.583984 Iteration 17Q: 3 clusters Score -201448.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -201464.234375 Penalty: 8623.583984 Iteration 18Q: 3 clusters Score -201464.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -201474.703125 Penalty: 8623.583984 Iteration 19Q: 3 clusters Score -201474.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -201489.015625 Penalty: 8623.583984 Iteration 20F: 3 clusters Score -201489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -201489.781250 Penalty: 8623.583984 Iteration 21Q: 3 clusters Score -201489.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -201489.781250 Penalty: 8623.583984 Iteration 22F: 3 clusters Score -201489.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 5 contains 538 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 183076 members Mstep: Class 12 contains 8478 members Mstep: Class 15 contains 15142 members Mstep: Class 17 contains 170566 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 74589 members Mstep: Class 22 contains 2435 members Entering Unmasked Estep Score: -119193992.000000 Penalty: 154271.140625 Splitting cluster 7 changes total score from -119181416.000000 to -119193992.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 8 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -151864.859375 Penalty: 4165.104004 Iteration 0F: 2 clusters Score -151864.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -148119.921875 Penalty: 8330.208008 Iteration 0F: 3 clusters Score -148119.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -148942.296875 Penalty: 8330.208008 Iteration 1F: 3 clusters Score -148942.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -149766.703125 Penalty: 8330.208008 Iteration 2F: 3 clusters Score -149766.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -151080.437500 Penalty: 8330.208008 Iteration 3F: 3 clusters Score -151080.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -153376.593750 Penalty: 8330.208008 Iteration 4F: 3 clusters Score -153376.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -155520.093750 Penalty: 8330.208008 Iteration 5F: 3 clusters Score -155520.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -156085.750000 Penalty: 8330.208008 Iteration 6Q: 3 clusters Score -156085.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -156543.812500 Penalty: 8330.208008 Iteration 7Q: 3 clusters Score -156543.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -156853.500000 Penalty: 8330.208008 Iteration 8Q: 3 clusters Score -156853.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -156868.468750 Penalty: 8330.208008 Iteration 9Q: 3 clusters Score -156868.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -156868.468750 Penalty: 8330.208008 Iteration 10F: 3 clusters Score -156868.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 5 contains 538 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 183076 members Mstep: Class 12 contains 8478 members Mstep: Class 13 contains 427 members Mstep: Class 15 contains 15142 members Mstep: Class 17 contains 170566 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 74589 members Mstep: Class 22 contains 2435 members Entering Unmasked Estep Score: -119194968.000000 Penalty: 162390.671875 Splitting cluster 8 changes total score from -119181416.000000 to -119194968.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 9 (2433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Entering Unmasked Estep Score: -508045.781250 Penalty: 4775.589355 Iteration 0F: 2 clusters Score -508045.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -502772.031250 Penalty: 9551.178711 Iteration 0F: 3 clusters Score -502772 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -503518.437500 Penalty: 9551.178711 Iteration 1F: 3 clusters Score -503518.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -503719.125000 Penalty: 9551.178711 Iteration 2F: 3 clusters Score -503719.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -503835.031250 Penalty: 9551.178711 Iteration 3Q: 3 clusters Score -503835 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -503931.343750 Penalty: 9551.178711 Iteration 4Q: 3 clusters Score -503931.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -504007.718750 Penalty: 9551.178711 Iteration 5Q: 3 clusters Score -504007.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -504069.000000 Penalty: 9551.178711 Iteration 6Q: 3 clusters Score -504069 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -504141.156250 Penalty: 9551.178711 Iteration 7Q: 3 clusters Score -504141.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -504198.843750 Penalty: 9551.178711 Iteration 8Q: 3 clusters Score -504198.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -504267.687500 Penalty: 9551.178711 Iteration 9Q: 3 clusters Score -504267.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -504328.093750 Penalty: 9551.178711 Iteration 10Q: 3 clusters Score -504328.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -504390.375000 Penalty: 9551.178711 Iteration 11Q: 3 clusters Score -504390.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -504447.375000 Penalty: 9551.178711 Iteration 12Q: 3 clusters Score -504447.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -504484.031250 Penalty: 9551.178711 Iteration 13Q: 3 clusters Score -504484 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -504533.812500 Penalty: 9551.178711 Iteration 14Q: 3 clusters Score -504533.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -504574.937500 Penalty: 9551.178711 Iteration 15Q: 3 clusters Score -504574.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -504610.687500 Penalty: 9551.178711 Iteration 16Q: 3 clusters Score -504610.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -504647.500000 Penalty: 9551.178711 Iteration 17Q: 3 clusters Score -504647.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -504687.593750 Penalty: 9551.178711 Iteration 18Q: 3 clusters Score -504687.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -504734.187500 Penalty: 9551.178711 Iteration 19Q: 3 clusters Score -504734.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -504787.281250 Penalty: 9551.178711 Iteration 20F: 3 clusters Score -504787.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -504821.437500 Penalty: 9551.178711 Iteration 21Q: 3 clusters Score -504821.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -504854.968750 Penalty: 9551.178711 Iteration 22Q: 3 clusters Score -504855 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -504887.937500 Penalty: 9551.178711 Iteration 23Q: 3 clusters Score -504887.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -504968.437500 Penalty: 9551.178711 Iteration 24Q: 3 clusters Score -504968.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -505134.906250 Penalty: 9551.178711 Iteration 25Q: 3 clusters Score -505134.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -505467.875000 Penalty: 9551.178711 Iteration 26Q: 3 clusters Score -505467.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -505695.812500 Penalty: 9551.178711 Iteration 27Q: 3 clusters Score -505695.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -506161.125000 Penalty: 9551.178711 Iteration 28Q: 3 clusters Score -506161.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -506870.750000 Penalty: 9551.178711 Iteration 29Q: 3 clusters Score -506870.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -506993.437500 Penalty: 9551.178711 Iteration 30Q: 3 clusters Score -506993.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -507042.562500 Penalty: 9551.178711 Iteration 31Q: 3 clusters Score -507042.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -507055.312500 Penalty: 9551.178711 Iteration 32Q: 3 clusters Score -507055.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -507069.875000 Penalty: 9551.178711 Iteration 33Q: 3 clusters Score -507069.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -507077.968750 Penalty: 9551.178711 Iteration 34Q: 3 clusters Score -507078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -507083.343750 Penalty: 9551.178711 Iteration 35Q: 3 clusters Score -507083.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -507089.406250 Penalty: 9551.178711 Iteration 36Q: 3 clusters Score -507089.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -507094.093750 Penalty: 9551.178711 Iteration 37Q: 3 clusters Score -507094.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -507097.000000 Penalty: 9551.178711 Iteration 38Q: 3 clusters Score -507097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -507100.281250 Penalty: 9551.178711 Iteration 39Q: 3 clusters Score -507100.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -507102.781250 Penalty: 9551.178711 Iteration 40F: 3 clusters Score -507102.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -507105.406250 Penalty: 9551.178711 Iteration 41Q: 3 clusters Score -507105.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -507106.125000 Penalty: 9551.178711 Iteration 42Q: 3 clusters Score -507106.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -507107.875000 Penalty: 9551.178711 Iteration 43Q: 3 clusters Score -507107.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -507107.875000 Penalty: 9551.178711 Iteration 44F: 3 clusters Score -507107.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (22223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22223 members Entering Unmasked Estep Score: -4776666.500000 Penalty: 6130.440918 Iteration 0F: 2 clusters Score -4776666 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -4758681.500000 Penalty: 12260.881836 Iteration 0F: 3 clusters Score -4758682 nChanged 9127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -4763621.000000 Penalty: 12260.881836 Iteration 1F: 3 clusters Score -4763621 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -4764349.500000 Penalty: 12260.881836 Iteration 2F: 3 clusters Score -4764350 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 11051 members Entering Unmasked Estep Score: -4764896.500000 Penalty: 12260.881836 Iteration 3F: 3 clusters Score -4764896 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -4765321.000000 Penalty: 12260.881836 Iteration 4Q: 3 clusters Score -4765321 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -4765665.000000 Penalty: 12260.881836 Iteration 5Q: 3 clusters Score -4765665 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -4765913.000000 Penalty: 12260.881836 Iteration 6Q: 3 clusters Score -4765913 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10759 members Mstep: Class 2 contains 11464 members Entering Unmasked Estep Score: -4766110.500000 Penalty: 12260.881836 Iteration 7Q: 3 clusters Score -4766110 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -4766302.000000 Penalty: 12260.881836 Iteration 8Q: 3 clusters Score -4766302 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -4766455.000000 Penalty: 12260.881836 Iteration 9Q: 3 clusters Score -4766455 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -4766620.500000 Penalty: 12260.881836 Iteration 10Q: 3 clusters Score -4766620 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 12295 members Entering Unmasked Estep Score: -4766801.500000 Penalty: 12260.881836 Iteration 11Q: 3 clusters Score -4766802 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9627 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -4766968.500000 Penalty: 12260.881836 Iteration 12Q: 3 clusters Score -4766968 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 12927 members Entering Unmasked Estep Score: -4767163.500000 Penalty: 12260.881836 Iteration 13Q: 3 clusters Score -4767164 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -4767405.500000 Penalty: 12260.881836 Iteration 14Q: 3 clusters Score -4767406 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -4767648.000000 Penalty: 12260.881836 Iteration 15Q: 3 clusters Score -4767648 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 14235 members Entering Unmasked Estep Score: -4767960.500000 Penalty: 12260.881836 Iteration 16Q: 3 clusters Score -4767960 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 14751 members Entering Unmasked Estep Score: -4768319.000000 Penalty: 12260.881836 Iteration 17Q: 3 clusters Score -4768319 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 15307 members Entering Unmasked Estep Score: -4768731.500000 Penalty: 12260.881836 Iteration 18Q: 3 clusters Score -4768732 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 15877 members Entering Unmasked Estep Score: -4769197.500000 Penalty: 12260.881836 Iteration 19Q: 3 clusters Score -4769198 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -4769693.000000 Penalty: 12260.881836 Iteration 20F: 3 clusters Score -4769693 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -4770143.000000 Penalty: 12260.881836 Iteration 21Q: 3 clusters Score -4770143 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 17404 members Entering Unmasked Estep Score: -4770535.000000 Penalty: 12260.881836 Iteration 22Q: 3 clusters Score -4770535 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 17736 members Entering Unmasked Estep Score: -4770813.500000 Penalty: 12260.881836 Iteration 23Q: 3 clusters Score -4770814 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 17993 members Entering Unmasked Estep Score: -4771005.000000 Penalty: 12260.881836 Iteration 24Q: 3 clusters Score -4771005 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 18200 members Entering Unmasked Estep Score: -4771175.000000 Penalty: 12260.881836 Iteration 25Q: 3 clusters Score -4771175 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 18366 members Entering Unmasked Estep Score: -4771274.500000 Penalty: 12260.881836 Iteration 26Q: 3 clusters Score -4771274 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 18512 members Entering Unmasked Estep Score: -4771354.000000 Penalty: 12260.881836 Iteration 27Q: 3 clusters Score -4771354 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 18645 members Entering Unmasked Estep Score: -4771400.500000 Penalty: 12260.881836 Iteration 28Q: 3 clusters Score -4771400 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 18750 members Entering Unmasked Estep Score: -4771473.500000 Penalty: 12260.881836 Iteration 29Q: 3 clusters Score -4771474 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 18831 members Entering Unmasked Estep Score: -4771515.500000 Penalty: 12260.881836 Iteration 30Q: 3 clusters Score -4771516 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 18891 members Entering Unmasked Estep Score: -4771534.500000 Penalty: 12260.881836 Iteration 31Q: 3 clusters Score -4771534 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 18950 members Entering Unmasked Estep Score: -4771567.500000 Penalty: 12260.881836 Iteration 32Q: 3 clusters Score -4771568 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 19009 members Entering Unmasked Estep Score: -4771589.500000 Penalty: 12260.881836 Iteration 33Q: 3 clusters Score -4771590 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 19060 members Entering Unmasked Estep Score: -4771599.500000 Penalty: 12260.881836 Iteration 34Q: 3 clusters Score -4771600 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 19099 members Entering Unmasked Estep Score: -4771629.000000 Penalty: 12260.881836 Iteration 35Q: 3 clusters Score -4771629 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 19138 members Entering Unmasked Estep Score: -4771633.500000 Penalty: 12260.881836 Iteration 36Q: 3 clusters Score -4771634 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 19185 members Entering Unmasked Estep Score: -4771655.000000 Penalty: 12260.881836 Iteration 37Q: 3 clusters Score -4771655 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 19226 members Entering Unmasked Estep Score: -4771681.000000 Penalty: 12260.881836 Iteration 38Q: 3 clusters Score -4771681 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 19270 members Entering Unmasked Estep Score: -4771700.000000 Penalty: 12260.881836 Iteration 39Q: 3 clusters Score -4771700 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 19311 members Entering Unmasked Estep Score: -4771701.500000 Penalty: 12260.881836 Iteration 40F: 3 clusters Score -4771702 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 19361 members Entering Unmasked Estep Score: -4771719.500000 Penalty: 12260.881836 Iteration 41Q: 3 clusters Score -4771720 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -4771733.000000 Penalty: 12260.881836 Iteration 42Q: 3 clusters Score -4771733 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 19443 members Entering Unmasked Estep Score: -4771759.500000 Penalty: 12260.881836 Iteration 43Q: 3 clusters Score -4771760 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 19498 members Entering Unmasked Estep Score: -4771780.000000 Penalty: 12260.881836 Iteration 44Q: 3 clusters Score -4771780 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 19546 members Entering Unmasked Estep Score: -4771802.000000 Penalty: 12260.881836 Iteration 45Q: 3 clusters Score -4771802 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -4771841.000000 Penalty: 12260.881836 Iteration 46Q: 3 clusters Score -4771841 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -4771864.500000 Penalty: 12260.881836 Iteration 47Q: 3 clusters Score -4771864 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 19716 members Entering Unmasked Estep Score: -4771895.500000 Penalty: 12260.881836 Iteration 48Q: 3 clusters Score -4771896 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 19765 members Entering Unmasked Estep Score: -4771921.000000 Penalty: 12260.881836 Iteration 49Q: 3 clusters Score -4771921 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 19810 members Entering Unmasked Estep Score: -4771942.000000 Penalty: 12260.881836 Iteration 50Q: 3 clusters Score -4771942 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 19866 members Entering Unmasked Estep Score: -4771966.000000 Penalty: 12260.881836 Iteration 51Q: 3 clusters Score -4771966 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -4771989.500000 Penalty: 12260.881836 Iteration 52Q: 3 clusters Score -4771990 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 19995 members Entering Unmasked Estep Score: -4772018.500000 Penalty: 12260.881836 Iteration 53Q: 3 clusters Score -4772018 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 20050 members Entering Unmasked Estep Score: -4772059.000000 Penalty: 12260.881836 Iteration 54Q: 3 clusters Score -4772059 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 20100 members Entering Unmasked Estep Score: -4772081.000000 Penalty: 12260.881836 Iteration 55Q: 3 clusters Score -4772081 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -4772112.500000 Penalty: 12260.881836 Iteration 56Q: 3 clusters Score -4772112 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 20212 members Entering Unmasked Estep Score: -4772145.000000 Penalty: 12260.881836 Iteration 57Q: 3 clusters Score -4772145 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -4772198.500000 Penalty: 12260.881836 Iteration 58Q: 3 clusters Score -4772198 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 20316 members Entering Unmasked Estep Score: -4772248.500000 Penalty: 12260.881836 Iteration 59Q: 3 clusters Score -4772248 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 20376 members Entering Unmasked Estep Score: -4772306.500000 Penalty: 12260.881836 Iteration 60F: 3 clusters Score -4772306 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 20435 members Entering Unmasked Estep Score: -4772342.500000 Penalty: 12260.881836 Iteration 61Q: 3 clusters Score -4772342 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 20494 members Entering Unmasked Estep Score: -4772392.500000 Penalty: 12260.881836 Iteration 62Q: 3 clusters Score -4772392 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 20547 members Entering Unmasked Estep Score: -4772447.000000 Penalty: 12260.881836 Iteration 63Q: 3 clusters Score -4772447 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 20587 members Entering Unmasked Estep Score: -4772485.500000 Penalty: 12260.881836 Iteration 64Q: 3 clusters Score -4772486 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 20617 members Entering Unmasked Estep Score: -4772507.000000 Penalty: 12260.881836 Iteration 65Q: 3 clusters Score -4772507 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 20635 members Entering Unmasked Estep Score: -4772526.000000 Penalty: 12260.881836 Iteration 66Q: 3 clusters Score -4772526 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 20653 members Entering Unmasked Estep Score: -4772532.000000 Penalty: 12260.881836 Iteration 67Q: 3 clusters Score -4772532 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 20670 members Entering Unmasked Estep Score: -4772556.000000 Penalty: 12260.881836 Iteration 68Q: 3 clusters Score -4772556 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 20681 members Entering Unmasked Estep Score: -4772561.500000 Penalty: 12260.881836 Iteration 69Q: 3 clusters Score -4772562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 20688 members Entering Unmasked Estep Score: -4772568.000000 Penalty: 12260.881836 Iteration 70Q: 3 clusters Score -4772568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 20689 members Entering Unmasked Estep Score: -4772569.000000 Penalty: 12260.881836 Iteration 71Q: 3 clusters Score -4772569 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -4772564.000000 Penalty: 12260.881836 Iteration 72Q: 3 clusters Score -4772564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -4772565.000000 Penalty: 12260.881836 Iteration 73Q: 3 clusters Score -4772565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -4772565.000000 Penalty: 12260.881836 Iteration 74F: 3 clusters Score -4772565 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (183076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183076 members Entering Unmasked Estep Score: -38705192.000000 Penalty: 7422.064941 Iteration 0F: 2 clusters Score -3.870519e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91627 members Mstep: Class 2 contains 91449 members Entering Unmasked Estep Score: -38581864.000000 Penalty: 14844.129883 Iteration 0F: 3 clusters Score -3.858186e+07 nChanged 85954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92985 members Mstep: Class 2 contains 90091 members Entering Unmasked Estep Score: -38630684.000000 Penalty: 14844.129883 Iteration 1F: 3 clusters Score -3.863068e+07 nChanged 6527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93572 members Mstep: Class 2 contains 89504 members Entering Unmasked Estep Score: -38632560.000000 Penalty: 14844.129883 Iteration 2Q: 3 clusters Score -3.863256e+07 nChanged 6712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94382 members Mstep: Class 2 contains 88694 members Entering Unmasked Estep Score: -38634568.000000 Penalty: 14844.129883 Iteration 3Q: 3 clusters Score -3.863457e+07 nChanged 7136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95718 members Mstep: Class 2 contains 87358 members Entering Unmasked Estep Score: -38637348.000000 Penalty: 14844.129883 Iteration 4Q: 3 clusters Score -3.863735e+07 nChanged 7952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97952 members Mstep: Class 2 contains 85124 members Entering Unmasked Estep Score: -38640684.000000 Penalty: 14844.129883 Iteration 5Q: 3 clusters Score -3.864068e+07 nChanged 8970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101376 members Mstep: Class 2 contains 81700 members Entering Unmasked Estep Score: -38644952.000000 Penalty: 14844.129883 Iteration 6Q: 3 clusters Score -3.864495e+07 nChanged 9806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106240 members Mstep: Class 2 contains 76836 members Entering Unmasked Estep Score: -38650460.000000 Penalty: 14844.129883 Iteration 7F: 3 clusters Score -3.865046e+07 nChanged 10832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112734 members Mstep: Class 2 contains 70342 members Entering Unmasked Estep Score: -38657544.000000 Penalty: 14844.129883 Iteration 8F: 3 clusters Score -3.865754e+07 nChanged 11647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120371 members Mstep: Class 2 contains 62705 members Entering Unmasked Estep Score: -38666060.000000 Penalty: 14844.129883 Iteration 9F: 3 clusters Score -3.866606e+07 nChanged 11668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128423 members Mstep: Class 2 contains 54653 members Entering Unmasked Estep Score: -38675956.000000 Penalty: 14844.129883 Iteration 10F: 3 clusters Score -3.867596e+07 nChanged 10617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136060 members Mstep: Class 2 contains 47016 members Entering Unmasked Estep Score: -38684752.000000 Penalty: 14844.129883 Iteration 11F: 3 clusters Score -3.868475e+07 nChanged 8283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142549 members Mstep: Class 2 contains 40527 members Entering Unmasked Estep Score: -38692440.000000 Penalty: 14844.129883 Iteration 12Q: 3 clusters Score -3.869244e+07 nChanged 6316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147839 members Mstep: Class 2 contains 35237 members Entering Unmasked Estep Score: -38697488.000000 Penalty: 14844.129883 Iteration 13Q: 3 clusters Score -3.869749e+07 nChanged 5036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152225 members Mstep: Class 2 contains 30851 members Entering Unmasked Estep Score: -38701380.000000 Penalty: 14844.129883 Iteration 14Q: 3 clusters Score -3.870138e+07 nChanged 3998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155813 members Mstep: Class 2 contains 27263 members Entering Unmasked Estep Score: -38703700.000000 Penalty: 14844.129883 Iteration 15Q: 3 clusters Score -3.87037e+07 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158524 members Mstep: Class 2 contains 24552 members Entering Unmasked Estep Score: -38705572.000000 Penalty: 14844.129883 Iteration 16Q: 3 clusters Score -3.870557e+07 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160675 members Mstep: Class 2 contains 22401 members Entering Unmasked Estep Score: -38706696.000000 Penalty: 14844.129883 Iteration 17Q: 3 clusters Score -3.87067e+07 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162339 members Mstep: Class 2 contains 20737 members Entering Unmasked Estep Score: -38707484.000000 Penalty: 14844.129883 Iteration 18Q: 3 clusters Score -3.870748e+07 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163641 members Mstep: Class 2 contains 19435 members Entering Unmasked Estep Score: -38708104.000000 Penalty: 14844.129883 Iteration 19Q: 3 clusters Score -3.87081e+07 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164649 members Mstep: Class 2 contains 18427 members Entering Unmasked Estep Score: -38708392.000000 Penalty: 14844.129883 Iteration 20F: 3 clusters Score -3.870839e+07 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165421 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -38708748.000000 Penalty: 14844.129883 Iteration 21Q: 3 clusters Score -3.870875e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165998 members Mstep: Class 2 contains 17078 members Entering Unmasked Estep Score: -38708860.000000 Penalty: 14844.129883 Iteration 22Q: 3 clusters Score -3.870886e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166462 members Mstep: Class 2 contains 16614 members Entering Unmasked Estep Score: -38709012.000000 Penalty: 14844.129883 Iteration 23Q: 3 clusters Score -3.870901e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166823 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -38709056.000000 Penalty: 14844.129883 Iteration 24Q: 3 clusters Score -3.870906e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167108 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -38709144.000000 Penalty: 14844.129883 Iteration 25Q: 3 clusters Score -3.870914e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167327 members Mstep: Class 2 contains 15749 members Entering Unmasked Estep Score: -38709240.000000 Penalty: 14844.129883 Iteration 26Q: 3 clusters Score -3.870924e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167531 members Mstep: Class 2 contains 15545 members Entering Unmasked Estep Score: -38709228.000000 Penalty: 14844.129883 Iteration 27Q: 3 clusters Score -3.870923e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167699 members Mstep: Class 2 contains 15377 members Entering Unmasked Estep Score: -38709232.000000 Penalty: 14844.129883 Iteration 28Q: 3 clusters Score -3.870923e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167853 members Mstep: Class 2 contains 15223 members Entering Unmasked Estep Score: -38709212.000000 Penalty: 14844.129883 Iteration 29Q: 3 clusters Score -3.870921e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167975 members Mstep: Class 2 contains 15101 members Entering Unmasked Estep Score: -38709220.000000 Penalty: 14844.129883 Iteration 30Q: 3 clusters Score -3.870922e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168072 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -38709232.000000 Penalty: 14844.129883 Iteration 31Q: 3 clusters Score -3.870923e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168143 members Mstep: Class 2 contains 14933 members Entering Unmasked Estep Score: -38709216.000000 Penalty: 14844.129883 Iteration 32Q: 3 clusters Score -3.870922e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168203 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -38709236.000000 Penalty: 14844.129883 Iteration 33Q: 3 clusters Score -3.870924e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168260 members Mstep: Class 2 contains 14816 members Entering Unmasked Estep Score: -38709220.000000 Penalty: 14844.129883 Iteration 34Q: 3 clusters Score -3.870922e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168301 members Mstep: Class 2 contains 14775 members Entering Unmasked Estep Score: -38709208.000000 Penalty: 14844.129883 Iteration 35Q: 3 clusters Score -3.870921e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168336 members Mstep: Class 2 contains 14740 members Entering Unmasked Estep Score: -38709212.000000 Penalty: 14844.129883 Iteration 36Q: 3 clusters Score -3.870921e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168360 members Mstep: Class 2 contains 14716 members Entering Unmasked Estep Score: -38709216.000000 Penalty: 14844.129883 Iteration 37Q: 3 clusters Score -3.870922e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168373 members Mstep: Class 2 contains 14703 members Entering Unmasked Estep Score: -38709204.000000 Penalty: 14844.129883 Iteration 38Q: 3 clusters Score -3.87092e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168383 members Mstep: Class 2 contains 14693 members Entering Unmasked Estep Score: -38709200.000000 Penalty: 14844.129883 Iteration 39Q: 3 clusters Score -3.87092e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168391 members Mstep: Class 2 contains 14685 members Entering Unmasked Estep Score: -38709212.000000 Penalty: 14844.129883 Iteration 40F: 3 clusters Score -3.870921e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168400 members Mstep: Class 2 contains 14676 members Entering Unmasked Estep Score: -38709228.000000 Penalty: 14844.129883 Iteration 41Q: 3 clusters Score -3.870923e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168404 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -38709220.000000 Penalty: 14844.129883 Iteration 42Q: 3 clusters Score -3.870922e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168409 members Mstep: Class 2 contains 14667 members Entering Unmasked Estep Score: -38709208.000000 Penalty: 14844.129883 Iteration 43Q: 3 clusters Score -3.870921e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168414 members Mstep: Class 2 contains 14662 members Entering Unmasked Estep Score: -38709204.000000 Penalty: 14844.129883 Iteration 44Q: 3 clusters Score -3.87092e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168422 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -38709228.000000 Penalty: 14844.129883 Iteration 45Q: 3 clusters Score -3.870923e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168428 members Mstep: Class 2 contains 14648 members Entering Unmasked Estep Score: -38709256.000000 Penalty: 14844.129883 Iteration 46Q: 3 clusters Score -3.870926e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168432 members Mstep: Class 2 contains 14644 members Entering Unmasked Estep Score: -38709252.000000 Penalty: 14844.129883 Iteration 47Q: 3 clusters Score -3.870925e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168437 members Mstep: Class 2 contains 14639 members Entering Unmasked Estep Score: -38709244.000000 Penalty: 14844.129883 Iteration 48Q: 3 clusters Score -3.870924e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168438 members Mstep: Class 2 contains 14638 members Entering Unmasked Estep Score: -38709248.000000 Penalty: 14844.129883 Iteration 49Q: 3 clusters Score -3.870925e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168438 members Mstep: Class 2 contains 14638 members Entering Unmasked Estep Score: -38709248.000000 Penalty: 14844.129883 Iteration 50F: 3 clusters Score -3.870925e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 5 contains 538 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 168438 members Mstep: Class 12 contains 8478 members Mstep: Class 13 contains 427 members Mstep: Class 14 contains 14638 members Mstep: Class 15 contains 15142 members Mstep: Class 17 contains 170566 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 74589 members Mstep: Class 22 contains 2435 members Entering Unmasked Estep Score: -119198088.000000 Penalty: 170510.218750 Splitting cluster 11 changes total score from -119181416.000000 to -119198088.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 12 (8478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Entering Unmasked Estep Score: -1732465.500000 Penalty: 5540.203125 Iteration 0F: 2 clusters Score -1732466 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1723133.250000 Penalty: 11080.406250 Iteration 0F: 3 clusters Score -1723133 nChanged 3058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1724961.875000 Penalty: 11080.406250 Iteration 1F: 3 clusters Score -1724962 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1725417.375000 Penalty: 11080.406250 Iteration 2F: 3 clusters Score -1725417 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1725690.250000 Penalty: 11080.406250 Iteration 3Q: 3 clusters Score -1725690 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1725908.625000 Penalty: 11080.406250 Iteration 4Q: 3 clusters Score -1725909 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1726104.250000 Penalty: 11080.406250 Iteration 5Q: 3 clusters Score -1726104 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1726267.500000 Penalty: 11080.406250 Iteration 6Q: 3 clusters Score -1726268 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1726441.375000 Penalty: 11080.406250 Iteration 7Q: 3 clusters Score -1726441 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1726597.125000 Penalty: 11080.406250 Iteration 8Q: 3 clusters Score -1726597 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1726735.500000 Penalty: 11080.406250 Iteration 9Q: 3 clusters Score -1726736 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1726907.875000 Penalty: 11080.406250 Iteration 10Q: 3 clusters Score -1726908 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1727078.625000 Penalty: 11080.406250 Iteration 11Q: 3 clusters Score -1727079 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1727268.125000 Penalty: 11080.406250 Iteration 12Q: 3 clusters Score -1727268 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1727526.875000 Penalty: 11080.406250 Iteration 13Q: 3 clusters Score -1727527 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -1727921.125000 Penalty: 11080.406250 Iteration 14Q: 3 clusters Score -1727921 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -1728401.375000 Penalty: 11080.406250 Iteration 15Q: 3 clusters Score -1728401 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1728964.500000 Penalty: 11080.406250 Iteration 16Q: 3 clusters Score -1728964 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1729609.500000 Penalty: 11080.406250 Iteration 17F: 3 clusters Score -1729610 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1730073.500000 Penalty: 11080.406250 Iteration 18F: 3 clusters Score -1730074 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1730366.250000 Penalty: 11080.406250 Iteration 19Q: 3 clusters Score -1730366 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1730506.000000 Penalty: 11080.406250 Iteration 20F: 3 clusters Score -1730506 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1730592.750000 Penalty: 11080.406250 Iteration 21Q: 3 clusters Score -1730593 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1730645.500000 Penalty: 11080.406250 Iteration 22Q: 3 clusters Score -1730646 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1730674.750000 Penalty: 11080.406250 Iteration 23Q: 3 clusters Score -1730675 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1730700.375000 Penalty: 11080.406250 Iteration 24Q: 3 clusters Score -1730700 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1730709.375000 Penalty: 11080.406250 Iteration 25Q: 3 clusters Score -1730709 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1730721.750000 Penalty: 11080.406250 Iteration 26Q: 3 clusters Score -1730722 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1730733.875000 Penalty: 11080.406250 Iteration 27Q: 3 clusters Score -1730734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1730740.000000 Penalty: 11080.406250 Iteration 28Q: 3 clusters Score -1730740 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1730740.500000 Penalty: 11080.406250 Iteration 29Q: 3 clusters Score -1730740 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1730741.250000 Penalty: 11080.406250 Iteration 30Q: 3 clusters Score -1730741 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1730743.250000 Penalty: 11080.406250 Iteration 31Q: 3 clusters Score -1730743 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1730745.000000 Penalty: 11080.406250 Iteration 32Q: 3 clusters Score -1730745 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1730746.750000 Penalty: 11080.406250 Iteration 33Q: 3 clusters Score -1730747 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -1730747.125000 Penalty: 11080.406250 Iteration 34Q: 3 clusters Score -1730747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1730750.500000 Penalty: 11080.406250 Iteration 35Q: 3 clusters Score -1730750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1730747.750000 Penalty: 11080.406250 Iteration 36Q: 3 clusters Score -1730748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1730749.750000 Penalty: 11080.406250 Iteration 37Q: 3 clusters Score -1730750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -1730754.000000 Penalty: 11080.406250 Iteration 38Q: 3 clusters Score -1730754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1730753.875000 Penalty: 11080.406250 Iteration 39Q: 3 clusters Score -1730754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1730755.375000 Penalty: 11080.406250 Iteration 40F: 3 clusters Score -1730755 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1730753.000000 Penalty: 11080.406250 Iteration 41Q: 3 clusters Score -1730753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1730754.875000 Penalty: 11080.406250 Iteration 42Q: 3 clusters Score -1730755 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1730756.375000 Penalty: 11080.406250 Iteration 43Q: 3 clusters Score -1730756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -1730758.375000 Penalty: 11080.406250 Iteration 44Q: 3 clusters Score -1730758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1730759.375000 Penalty: 11080.406250 Iteration 45Q: 3 clusters Score -1730759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1730760.500000 Penalty: 11080.406250 Iteration 46Q: 3 clusters Score -1730760 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1730758.250000 Penalty: 11080.406250 Iteration 47Q: 3 clusters Score -1730758 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1730760.250000 Penalty: 11080.406250 Iteration 48Q: 3 clusters Score -1730760 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1730764.250000 Penalty: 11080.406250 Iteration 49Q: 3 clusters Score -1730764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -1730764.375000 Penalty: 11080.406250 Iteration 50Q: 3 clusters Score -1730764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1730762.625000 Penalty: 11080.406250 Iteration 51Q: 3 clusters Score -1730763 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1730762.625000 Penalty: 11080.406250 Iteration 52F: 3 clusters Score -1730763 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Entering Unmasked Estep Score: -3248388.000000 Penalty: 5895.452148 Iteration 0F: 2 clusters Score -3248388 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -3234957.500000 Penalty: 11790.904297 Iteration 0F: 3 clusters Score -3234958 nChanged 5964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -3238298.750000 Penalty: 11790.904297 Iteration 1F: 3 clusters Score -3238299 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -3238826.250000 Penalty: 11790.904297 Iteration 2F: 3 clusters Score -3238826 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -3239180.250000 Penalty: 11790.904297 Iteration 3Q: 3 clusters Score -3239180 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 8154 members Entering Unmasked Estep Score: -3239480.000000 Penalty: 11790.904297 Iteration 4Q: 3 clusters Score -3239480 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -3239734.500000 Penalty: 11790.904297 Iteration 5Q: 3 clusters Score -3239734 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -3239971.500000 Penalty: 11790.904297 Iteration 6Q: 3 clusters Score -3239972 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -3240158.500000 Penalty: 11790.904297 Iteration 7Q: 3 clusters Score -3240158 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 8323 members Entering Unmasked Estep Score: -3240307.750000 Penalty: 11790.904297 Iteration 8Q: 3 clusters Score -3240308 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -3240496.500000 Penalty: 11790.904297 Iteration 9Q: 3 clusters Score -3240496 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -3240662.500000 Penalty: 11790.904297 Iteration 10Q: 3 clusters Score -3240662 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -3240799.500000 Penalty: 11790.904297 Iteration 11Q: 3 clusters Score -3240800 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -3240941.500000 Penalty: 11790.904297 Iteration 12Q: 3 clusters Score -3240942 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -3241075.250000 Penalty: 11790.904297 Iteration 13Q: 3 clusters Score -3241075 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -3241166.250000 Penalty: 11790.904297 Iteration 14Q: 3 clusters Score -3241166 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -3241258.250000 Penalty: 11790.904297 Iteration 15Q: 3 clusters Score -3241258 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -3241331.500000 Penalty: 11790.904297 Iteration 16Q: 3 clusters Score -3241332 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -3241408.000000 Penalty: 11790.904297 Iteration 17Q: 3 clusters Score -3241408 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -3241481.750000 Penalty: 11790.904297 Iteration 18Q: 3 clusters Score -3241482 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -3241533.500000 Penalty: 11790.904297 Iteration 19Q: 3 clusters Score -3241534 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -3241593.250000 Penalty: 11790.904297 Iteration 20F: 3 clusters Score -3241593 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -3241642.000000 Penalty: 11790.904297 Iteration 21Q: 3 clusters Score -3241642 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -3241676.250000 Penalty: 11790.904297 Iteration 22Q: 3 clusters Score -3241676 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -3241715.000000 Penalty: 11790.904297 Iteration 23Q: 3 clusters Score -3241715 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -3241750.750000 Penalty: 11790.904297 Iteration 24Q: 3 clusters Score -3241751 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -3241765.000000 Penalty: 11790.904297 Iteration 25Q: 3 clusters Score -3241765 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -3241781.250000 Penalty: 11790.904297 Iteration 26Q: 3 clusters Score -3241781 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -3241818.250000 Penalty: 11790.904297 Iteration 27Q: 3 clusters Score -3241818 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -3241853.250000 Penalty: 11790.904297 Iteration 28Q: 3 clusters Score -3241853 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -3241878.250000 Penalty: 11790.904297 Iteration 29Q: 3 clusters Score -3241878 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -3241908.000000 Penalty: 11790.904297 Iteration 30Q: 3 clusters Score -3241908 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -3241934.750000 Penalty: 11790.904297 Iteration 31Q: 3 clusters Score -3241935 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -3241964.000000 Penalty: 11790.904297 Iteration 32Q: 3 clusters Score -3241964 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -3241980.000000 Penalty: 11790.904297 Iteration 33Q: 3 clusters Score -3241980 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -3242009.250000 Penalty: 11790.904297 Iteration 34Q: 3 clusters Score -3242009 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -3242040.250000 Penalty: 11790.904297 Iteration 35Q: 3 clusters Score -3242040 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -3242063.500000 Penalty: 11790.904297 Iteration 36Q: 3 clusters Score -3242064 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -3242082.000000 Penalty: 11790.904297 Iteration 37Q: 3 clusters Score -3242082 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -3242107.750000 Penalty: 11790.904297 Iteration 38Q: 3 clusters Score -3242108 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -3242134.000000 Penalty: 11790.904297 Iteration 39Q: 3 clusters Score -3242134 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -3242152.000000 Penalty: 11790.904297 Iteration 40F: 3 clusters Score -3242152 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -3242164.500000 Penalty: 11790.904297 Iteration 41Q: 3 clusters Score -3242164 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -3242187.250000 Penalty: 11790.904297 Iteration 42Q: 3 clusters Score -3242187 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -3242215.750000 Penalty: 11790.904297 Iteration 43Q: 3 clusters Score -3242216 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8294 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -3242231.250000 Penalty: 11790.904297 Iteration 44Q: 3 clusters Score -3242231 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -3242247.250000 Penalty: 11790.904297 Iteration 45Q: 3 clusters Score -3242247 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -3242276.000000 Penalty: 11790.904297 Iteration 46Q: 3 clusters Score -3242276 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -3242291.000000 Penalty: 11790.904297 Iteration 47Q: 3 clusters Score -3242291 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -3242306.000000 Penalty: 11790.904297 Iteration 48Q: 3 clusters Score -3242306 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -3242334.250000 Penalty: 11790.904297 Iteration 49Q: 3 clusters Score -3242334 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -3242359.500000 Penalty: 11790.904297 Iteration 50Q: 3 clusters Score -3242360 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -3242366.250000 Penalty: 11790.904297 Iteration 51Q: 3 clusters Score -3242366 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -3242395.250000 Penalty: 11790.904297 Iteration 52Q: 3 clusters Score -3242395 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -3242413.750000 Penalty: 11790.904297 Iteration 53Q: 3 clusters Score -3242414 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -3242439.250000 Penalty: 11790.904297 Iteration 54Q: 3 clusters Score -3242439 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -3242476.500000 Penalty: 11790.904297 Iteration 55Q: 3 clusters Score -3242476 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -3242517.000000 Penalty: 11790.904297 Iteration 56Q: 3 clusters Score -3242517 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9259 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -3242557.750000 Penalty: 11790.904297 Iteration 57Q: 3 clusters Score -3242558 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -3242607.250000 Penalty: 11790.904297 Iteration 58Q: 3 clusters Score -3242607 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -3242655.500000 Penalty: 11790.904297 Iteration 59Q: 3 clusters Score -3242656 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -3242703.250000 Penalty: 11790.904297 Iteration 60F: 3 clusters Score -3242703 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -3242770.000000 Penalty: 11790.904297 Iteration 61Q: 3 clusters Score -3242770 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -3242833.500000 Penalty: 11790.904297 Iteration 62Q: 3 clusters Score -3242834 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -3242917.000000 Penalty: 11790.904297 Iteration 63Q: 3 clusters Score -3242917 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10316 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -3242983.250000 Penalty: 11790.904297 Iteration 64Q: 3 clusters Score -3242983 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -3243073.000000 Penalty: 11790.904297 Iteration 65Q: 3 clusters Score -3243073 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -3243147.250000 Penalty: 11790.904297 Iteration 66Q: 3 clusters Score -3243147 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -3243220.000000 Penalty: 11790.904297 Iteration 67Q: 3 clusters Score -3243220 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -3243303.750000 Penalty: 11790.904297 Iteration 68Q: 3 clusters Score -3243304 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -3243385.000000 Penalty: 11790.904297 Iteration 69Q: 3 clusters Score -3243385 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -3243482.750000 Penalty: 11790.904297 Iteration 70Q: 3 clusters Score -3243483 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11614 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -3243559.500000 Penalty: 11790.904297 Iteration 71Q: 3 clusters Score -3243560 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11775 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -3243647.500000 Penalty: 11790.904297 Iteration 72Q: 3 clusters Score -3243648 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -3243742.000000 Penalty: 11790.904297 Iteration 73Q: 3 clusters Score -3243742 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -3243833.000000 Penalty: 11790.904297 Iteration 74Q: 3 clusters Score -3243833 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -3243916.250000 Penalty: 11790.904297 Iteration 75Q: 3 clusters Score -3243916 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -3243991.000000 Penalty: 11790.904297 Iteration 76Q: 3 clusters Score -3243991 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -3244068.750000 Penalty: 11790.904297 Iteration 77Q: 3 clusters Score -3244069 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12704 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -3244149.250000 Penalty: 11790.904297 Iteration 78Q: 3 clusters Score -3244149 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -3244224.000000 Penalty: 11790.904297 Iteration 79Q: 3 clusters Score -3244224 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12966 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -3244306.500000 Penalty: 11790.904297 Iteration 80F: 3 clusters Score -3244306 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -3244371.000000 Penalty: 11790.904297 Iteration 81Q: 3 clusters Score -3244371 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -3244428.250000 Penalty: 11790.904297 Iteration 82Q: 3 clusters Score -3244428 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -3244471.500000 Penalty: 11790.904297 Iteration 83Q: 3 clusters Score -3244472 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13288 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -3244518.250000 Penalty: 11790.904297 Iteration 84Q: 3 clusters Score -3244518 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -3244566.000000 Penalty: 11790.904297 Iteration 85Q: 3 clusters Score -3244566 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13416 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -3244602.750000 Penalty: 11790.904297 Iteration 86Q: 3 clusters Score -3244603 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -3244627.750000 Penalty: 11790.904297 Iteration 87Q: 3 clusters Score -3244628 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -3244647.500000 Penalty: 11790.904297 Iteration 88Q: 3 clusters Score -3244648 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13543 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -3244671.250000 Penalty: 11790.904297 Iteration 89Q: 3 clusters Score -3244671 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -3244684.250000 Penalty: 11790.904297 Iteration 90Q: 3 clusters Score -3244684 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13595 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -3244702.500000 Penalty: 11790.904297 Iteration 91Q: 3 clusters Score -3244702 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13613 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -3244718.250000 Penalty: 11790.904297 Iteration 92Q: 3 clusters Score -3244718 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13632 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -3244721.250000 Penalty: 11790.904297 Iteration 93Q: 3 clusters Score -3244721 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -3244730.750000 Penalty: 11790.904297 Iteration 94Q: 3 clusters Score -3244731 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13654 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -3244737.250000 Penalty: 11790.904297 Iteration 95Q: 3 clusters Score -3244737 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -3244745.750000 Penalty: 11790.904297 Iteration 96Q: 3 clusters Score -3244746 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3244752.250000 Penalty: 11790.904297 Iteration 97Q: 3 clusters Score -3244752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13690 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -3244754.500000 Penalty: 11790.904297 Iteration 98Q: 3 clusters Score -3244754 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13698 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3244763.750000 Penalty: 11790.904297 Iteration 99Q: 3 clusters Score -3244764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13700 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -3244765.250000 Penalty: 11790.904297 Iteration 100F: 3 clusters Score -3244765 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13701 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -3244769.500000 Penalty: 11790.904297 Iteration 101Q: 3 clusters Score -3244770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -3244770.250000 Penalty: 11790.904297 Iteration 102Q: 3 clusters Score -3244770 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -3244770.250000 Penalty: 11790.904297 Iteration 103F: 3 clusters Score -3244770 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (170566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170566 members Entering Unmasked Estep Score: -35961096.000000 Penalty: 7378.712891 Iteration 0F: 2 clusters Score -3.59611e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85356 members Mstep: Class 2 contains 85210 members Entering Unmasked Estep Score: -35847176.000000 Penalty: 14757.425781 Iteration 0F: 3 clusters Score -3.584718e+07 nChanged 79817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87341 members Mstep: Class 2 contains 83225 members Entering Unmasked Estep Score: -35892352.000000 Penalty: 14757.425781 Iteration 1F: 3 clusters Score -3.589235e+07 nChanged 6311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88622 members Mstep: Class 2 contains 81944 members Entering Unmasked Estep Score: -35893860.000000 Penalty: 14757.425781 Iteration 2Q: 3 clusters Score -3.589386e+07 nChanged 6752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90598 members Mstep: Class 2 contains 79968 members Entering Unmasked Estep Score: -35896300.000000 Penalty: 14757.425781 Iteration 3Q: 3 clusters Score -3.58963e+07 nChanged 7738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93676 members Mstep: Class 2 contains 76890 members Entering Unmasked Estep Score: -35899496.000000 Penalty: 14757.425781 Iteration 4Q: 3 clusters Score -3.58995e+07 nChanged 9273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98201 members Mstep: Class 2 contains 72365 members Entering Unmasked Estep Score: -35904552.000000 Penalty: 14757.425781 Iteration 5F: 3 clusters Score -3.590455e+07 nChanged 11115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104578 members Mstep: Class 2 contains 65988 members Entering Unmasked Estep Score: -35911932.000000 Penalty: 14757.425781 Iteration 6F: 3 clusters Score -3.591193e+07 nChanged 12292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112478 members Mstep: Class 2 contains 58088 members Entering Unmasked Estep Score: -35920052.000000 Penalty: 14757.425781 Iteration 7F: 3 clusters Score -3.592005e+07 nChanged 12163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121099 members Mstep: Class 2 contains 49467 members Entering Unmasked Estep Score: -35928836.000000 Penalty: 14757.425781 Iteration 8F: 3 clusters Score -3.592884e+07 nChanged 10529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129084 members Mstep: Class 2 contains 41482 members Entering Unmasked Estep Score: -35938368.000000 Penalty: 14757.425781 Iteration 9F: 3 clusters Score -3.593837e+07 nChanged 8362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135308 members Mstep: Class 2 contains 35258 members Entering Unmasked Estep Score: -35947736.000000 Penalty: 14757.425781 Iteration 10Q: 3 clusters Score -3.594774e+07 nChanged 6118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139168 members Mstep: Class 2 contains 31398 members Entering Unmasked Estep Score: -35955120.000000 Penalty: 14757.425781 Iteration 11Q: 3 clusters Score -3.595512e+07 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141253 members Mstep: Class 2 contains 29313 members Entering Unmasked Estep Score: -35958536.000000 Penalty: 14757.425781 Iteration 12Q: 3 clusters Score -3.595854e+07 nChanged 2468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142679 members Mstep: Class 2 contains 27887 members Entering Unmasked Estep Score: -35959632.000000 Penalty: 14757.425781 Iteration 13Q: 3 clusters Score -3.595963e+07 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143807 members Mstep: Class 2 contains 26759 members Entering Unmasked Estep Score: -35960340.000000 Penalty: 14757.425781 Iteration 14Q: 3 clusters Score -3.596034e+07 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144772 members Mstep: Class 2 contains 25794 members Entering Unmasked Estep Score: -35960624.000000 Penalty: 14757.425781 Iteration 15Q: 3 clusters Score -3.596062e+07 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145556 members Mstep: Class 2 contains 25010 members Entering Unmasked Estep Score: -35960712.000000 Penalty: 14757.425781 Iteration 16Q: 3 clusters Score -3.596071e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146260 members Mstep: Class 2 contains 24306 members Entering Unmasked Estep Score: -35960968.000000 Penalty: 14757.425781 Iteration 17Q: 3 clusters Score -3.596097e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146870 members Mstep: Class 2 contains 23696 members Entering Unmasked Estep Score: -35961076.000000 Penalty: 14757.425781 Iteration 18Q: 3 clusters Score -3.596108e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147413 members Mstep: Class 2 contains 23153 members Entering Unmasked Estep Score: -35961124.000000 Penalty: 14757.425781 Iteration 19Q: 3 clusters Score -3.596112e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147902 members Mstep: Class 2 contains 22664 members Entering Unmasked Estep Score: -35961252.000000 Penalty: 14757.425781 Iteration 20F: 3 clusters Score -3.596125e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148344 members Mstep: Class 2 contains 22222 members Entering Unmasked Estep Score: -35961332.000000 Penalty: 14757.425781 Iteration 21Q: 3 clusters Score -3.596133e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148717 members Mstep: Class 2 contains 21849 members Entering Unmasked Estep Score: -35961432.000000 Penalty: 14757.425781 Iteration 22Q: 3 clusters Score -3.596143e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149044 members Mstep: Class 2 contains 21522 members Entering Unmasked Estep Score: -35961448.000000 Penalty: 14757.425781 Iteration 23Q: 3 clusters Score -3.596145e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149334 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -35961528.000000 Penalty: 14757.425781 Iteration 24Q: 3 clusters Score -3.596153e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149584 members Mstep: Class 2 contains 20982 members Entering Unmasked Estep Score: -35961536.000000 Penalty: 14757.425781 Iteration 25Q: 3 clusters Score -3.596154e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149816 members Mstep: Class 2 contains 20750 members Entering Unmasked Estep Score: -35961524.000000 Penalty: 14757.425781 Iteration 26Q: 3 clusters Score -3.596152e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150016 members Mstep: Class 2 contains 20550 members Entering Unmasked Estep Score: -35961584.000000 Penalty: 14757.425781 Iteration 27Q: 3 clusters Score -3.596158e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150185 members Mstep: Class 2 contains 20381 members Entering Unmasked Estep Score: -35961664.000000 Penalty: 14757.425781 Iteration 28Q: 3 clusters Score -3.596166e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150354 members Mstep: Class 2 contains 20212 members Entering Unmasked Estep Score: -35961644.000000 Penalty: 14757.425781 Iteration 29Q: 3 clusters Score -3.596164e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150512 members Mstep: Class 2 contains 20054 members Entering Unmasked Estep Score: -35961672.000000 Penalty: 14757.425781 Iteration 30Q: 3 clusters Score -3.596167e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150688 members Mstep: Class 2 contains 19878 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 31Q: 3 clusters Score -3.596166e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150842 members Mstep: Class 2 contains 19724 members Entering Unmasked Estep Score: -35961680.000000 Penalty: 14757.425781 Iteration 32Q: 3 clusters Score -3.596168e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151003 members Mstep: Class 2 contains 19563 members Entering Unmasked Estep Score: -35961672.000000 Penalty: 14757.425781 Iteration 33Q: 3 clusters Score -3.596167e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151150 members Mstep: Class 2 contains 19416 members Entering Unmasked Estep Score: -35961652.000000 Penalty: 14757.425781 Iteration 34Q: 3 clusters Score -3.596165e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151288 members Mstep: Class 2 contains 19278 members Entering Unmasked Estep Score: -35961720.000000 Penalty: 14757.425781 Iteration 35Q: 3 clusters Score -3.596172e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151405 members Mstep: Class 2 contains 19161 members Entering Unmasked Estep Score: -35961668.000000 Penalty: 14757.425781 Iteration 36Q: 3 clusters Score -3.596167e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151498 members Mstep: Class 2 contains 19068 members Entering Unmasked Estep Score: -35961652.000000 Penalty: 14757.425781 Iteration 37Q: 3 clusters Score -3.596165e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151600 members Mstep: Class 2 contains 18966 members Entering Unmasked Estep Score: -35961672.000000 Penalty: 14757.425781 Iteration 38Q: 3 clusters Score -3.596167e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151681 members Mstep: Class 2 contains 18885 members Entering Unmasked Estep Score: -35961652.000000 Penalty: 14757.425781 Iteration 39Q: 3 clusters Score -3.596165e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151740 members Mstep: Class 2 contains 18826 members Entering Unmasked Estep Score: -35961644.000000 Penalty: 14757.425781 Iteration 40F: 3 clusters Score -3.596164e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151801 members Mstep: Class 2 contains 18765 members Entering Unmasked Estep Score: -35961644.000000 Penalty: 14757.425781 Iteration 41Q: 3 clusters Score -3.596164e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151846 members Mstep: Class 2 contains 18720 members Entering Unmasked Estep Score: -35961668.000000 Penalty: 14757.425781 Iteration 42Q: 3 clusters Score -3.596167e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151885 members Mstep: Class 2 contains 18681 members Entering Unmasked Estep Score: -35961680.000000 Penalty: 14757.425781 Iteration 43Q: 3 clusters Score -3.596168e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151918 members Mstep: Class 2 contains 18648 members Entering Unmasked Estep Score: -35961704.000000 Penalty: 14757.425781 Iteration 44Q: 3 clusters Score -3.59617e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151945 members Mstep: Class 2 contains 18621 members Entering Unmasked Estep Score: -35961688.000000 Penalty: 14757.425781 Iteration 45Q: 3 clusters Score -3.596169e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151963 members Mstep: Class 2 contains 18603 members Entering Unmasked Estep Score: -35961672.000000 Penalty: 14757.425781 Iteration 46Q: 3 clusters Score -3.596167e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151985 members Mstep: Class 2 contains 18581 members Entering Unmasked Estep Score: -35961656.000000 Penalty: 14757.425781 Iteration 47Q: 3 clusters Score -3.596166e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152003 members Mstep: Class 2 contains 18563 members Entering Unmasked Estep Score: -35961648.000000 Penalty: 14757.425781 Iteration 48Q: 3 clusters Score -3.596165e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152017 members Mstep: Class 2 contains 18549 members Entering Unmasked Estep Score: -35961644.000000 Penalty: 14757.425781 Iteration 49Q: 3 clusters Score -3.596164e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152032 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -35961632.000000 Penalty: 14757.425781 Iteration 50Q: 3 clusters Score -3.596163e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152045 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 51Q: 3 clusters Score -3.596166e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152057 members Mstep: Class 2 contains 18509 members Entering Unmasked Estep Score: -35961648.000000 Penalty: 14757.425781 Iteration 52Q: 3 clusters Score -3.596165e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152063 members Mstep: Class 2 contains 18503 members Entering Unmasked Estep Score: -35961664.000000 Penalty: 14757.425781 Iteration 53Q: 3 clusters Score -3.596166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152065 members Mstep: Class 2 contains 18501 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 54Q: 3 clusters Score -3.596166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152067 members Mstep: Class 2 contains 18499 members Entering Unmasked Estep Score: -35961636.000000 Penalty: 14757.425781 Iteration 55Q: 3 clusters Score -3.596164e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152073 members Mstep: Class 2 contains 18493 members Entering Unmasked Estep Score: -35961644.000000 Penalty: 14757.425781 Iteration 56Q: 3 clusters Score -3.596164e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152079 members Mstep: Class 2 contains 18487 members Entering Unmasked Estep Score: -35961656.000000 Penalty: 14757.425781 Iteration 57Q: 3 clusters Score -3.596166e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152093 members Mstep: Class 2 contains 18473 members Entering Unmasked Estep Score: -35961644.000000 Penalty: 14757.425781 Iteration 58Q: 3 clusters Score -3.596164e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152104 members Mstep: Class 2 contains 18462 members Entering Unmasked Estep Score: -35961632.000000 Penalty: 14757.425781 Iteration 59Q: 3 clusters Score -3.596163e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152110 members Mstep: Class 2 contains 18456 members Entering Unmasked Estep Score: -35961648.000000 Penalty: 14757.425781 Iteration 60F: 3 clusters Score -3.596165e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152119 members Mstep: Class 2 contains 18447 members Entering Unmasked Estep Score: -35961664.000000 Penalty: 14757.425781 Iteration 61Q: 3 clusters Score -3.596166e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152125 members Mstep: Class 2 contains 18441 members Entering Unmasked Estep Score: -35961652.000000 Penalty: 14757.425781 Iteration 62Q: 3 clusters Score -3.596165e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152131 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -35961628.000000 Penalty: 14757.425781 Iteration 63Q: 3 clusters Score -3.596163e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152135 members Mstep: Class 2 contains 18431 members Entering Unmasked Estep Score: -35961640.000000 Penalty: 14757.425781 Iteration 64Q: 3 clusters Score -3.596164e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152139 members Mstep: Class 2 contains 18427 members Entering Unmasked Estep Score: -35961652.000000 Penalty: 14757.425781 Iteration 65Q: 3 clusters Score -3.596165e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152144 members Mstep: Class 2 contains 18422 members Entering Unmasked Estep Score: -35961652.000000 Penalty: 14757.425781 Iteration 66Q: 3 clusters Score -3.596165e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152148 members Mstep: Class 2 contains 18418 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 67Q: 3 clusters Score -3.596166e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152153 members Mstep: Class 2 contains 18413 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 68Q: 3 clusters Score -3.596166e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152157 members Mstep: Class 2 contains 18409 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 69Q: 3 clusters Score -3.596166e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152160 members Mstep: Class 2 contains 18406 members Entering Unmasked Estep Score: -35961652.000000 Penalty: 14757.425781 Iteration 70Q: 3 clusters Score -3.596165e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152164 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 71Q: 3 clusters Score -3.596166e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152167 members Mstep: Class 2 contains 18399 members Entering Unmasked Estep Score: -35961656.000000 Penalty: 14757.425781 Iteration 72Q: 3 clusters Score -3.596166e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152170 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -35961608.000000 Penalty: 14757.425781 Iteration 73Q: 3 clusters Score -3.596161e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152175 members Mstep: Class 2 contains 18391 members Entering Unmasked Estep Score: -35961636.000000 Penalty: 14757.425781 Iteration 74Q: 3 clusters Score -3.596164e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152181 members Mstep: Class 2 contains 18385 members Entering Unmasked Estep Score: -35961624.000000 Penalty: 14757.425781 Iteration 75Q: 3 clusters Score -3.596162e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152188 members Mstep: Class 2 contains 18378 members Entering Unmasked Estep Score: -35961628.000000 Penalty: 14757.425781 Iteration 76Q: 3 clusters Score -3.596163e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152195 members Mstep: Class 2 contains 18371 members Entering Unmasked Estep Score: -35961608.000000 Penalty: 14757.425781 Iteration 77Q: 3 clusters Score -3.596161e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152201 members Mstep: Class 2 contains 18365 members Entering Unmasked Estep Score: -35961624.000000 Penalty: 14757.425781 Iteration 78Q: 3 clusters Score -3.596162e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152209 members Mstep: Class 2 contains 18357 members Entering Unmasked Estep Score: -35961628.000000 Penalty: 14757.425781 Iteration 79Q: 3 clusters Score -3.596163e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152220 members Mstep: Class 2 contains 18346 members Entering Unmasked Estep Score: -35961640.000000 Penalty: 14757.425781 Iteration 80F: 3 clusters Score -3.596164e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152229 members Mstep: Class 2 contains 18337 members Entering Unmasked Estep Score: -35961668.000000 Penalty: 14757.425781 Iteration 81Q: 3 clusters Score -3.596167e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152237 members Mstep: Class 2 contains 18329 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 82Q: 3 clusters Score -3.596166e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152247 members Mstep: Class 2 contains 18319 members Entering Unmasked Estep Score: -35961628.000000 Penalty: 14757.425781 Iteration 83Q: 3 clusters Score -3.596163e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152253 members Mstep: Class 2 contains 18313 members Entering Unmasked Estep Score: -35961648.000000 Penalty: 14757.425781 Iteration 84Q: 3 clusters Score -3.596165e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152258 members Mstep: Class 2 contains 18308 members Entering Unmasked Estep Score: -35961644.000000 Penalty: 14757.425781 Iteration 85Q: 3 clusters Score -3.596164e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152264 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -35961616.000000 Penalty: 14757.425781 Iteration 86Q: 3 clusters Score -3.596162e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152274 members Mstep: Class 2 contains 18292 members Entering Unmasked Estep Score: -35961632.000000 Penalty: 14757.425781 Iteration 87Q: 3 clusters Score -3.596163e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152286 members Mstep: Class 2 contains 18280 members Entering Unmasked Estep Score: -35961636.000000 Penalty: 14757.425781 Iteration 88Q: 3 clusters Score -3.596164e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152303 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -35961640.000000 Penalty: 14757.425781 Iteration 89Q: 3 clusters Score -3.596164e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152310 members Mstep: Class 2 contains 18256 members Entering Unmasked Estep Score: -35961616.000000 Penalty: 14757.425781 Iteration 90Q: 3 clusters Score -3.596162e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152319 members Mstep: Class 2 contains 18247 members Entering Unmasked Estep Score: -35961604.000000 Penalty: 14757.425781 Iteration 91Q: 3 clusters Score -3.59616e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152332 members Mstep: Class 2 contains 18234 members Entering Unmasked Estep Score: -35961620.000000 Penalty: 14757.425781 Iteration 92Q: 3 clusters Score -3.596162e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152348 members Mstep: Class 2 contains 18218 members Entering Unmasked Estep Score: -35961624.000000 Penalty: 14757.425781 Iteration 93Q: 3 clusters Score -3.596162e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152356 members Mstep: Class 2 contains 18210 members Entering Unmasked Estep Score: -35961616.000000 Penalty: 14757.425781 Iteration 94Q: 3 clusters Score -3.596162e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152362 members Mstep: Class 2 contains 18204 members Entering Unmasked Estep Score: -35961628.000000 Penalty: 14757.425781 Iteration 95Q: 3 clusters Score -3.596163e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152369 members Mstep: Class 2 contains 18197 members Entering Unmasked Estep Score: -35961656.000000 Penalty: 14757.425781 Iteration 96Q: 3 clusters Score -3.596166e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152377 members Mstep: Class 2 contains 18189 members Entering Unmasked Estep Score: -35961672.000000 Penalty: 14757.425781 Iteration 97Q: 3 clusters Score -3.596167e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152383 members Mstep: Class 2 contains 18183 members Entering Unmasked Estep Score: -35961656.000000 Penalty: 14757.425781 Iteration 98Q: 3 clusters Score -3.596166e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152391 members Mstep: Class 2 contains 18175 members Entering Unmasked Estep Score: -35961664.000000 Penalty: 14757.425781 Iteration 99Q: 3 clusters Score -3.596166e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152399 members Mstep: Class 2 contains 18167 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 100F: 3 clusters Score -3.596166e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152404 members Mstep: Class 2 contains 18162 members Entering Unmasked Estep Score: -35961668.000000 Penalty: 14757.425781 Iteration 101Q: 3 clusters Score -3.596167e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152406 members Mstep: Class 2 contains 18160 members Entering Unmasked Estep Score: -35961680.000000 Penalty: 14757.425781 Iteration 102Q: 3 clusters Score -3.596168e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152409 members Mstep: Class 2 contains 18157 members Entering Unmasked Estep Score: -35961672.000000 Penalty: 14757.425781 Iteration 103Q: 3 clusters Score -3.596167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152413 members Mstep: Class 2 contains 18153 members Entering Unmasked Estep Score: -35961688.000000 Penalty: 14757.425781 Iteration 104Q: 3 clusters Score -3.596169e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152418 members Mstep: Class 2 contains 18148 members Entering Unmasked Estep Score: -35961668.000000 Penalty: 14757.425781 Iteration 105Q: 3 clusters Score -3.596167e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152419 members Mstep: Class 2 contains 18147 members Entering Unmasked Estep Score: -35961684.000000 Penalty: 14757.425781 Iteration 106Q: 3 clusters Score -3.596168e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152420 members Mstep: Class 2 contains 18146 members Entering Unmasked Estep Score: -35961680.000000 Penalty: 14757.425781 Iteration 107Q: 3 clusters Score -3.596168e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152423 members Mstep: Class 2 contains 18143 members Entering Unmasked Estep Score: -35961660.000000 Penalty: 14757.425781 Iteration 108Q: 3 clusters Score -3.596166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152425 members Mstep: Class 2 contains 18141 members Entering Unmasked Estep Score: -35961664.000000 Penalty: 14757.425781 Iteration 109Q: 3 clusters Score -3.596166e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152426 members Mstep: Class 2 contains 18140 members Entering Unmasked Estep Score: -35961692.000000 Penalty: 14757.425781 Iteration 110Q: 3 clusters Score -3.596169e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152427 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -35961712.000000 Penalty: 14757.425781 Iteration 111Q: 3 clusters Score -3.596171e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152428 members Mstep: Class 2 contains 18138 members Entering Unmasked Estep Score: -35961692.000000 Penalty: 14757.425781 Iteration 112Q: 3 clusters Score -3.596169e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152428 members Mstep: Class 2 contains 18138 members Entering Unmasked Estep Score: -35961692.000000 Penalty: 14757.425781 Iteration 113F: 3 clusters Score -3.596169e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 5 contains 538 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 168438 members Mstep: Class 12 contains 8478 members Mstep: Class 13 contains 427 members Mstep: Class 14 contains 14638 members Mstep: Class 15 contains 15142 members Mstep: Class 16 contains 18138 members Mstep: Class 17 contains 152428 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 74589 members Mstep: Class 22 contains 2435 members Entering Unmasked Estep Score: -119197816.000000 Penalty: 178629.750000 Splitting cluster 17 changes total score from -119181416.000000 to -119197816.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 18 (2038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Entering Unmasked Estep Score: -404388.093750 Penalty: 4667.081055 Iteration 0F: 2 clusters Score -404388.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -399439.000000 Penalty: 9334.162109 Iteration 0F: 3 clusters Score -399439 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -400110.687500 Penalty: 9334.162109 Iteration 1F: 3 clusters Score -400110.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -400305.531250 Penalty: 9334.162109 Iteration 2F: 3 clusters Score -400305.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -400399.812500 Penalty: 9334.162109 Iteration 3Q: 3 clusters Score -400399.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -400438.500000 Penalty: 9334.162109 Iteration 4Q: 3 clusters Score -400438.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -400459.437500 Penalty: 9334.162109 Iteration 5Q: 3 clusters Score -400459.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -400474.343750 Penalty: 9334.162109 Iteration 6Q: 3 clusters Score -400474.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -400488.031250 Penalty: 9334.162109 Iteration 7Q: 3 clusters Score -400488 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -400501.000000 Penalty: 9334.162109 Iteration 8Q: 3 clusters Score -400501 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -400514.281250 Penalty: 9334.162109 Iteration 9Q: 3 clusters Score -400514.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -400523.593750 Penalty: 9334.162109 Iteration 10Q: 3 clusters Score -400523.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -400537.625000 Penalty: 9334.162109 Iteration 11Q: 3 clusters Score -400537.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -400545.531250 Penalty: 9334.162109 Iteration 12Q: 3 clusters Score -400545.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -400552.437500 Penalty: 9334.162109 Iteration 13Q: 3 clusters Score -400552.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -400553.406250 Penalty: 9334.162109 Iteration 14Q: 3 clusters Score -400553.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -400554.531250 Penalty: 9334.162109 Iteration 15Q: 3 clusters Score -400554.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -400558.156250 Penalty: 9334.162109 Iteration 16Q: 3 clusters Score -400558.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -400559.468750 Penalty: 9334.162109 Iteration 17Q: 3 clusters Score -400559.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -400564.687500 Penalty: 9334.162109 Iteration 18Q: 3 clusters Score -400564.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -400567.875000 Penalty: 9334.162109 Iteration 19Q: 3 clusters Score -400567.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -400572.718750 Penalty: 9334.162109 Iteration 20F: 3 clusters Score -400572.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -400573.156250 Penalty: 9334.162109 Iteration 21Q: 3 clusters Score -400573.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -400575.218750 Penalty: 9334.162109 Iteration 22Q: 3 clusters Score -400575.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -400577.500000 Penalty: 9334.162109 Iteration 23Q: 3 clusters Score -400577.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -400577.500000 Penalty: 9334.162109 Iteration 24F: 3 clusters Score -400577.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -50593.078125 Penalty: 3426.760742 Iteration 0F: 2 clusters Score -50593.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -47745.390625 Penalty: 6853.521484 Iteration 0F: 3 clusters Score -47745.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47801.210938 Penalty: 6853.521484 Iteration 1Q: 3 clusters Score -47801.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47801.210938 Penalty: 6853.521484 Iteration 2F: 3 clusters Score -47801.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Entering Unmasked Estep Score: -1762033.250000 Penalty: 5556.176270 Iteration 0F: 2 clusters Score -1762033 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1752647.750000 Penalty: 11112.352539 Iteration 0F: 3 clusters Score -1752648 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1754474.000000 Penalty: 11112.352539 Iteration 1F: 3 clusters Score -1754474 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1754846.375000 Penalty: 11112.352539 Iteration 2F: 3 clusters Score -1754846 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1755055.500000 Penalty: 11112.352539 Iteration 3Q: 3 clusters Score -1755056 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1755196.250000 Penalty: 11112.352539 Iteration 4Q: 3 clusters Score -1755196 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1755302.125000 Penalty: 11112.352539 Iteration 5Q: 3 clusters Score -1755302 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1755378.375000 Penalty: 11112.352539 Iteration 6Q: 3 clusters Score -1755378 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1755434.125000 Penalty: 11112.352539 Iteration 7Q: 3 clusters Score -1755434 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1755492.625000 Penalty: 11112.352539 Iteration 8Q: 3 clusters Score -1755493 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1755543.125000 Penalty: 11112.352539 Iteration 9Q: 3 clusters Score -1755543 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1755590.875000 Penalty: 11112.352539 Iteration 10Q: 3 clusters Score -1755591 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1755629.625000 Penalty: 11112.352539 Iteration 11Q: 3 clusters Score -1755630 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1755662.750000 Penalty: 11112.352539 Iteration 12Q: 3 clusters Score -1755663 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1755697.125000 Penalty: 11112.352539 Iteration 13Q: 3 clusters Score -1755697 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -1755716.375000 Penalty: 11112.352539 Iteration 14Q: 3 clusters Score -1755716 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1755749.375000 Penalty: 11112.352539 Iteration 15Q: 3 clusters Score -1755749 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1755772.250000 Penalty: 11112.352539 Iteration 16Q: 3 clusters Score -1755772 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1755791.625000 Penalty: 11112.352539 Iteration 17Q: 3 clusters Score -1755792 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -1755817.500000 Penalty: 11112.352539 Iteration 18Q: 3 clusters Score -1755818 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1755834.625000 Penalty: 11112.352539 Iteration 19Q: 3 clusters Score -1755835 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1755852.625000 Penalty: 11112.352539 Iteration 20F: 3 clusters Score -1755853 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1755873.375000 Penalty: 11112.352539 Iteration 21Q: 3 clusters Score -1755873 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1755886.250000 Penalty: 11112.352539 Iteration 22Q: 3 clusters Score -1755886 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1755900.500000 Penalty: 11112.352539 Iteration 23Q: 3 clusters Score -1755900 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -1755917.000000 Penalty: 11112.352539 Iteration 24Q: 3 clusters Score -1755917 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1755931.000000 Penalty: 11112.352539 Iteration 25Q: 3 clusters Score -1755931 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1755945.000000 Penalty: 11112.352539 Iteration 26Q: 3 clusters Score -1755945 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1755952.125000 Penalty: 11112.352539 Iteration 27Q: 3 clusters Score -1755952 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1755963.250000 Penalty: 11112.352539 Iteration 28Q: 3 clusters Score -1755963 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1755967.000000 Penalty: 11112.352539 Iteration 29Q: 3 clusters Score -1755967 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1755976.000000 Penalty: 11112.352539 Iteration 30Q: 3 clusters Score -1755976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1755978.000000 Penalty: 11112.352539 Iteration 31Q: 3 clusters Score -1755978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1755982.875000 Penalty: 11112.352539 Iteration 32Q: 3 clusters Score -1755983 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1755985.375000 Penalty: 11112.352539 Iteration 33Q: 3 clusters Score -1755985 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1755988.125000 Penalty: 11112.352539 Iteration 34Q: 3 clusters Score -1755988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1755994.250000 Penalty: 11112.352539 Iteration 35Q: 3 clusters Score -1755994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -1755996.375000 Penalty: 11112.352539 Iteration 36Q: 3 clusters Score -1755996 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1756005.875000 Penalty: 11112.352539 Iteration 37Q: 3 clusters Score -1756006 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1756010.875000 Penalty: 11112.352539 Iteration 38Q: 3 clusters Score -1756011 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1756015.375000 Penalty: 11112.352539 Iteration 39Q: 3 clusters Score -1756015 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1756018.375000 Penalty: 11112.352539 Iteration 40F: 3 clusters Score -1756018 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -1756022.875000 Penalty: 11112.352539 Iteration 41Q: 3 clusters Score -1756023 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1756028.125000 Penalty: 11112.352539 Iteration 42Q: 3 clusters Score -1756028 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1756033.500000 Penalty: 11112.352539 Iteration 43Q: 3 clusters Score -1756034 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1756034.875000 Penalty: 11112.352539 Iteration 44Q: 3 clusters Score -1756035 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1756039.500000 Penalty: 11112.352539 Iteration 45Q: 3 clusters Score -1756040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1756048.250000 Penalty: 11112.352539 Iteration 46Q: 3 clusters Score -1756048 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1756053.625000 Penalty: 11112.352539 Iteration 47Q: 3 clusters Score -1756054 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -1756056.250000 Penalty: 11112.352539 Iteration 48Q: 3 clusters Score -1756056 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1756059.625000 Penalty: 11112.352539 Iteration 49Q: 3 clusters Score -1756060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1756062.750000 Penalty: 11112.352539 Iteration 50Q: 3 clusters Score -1756063 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1756070.875000 Penalty: 11112.352539 Iteration 51Q: 3 clusters Score -1756071 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1756068.000000 Penalty: 11112.352539 Iteration 52Q: 3 clusters Score -1756068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1756071.500000 Penalty: 11112.352539 Iteration 53Q: 3 clusters Score -1756072 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -1756077.750000 Penalty: 11112.352539 Iteration 54Q: 3 clusters Score -1756078 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1756085.125000 Penalty: 11112.352539 Iteration 55Q: 3 clusters Score -1756085 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1756092.500000 Penalty: 11112.352539 Iteration 56Q: 3 clusters Score -1756092 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1756104.875000 Penalty: 11112.352539 Iteration 57Q: 3 clusters Score -1756105 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -1756106.625000 Penalty: 11112.352539 Iteration 58Q: 3 clusters Score -1756107 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1756109.750000 Penalty: 11112.352539 Iteration 59Q: 3 clusters Score -1756110 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1756113.750000 Penalty: 11112.352539 Iteration 60F: 3 clusters Score -1756114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1756118.125000 Penalty: 11112.352539 Iteration 61Q: 3 clusters Score -1756118 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1756123.000000 Penalty: 11112.352539 Iteration 62Q: 3 clusters Score -1756123 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1756127.625000 Penalty: 11112.352539 Iteration 63Q: 3 clusters Score -1756128 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -1756130.375000 Penalty: 11112.352539 Iteration 64Q: 3 clusters Score -1756130 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1756135.500000 Penalty: 11112.352539 Iteration 65Q: 3 clusters Score -1756136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1756136.875000 Penalty: 11112.352539 Iteration 66Q: 3 clusters Score -1756137 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1756138.875000 Penalty: 11112.352539 Iteration 67Q: 3 clusters Score -1756139 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1756143.250000 Penalty: 11112.352539 Iteration 68Q: 3 clusters Score -1756143 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -1756144.250000 Penalty: 11112.352539 Iteration 69Q: 3 clusters Score -1756144 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1756146.875000 Penalty: 11112.352539 Iteration 70Q: 3 clusters Score -1756147 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1756145.000000 Penalty: 11112.352539 Iteration 71Q: 3 clusters Score -1756145 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1756148.250000 Penalty: 11112.352539 Iteration 72Q: 3 clusters Score -1756148 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -1756152.375000 Penalty: 11112.352539 Iteration 73Q: 3 clusters Score -1756152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1756155.625000 Penalty: 11112.352539 Iteration 74Q: 3 clusters Score -1756156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1756159.125000 Penalty: 11112.352539 Iteration 75Q: 3 clusters Score -1756159 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1756162.250000 Penalty: 11112.352539 Iteration 76Q: 3 clusters Score -1756162 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1756164.500000 Penalty: 11112.352539 Iteration 77Q: 3 clusters Score -1756164 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1756164.750000 Penalty: 11112.352539 Iteration 78Q: 3 clusters Score -1756165 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1756173.750000 Penalty: 11112.352539 Iteration 79Q: 3 clusters Score -1756174 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1756173.250000 Penalty: 11112.352539 Iteration 80F: 3 clusters Score -1756173 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1756189.375000 Penalty: 11112.352539 Iteration 81Q: 3 clusters Score -1756189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1756188.125000 Penalty: 11112.352539 Iteration 82Q: 3 clusters Score -1756188 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -1756191.500000 Penalty: 11112.352539 Iteration 83Q: 3 clusters Score -1756192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1756188.250000 Penalty: 11112.352539 Iteration 84Q: 3 clusters Score -1756188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1756192.250000 Penalty: 11112.352539 Iteration 85Q: 3 clusters Score -1756192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1756194.375000 Penalty: 11112.352539 Iteration 86Q: 3 clusters Score -1756194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -1756197.250000 Penalty: 11112.352539 Iteration 87Q: 3 clusters Score -1756197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1756199.625000 Penalty: 11112.352539 Iteration 88Q: 3 clusters Score -1756200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1756201.375000 Penalty: 11112.352539 Iteration 89Q: 3 clusters Score -1756201 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1756208.125000 Penalty: 11112.352539 Iteration 90Q: 3 clusters Score -1756208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1756206.000000 Penalty: 11112.352539 Iteration 91Q: 3 clusters Score -1756206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1756209.375000 Penalty: 11112.352539 Iteration 92Q: 3 clusters Score -1756209 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1756211.500000 Penalty: 11112.352539 Iteration 93Q: 3 clusters Score -1756212 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1756215.000000 Penalty: 11112.352539 Iteration 94Q: 3 clusters Score -1756215 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -1756222.875000 Penalty: 11112.352539 Iteration 95Q: 3 clusters Score -1756223 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1756222.625000 Penalty: 11112.352539 Iteration 96Q: 3 clusters Score -1756223 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1756227.625000 Penalty: 11112.352539 Iteration 97Q: 3 clusters Score -1756228 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1756228.875000 Penalty: 11112.352539 Iteration 98Q: 3 clusters Score -1756229 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -1756228.125000 Penalty: 11112.352539 Iteration 99Q: 3 clusters Score -1756228 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1756227.250000 Penalty: 11112.352539 Iteration 100F: 3 clusters Score -1756227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1756229.625000 Penalty: 11112.352539 Iteration 101Q: 3 clusters Score -1756230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1756229.250000 Penalty: 11112.352539 Iteration 102Q: 3 clusters Score -1756229 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1756228.625000 Penalty: 11112.352539 Iteration 103Q: 3 clusters Score -1756229 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1756230.125000 Penalty: 11112.352539 Iteration 104Q: 3 clusters Score -1756230 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1756231.750000 Penalty: 11112.352539 Iteration 105Q: 3 clusters Score -1756232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1756234.250000 Penalty: 11112.352539 Iteration 106Q: 3 clusters Score -1756234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1756241.125000 Penalty: 11112.352539 Iteration 107Q: 3 clusters Score -1756241 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1756243.875000 Penalty: 11112.352539 Iteration 108Q: 3 clusters Score -1756244 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1756246.625000 Penalty: 11112.352539 Iteration 109Q: 3 clusters Score -1756247 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1756246.500000 Penalty: 11112.352539 Iteration 110Q: 3 clusters Score -1756246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1756246.625000 Penalty: 11112.352539 Iteration 111Q: 3 clusters Score -1756247 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1756252.375000 Penalty: 11112.352539 Iteration 112Q: 3 clusters Score -1756252 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1756250.500000 Penalty: 11112.352539 Iteration 113Q: 3 clusters Score -1756250 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -1756257.125000 Penalty: 11112.352539 Iteration 114Q: 3 clusters Score -1756257 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1756261.375000 Penalty: 11112.352539 Iteration 115Q: 3 clusters Score -1756261 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -1756263.375000 Penalty: 11112.352539 Iteration 116Q: 3 clusters Score -1756263 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -1756268.000000 Penalty: 11112.352539 Iteration 117Q: 3 clusters Score -1756268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1756266.625000 Penalty: 11112.352539 Iteration 118Q: 3 clusters Score -1756267 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1756268.625000 Penalty: 11112.352539 Iteration 119Q: 3 clusters Score -1756269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1756270.125000 Penalty: 11112.352539 Iteration 120F: 3 clusters Score -1756270 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (74589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74589 members Entering Unmasked Estep Score: -15811136.000000 Penalty: 6872.096191 Iteration 0F: 2 clusters Score -1.581114e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37209 members Mstep: Class 2 contains 37380 members Entering Unmasked Estep Score: -15759564.000000 Penalty: 13744.192383 Iteration 0F: 3 clusters Score -1.575956e+07 nChanged 33616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36943 members Mstep: Class 2 contains 37646 members Entering Unmasked Estep Score: -15777946.000000 Penalty: 13744.192383 Iteration 1F: 3 clusters Score -1.577795e+07 nChanged 3455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36796 members Mstep: Class 2 contains 37793 members Entering Unmasked Estep Score: -15779093.000000 Penalty: 13744.192383 Iteration 2Q: 3 clusters Score -1.577909e+07 nChanged 3136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36598 members Mstep: Class 2 contains 37991 members Entering Unmasked Estep Score: -15780189.000000 Penalty: 13744.192383 Iteration 3Q: 3 clusters Score -1.578019e+07 nChanged 2952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36268 members Mstep: Class 2 contains 38321 members Entering Unmasked Estep Score: -15781253.000000 Penalty: 13744.192383 Iteration 4Q: 3 clusters Score -1.578125e+07 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35755 members Mstep: Class 2 contains 38834 members Entering Unmasked Estep Score: -15782542.000000 Penalty: 13744.192383 Iteration 5Q: 3 clusters Score -1.578254e+07 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35079 members Mstep: Class 2 contains 39510 members Entering Unmasked Estep Score: -15784115.000000 Penalty: 13744.192383 Iteration 6Q: 3 clusters Score -1.578412e+07 nChanged 3514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34097 members Mstep: Class 2 contains 40492 members Entering Unmasked Estep Score: -15785912.000000 Penalty: 13744.192383 Iteration 7Q: 3 clusters Score -1.578591e+07 nChanged 3715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32872 members Mstep: Class 2 contains 41717 members Entering Unmasked Estep Score: -15788147.000000 Penalty: 13744.192383 Iteration 8Q: 3 clusters Score -1.578815e+07 nChanged 4088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31284 members Mstep: Class 2 contains 43305 members Entering Unmasked Estep Score: -15790938.000000 Penalty: 13744.192383 Iteration 9F: 3 clusters Score -1.579094e+07 nChanged 4361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29503 members Mstep: Class 2 contains 45086 members Entering Unmasked Estep Score: -15794477.000000 Penalty: 13744.192383 Iteration 10F: 3 clusters Score -1.579448e+07 nChanged 4453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27770 members Mstep: Class 2 contains 46819 members Entering Unmasked Estep Score: -15798682.000000 Penalty: 13744.192383 Iteration 11F: 3 clusters Score -1.579868e+07 nChanged 4486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26362 members Mstep: Class 2 contains 48227 members Entering Unmasked Estep Score: -15804028.000000 Penalty: 13744.192383 Iteration 12F: 3 clusters Score -1.580403e+07 nChanged 4346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25722 members Mstep: Class 2 contains 48867 members Entering Unmasked Estep Score: -15811001.000000 Penalty: 13744.192383 Iteration 13F: 3 clusters Score -1.5811e+07 nChanged 3586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26190 members Mstep: Class 2 contains 48399 members Entering Unmasked Estep Score: -15815823.000000 Penalty: 13744.192383 Iteration 14Q: 3 clusters Score -1.581582e+07 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27137 members Mstep: Class 2 contains 47452 members Entering Unmasked Estep Score: -15817922.000000 Penalty: 13744.192383 Iteration 15Q: 3 clusters Score -1.581792e+07 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28121 members Mstep: Class 2 contains 46468 members Entering Unmasked Estep Score: -15818812.000000 Penalty: 13744.192383 Iteration 16Q: 3 clusters Score -1.581881e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28942 members Mstep: Class 2 contains 45647 members Entering Unmasked Estep Score: -15819301.000000 Penalty: 13744.192383 Iteration 17Q: 3 clusters Score -1.58193e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29571 members Mstep: Class 2 contains 45018 members Entering Unmasked Estep Score: -15819531.000000 Penalty: 13744.192383 Iteration 18Q: 3 clusters Score -1.581953e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30036 members Mstep: Class 2 contains 44553 members Entering Unmasked Estep Score: -15819702.000000 Penalty: 13744.192383 Iteration 19Q: 3 clusters Score -1.58197e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30369 members Mstep: Class 2 contains 44220 members Entering Unmasked Estep Score: -15819761.000000 Penalty: 13744.192383 Iteration 20F: 3 clusters Score -1.581976e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30623 members Mstep: Class 2 contains 43966 members Entering Unmasked Estep Score: -15819844.000000 Penalty: 13744.192383 Iteration 21Q: 3 clusters Score -1.581984e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30799 members Mstep: Class 2 contains 43790 members Entering Unmasked Estep Score: -15819875.000000 Penalty: 13744.192383 Iteration 22Q: 3 clusters Score -1.581988e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30965 members Mstep: Class 2 contains 43624 members Entering Unmasked Estep Score: -15819899.000000 Penalty: 13744.192383 Iteration 23Q: 3 clusters Score -1.58199e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31081 members Mstep: Class 2 contains 43508 members Entering Unmasked Estep Score: -15819940.000000 Penalty: 13744.192383 Iteration 24Q: 3 clusters Score -1.581994e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31146 members Mstep: Class 2 contains 43443 members Entering Unmasked Estep Score: -15819931.000000 Penalty: 13744.192383 Iteration 25Q: 3 clusters Score -1.581993e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31195 members Mstep: Class 2 contains 43394 members Entering Unmasked Estep Score: -15819932.000000 Penalty: 13744.192383 Iteration 26Q: 3 clusters Score -1.581993e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31227 members Mstep: Class 2 contains 43362 members Entering Unmasked Estep Score: -15819930.000000 Penalty: 13744.192383 Iteration 27Q: 3 clusters Score -1.581993e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31244 members Mstep: Class 2 contains 43345 members Entering Unmasked Estep Score: -15819935.000000 Penalty: 13744.192383 Iteration 28Q: 3 clusters Score -1.581994e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31258 members Mstep: Class 2 contains 43331 members Entering Unmasked Estep Score: -15819945.000000 Penalty: 13744.192383 Iteration 29Q: 3 clusters Score -1.581994e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31265 members Mstep: Class 2 contains 43324 members Entering Unmasked Estep Score: -15819947.000000 Penalty: 13744.192383 Iteration 30Q: 3 clusters Score -1.581995e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31273 members Mstep: Class 2 contains 43316 members Entering Unmasked Estep Score: -15819946.000000 Penalty: 13744.192383 Iteration 31Q: 3 clusters Score -1.581995e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31274 members Mstep: Class 2 contains 43315 members Entering Unmasked Estep Score: -15819954.000000 Penalty: 13744.192383 Iteration 32Q: 3 clusters Score -1.581995e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31275 members Mstep: Class 2 contains 43314 members Entering Unmasked Estep Score: -15819949.000000 Penalty: 13744.192383 Iteration 33Q: 3 clusters Score -1.581995e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31276 members Mstep: Class 2 contains 43313 members Entering Unmasked Estep Score: -15819954.000000 Penalty: 13744.192383 Iteration 34Q: 3 clusters Score -1.581995e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31278 members Mstep: Class 2 contains 43311 members Entering Unmasked Estep Score: -15819955.000000 Penalty: 13744.192383 Iteration 35Q: 3 clusters Score -1.581996e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31280 members Mstep: Class 2 contains 43309 members Entering Unmasked Estep Score: -15819947.000000 Penalty: 13744.192383 Iteration 36Q: 3 clusters Score -1.581995e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31283 members Mstep: Class 2 contains 43306 members Entering Unmasked Estep Score: -15819938.000000 Penalty: 13744.192383 Iteration 37Q: 3 clusters Score -1.581994e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31285 members Mstep: Class 2 contains 43304 members Entering Unmasked Estep Score: -15819943.000000 Penalty: 13744.192383 Iteration 38Q: 3 clusters Score -1.581994e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31285 members Mstep: Class 2 contains 43304 members Entering Unmasked Estep Score: -15819943.000000 Penalty: 13744.192383 Iteration 39F: 3 clusters Score -1.581994e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 5 contains 538 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 168438 members Mstep: Class 12 contains 8478 members Mstep: Class 13 contains 427 members Mstep: Class 14 contains 14638 members Mstep: Class 15 contains 15142 members Mstep: Class 16 contains 18138 members Mstep: Class 17 contains 152428 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 31285 members Mstep: Class 22 contains 2435 members Mstep: Class 23 contains 43304 members Entering Unmasked Estep Score: -119204888.000000 Penalty: 186749.281250 Splitting cluster 21 changes total score from -119181416.000000 to -119204888.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 22 (2435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Entering Unmasked Estep Score: -454002.656250 Penalty: 4776.092285 Iteration 0F: 2 clusters Score -454002.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -449068.406250 Penalty: 9552.184570 Iteration 0F: 3 clusters Score -449068.4 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -451060.187500 Penalty: 9552.184570 Iteration 1F: 3 clusters Score -451060.2 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -456428.406250 Penalty: 9552.184570 Iteration 2F: 3 clusters Score -456428.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -463611.906250 Penalty: 9552.184570 Iteration 3F: 3 clusters Score -463611.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -468140.875000 Penalty: 9552.184570 Iteration 4F: 3 clusters Score -468140.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -468781.500000 Penalty: 9552.184570 Iteration 5Q: 3 clusters Score -468781.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -468790.562500 Penalty: 9552.184570 Iteration 6Q: 3 clusters Score -468790.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -468790.562500 Penalty: 9552.184570 Iteration 7F: 3 clusters Score -468790.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 5 contains 538 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 168438 members Mstep: Class 12 contains 8478 members Mstep: Class 13 contains 427 members Mstep: Class 14 contains 14638 members Mstep: Class 15 contains 15142 members Mstep: Class 16 contains 18138 members Mstep: Class 17 contains 152428 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 31285 members Mstep: Class 22 contains 1081 members Mstep: Class 23 contains 43304 members Mstep: Class 24 contains 1354 members Entering Unmasked Estep Score: -119216176.000000 Penalty: 194868.812500 Splitting cluster 22 changes total score from -119181416.000000 to -119216176.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 23919 members Mstep: Class 3 contains 9479 members Mstep: Class 4 contains 44368 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 22223 members Mstep: Class 11 contains 168438 members Mstep: Class 12 contains 8478 members Mstep: Class 15 contains 15142 members Mstep: Class 17 contains 152428 members Mstep: Class 18 contains 2038 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 8702 members Mstep: Class 21 contains 31285 members Mstep: Class 22 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -119223216.000000 Penalty: 194868.812500 Iteration 39Q: 25 clusters Score -1.192232e+08 nChanged 14820 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 24156 members Mstep: Class 3 contains 9293 members Mstep: Class 4 contains 43072 members Mstep: Class 5 contains 569 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 694 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 21668 members Mstep: Class 11 contains 169219 members Mstep: Class 12 contains 8433 members Mstep: Class 13 contains 396 members Mstep: Class 14 contains 14817 members Mstep: Class 15 contains 15313 members Mstep: Class 16 contains 18294 members Mstep: Class 17 contains 154072 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 8682 members Mstep: Class 21 contains 31547 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 41943 members Mstep: Class 24 contains 1354 members Entering Unmasked Estep ConsiderDeletion Score: -119231064.000000 Penalty: 194868.812500 Iteration 40F: 25 clusters Score -1.192311e+08 nChanged 8877 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24122 members Mstep: Class 3 contains 9122 members Mstep: Class 4 contains 42058 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 688 members Mstep: Class 8 contains 477 members Mstep: Class 9 contains 2431 members Mstep: Class 10 contains 21016 members Mstep: Class 11 contains 168997 members Mstep: Class 12 contains 8357 members Mstep: Class 13 contains 396 members Mstep: Class 14 contains 15632 members Mstep: Class 15 contains 15241 members Mstep: Class 16 contains 18550 members Mstep: Class 17 contains 155101 members Mstep: Class 18 contains 1951 members Mstep: Class 19 contains 266 members Mstep: Class 20 contains 8669 members Mstep: Class 21 contains 31720 members Mstep: Class 22 contains 1192 members Mstep: Class 23 contains 41939 members Mstep: Class 24 contains 1359 members Entering Unmasked Estep ConsiderDeletion Score: -119235992.000000 Penalty: 194868.812500 Iteration 41Q: 25 clusters Score -1.19236e+08 nChanged 5663 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24107 members Mstep: Class 3 contains 8984 members Mstep: Class 4 contains 41238 members Mstep: Class 5 contains 602 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 684 members Mstep: Class 8 contains 481 members Mstep: Class 9 contains 2431 members Mstep: Class 10 contains 20887 members Mstep: Class 11 contains 168691 members Mstep: Class 12 contains 8364 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 16067 members Mstep: Class 15 contains 15211 members Mstep: Class 16 contains 18690 members Mstep: Class 17 contains 155910 members Mstep: Class 18 contains 1878 members Mstep: Class 19 contains 264 members Mstep: Class 20 contains 8626 members Mstep: Class 21 contains 31898 members Mstep: Class 22 contains 1199 members Mstep: Class 23 contains 41919 members Mstep: Class 24 contains 1359 members Entering Unmasked Estep ConsiderDeletion Score: -119238304.000000 Penalty: 194868.812500 Iteration 42Q: 25 clusters Score -1.192383e+08 nChanged 4450 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24048 members Mstep: Class 3 contains 8848 members Mstep: Class 4 contains 40493 members Mstep: Class 5 contains 615 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 679 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 2432 members Mstep: Class 10 contains 21105 members Mstep: Class 11 contains 168342 members Mstep: Class 12 contains 8358 members Mstep: Class 13 contains 373 members Mstep: Class 14 contains 16354 members Mstep: Class 15 contains 15203 members Mstep: Class 16 contains 18790 members Mstep: Class 17 contains 156504 members Mstep: Class 18 contains 1833 members Mstep: Class 19 contains 261 members Mstep: Class 20 contains 8588 members Mstep: Class 21 contains 32104 members Mstep: Class 22 contains 1203 members Mstep: Class 23 contains 41899 members Mstep: Class 24 contains 1358 members Entering Unmasked Estep ConsiderDeletion Score: -119239296.000000 Penalty: 194868.812500 Iteration 43Q: 25 clusters Score -1.192393e+08 nChanged 3784 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23977 members Mstep: Class 3 contains 8738 members Mstep: Class 4 contains 39798 members Mstep: Class 5 contains 633 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 2433 members Mstep: Class 10 contains 21526 members Mstep: Class 11 contains 168047 members Mstep: Class 12 contains 8353 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 16577 members Mstep: Class 15 contains 15204 members Mstep: Class 16 contains 18881 members Mstep: Class 17 contains 156841 members Mstep: Class 18 contains 1794 members Mstep: Class 19 contains 261 members Mstep: Class 20 contains 8547 members Mstep: Class 21 contains 32301 members Mstep: Class 22 contains 1204 members Mstep: Class 23 contains 41883 members Mstep: Class 24 contains 1358 members Entering Unmasked Estep ConsiderDeletion Score: -119239672.000000 Penalty: 194868.812500 Iteration 44Q: 25 clusters Score -1.192397e+08 nChanged 3166 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23905 members Mstep: Class 3 contains 8642 members Mstep: Class 4 contains 39132 members Mstep: Class 5 contains 642 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 2434 members Mstep: Class 10 contains 22059 members Mstep: Class 11 contains 167782 members Mstep: Class 12 contains 8346 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 16785 members Mstep: Class 15 contains 15198 members Mstep: Class 16 contains 18962 members Mstep: Class 17 contains 157017 members Mstep: Class 18 contains 1765 members Mstep: Class 19 contains 261 members Mstep: Class 20 contains 8522 members Mstep: Class 21 contains 32469 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41882 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119239968.000000 Penalty: 194868.812500 Iteration 45Q: 25 clusters Score -1.1924e+08 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23802 members Mstep: Class 3 contains 8573 members Mstep: Class 4 contains 38497 members Mstep: Class 5 contains 645 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 2435 members Mstep: Class 10 contains 22630 members Mstep: Class 11 contains 167552 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 343 members Mstep: Class 14 contains 16966 members Mstep: Class 15 contains 15195 members Mstep: Class 16 contains 19033 members Mstep: Class 17 contains 157149 members Mstep: Class 18 contains 1746 members Mstep: Class 19 contains 261 members Mstep: Class 20 contains 8490 members Mstep: Class 21 contains 32603 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41880 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119240480.000000 Penalty: 194868.812500 Iteration 46Q: 25 clusters Score -1.192405e+08 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23731 members Mstep: Class 3 contains 8512 members Mstep: Class 4 contains 37943 members Mstep: Class 5 contains 646 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 23181 members Mstep: Class 11 contains 167374 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 342 members Mstep: Class 14 contains 17116 members Mstep: Class 15 contains 15191 members Mstep: Class 16 contains 19094 members Mstep: Class 17 contains 157199 members Mstep: Class 18 contains 1718 members Mstep: Class 19 contains 261 members Mstep: Class 20 contains 8445 members Mstep: Class 21 contains 32729 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41883 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119241064.000000 Penalty: 194868.812500 Iteration 47Q: 25 clusters Score -1.192411e+08 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23698 members Mstep: Class 3 contains 8470 members Mstep: Class 4 contains 37455 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 23631 members Mstep: Class 11 contains 167256 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17239 members Mstep: Class 15 contains 15194 members Mstep: Class 16 contains 19147 members Mstep: Class 17 contains 157186 members Mstep: Class 18 contains 1697 members Mstep: Class 19 contains 261 members Mstep: Class 20 contains 8417 members Mstep: Class 21 contains 32840 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41886 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119241328.000000 Penalty: 194868.812500 Iteration 48Q: 25 clusters Score -1.192413e+08 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23663 members Mstep: Class 3 contains 8430 members Mstep: Class 4 contains 37051 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 24045 members Mstep: Class 11 contains 167125 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17360 members Mstep: Class 15 contains 15193 members Mstep: Class 16 contains 19201 members Mstep: Class 17 contains 157172 members Mstep: Class 18 contains 1676 members Mstep: Class 19 contains 261 members Mstep: Class 20 contains 8380 members Mstep: Class 21 contains 32919 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41900 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119241448.000000 Penalty: 194868.812500 Iteration 49Q: 25 clusters Score -1.192414e+08 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23630 members Mstep: Class 3 contains 8398 members Mstep: Class 4 contains 36689 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 24446 members Mstep: Class 11 contains 166989 members Mstep: Class 12 contains 8343 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17444 members Mstep: Class 15 contains 15209 members Mstep: Class 16 contains 19245 members Mstep: Class 17 contains 157161 members Mstep: Class 18 contains 1657 members Mstep: Class 19 contains 260 members Mstep: Class 20 contains 8354 members Mstep: Class 21 contains 32992 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41907 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119241640.000000 Penalty: 194868.812500 Iteration 50Q: 25 clusters Score -1.192416e+08 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23576 members Mstep: Class 3 contains 8374 members Mstep: Class 4 contains 36379 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 24821 members Mstep: Class 11 contains 166838 members Mstep: Class 12 contains 8346 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17533 members Mstep: Class 15 contains 15223 members Mstep: Class 16 contains 19292 members Mstep: Class 17 contains 157119 members Mstep: Class 18 contains 1643 members Mstep: Class 19 contains 259 members Mstep: Class 20 contains 8330 members Mstep: Class 21 contains 33070 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41921 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119241944.000000 Penalty: 194868.812500 Iteration 51Q: 25 clusters Score -1.192419e+08 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23534 members Mstep: Class 3 contains 8365 members Mstep: Class 4 contains 36122 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 25168 members Mstep: Class 11 contains 166664 members Mstep: Class 12 contains 8351 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17614 members Mstep: Class 15 contains 15243 members Mstep: Class 16 contains 19318 members Mstep: Class 17 contains 157079 members Mstep: Class 18 contains 1628 members Mstep: Class 19 contains 258 members Mstep: Class 20 contains 8323 members Mstep: Class 21 contains 33130 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41927 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119241936.000000 Penalty: 194868.812500 Iteration 52Q: 25 clusters Score -1.192419e+08 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23510 members Mstep: Class 3 contains 8356 members Mstep: Class 4 contains 35870 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 25460 members Mstep: Class 11 contains 166537 members Mstep: Class 12 contains 8353 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17680 members Mstep: Class 15 contains 15264 members Mstep: Class 16 contains 19340 members Mstep: Class 17 contains 157036 members Mstep: Class 18 contains 1622 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8326 members Mstep: Class 21 contains 33178 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41935 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119242184.000000 Penalty: 194868.812500 Iteration 53Q: 25 clusters Score -1.192422e+08 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23470 members Mstep: Class 3 contains 8352 members Mstep: Class 4 contains 35640 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 25743 members Mstep: Class 11 contains 166428 members Mstep: Class 12 contains 8354 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17743 members Mstep: Class 15 contains 15267 members Mstep: Class 16 contains 19364 members Mstep: Class 17 contains 157008 members Mstep: Class 18 contains 1614 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8319 members Mstep: Class 21 contains 33220 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41945 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119242280.000000 Penalty: 194868.812500 Iteration 54Q: 25 clusters Score -1.192423e+08 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23449 members Mstep: Class 3 contains 8346 members Mstep: Class 4 contains 35449 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 26000 members Mstep: Class 11 contains 166327 members Mstep: Class 12 contains 8353 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17793 members Mstep: Class 15 contains 15276 members Mstep: Class 16 contains 19383 members Mstep: Class 17 contains 156965 members Mstep: Class 18 contains 1608 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8312 members Mstep: Class 21 contains 33244 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41961 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119242448.000000 Penalty: 194868.812500 Iteration 55Q: 25 clusters Score -1.192424e+08 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23434 members Mstep: Class 3 contains 8344 members Mstep: Class 4 contains 35276 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 26242 members Mstep: Class 11 contains 166224 members Mstep: Class 12 contains 8352 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17854 members Mstep: Class 15 contains 15284 members Mstep: Class 16 contains 19402 members Mstep: Class 17 contains 156912 members Mstep: Class 18 contains 1601 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8307 members Mstep: Class 21 contains 33264 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41970 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119242584.000000 Penalty: 194868.812500 Iteration 56Q: 25 clusters Score -1.192426e+08 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23423 members Mstep: Class 3 contains 8339 members Mstep: Class 4 contains 35113 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 26460 members Mstep: Class 11 contains 166107 members Mstep: Class 12 contains 8347 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17918 members Mstep: Class 15 contains 15296 members Mstep: Class 16 contains 19416 members Mstep: Class 17 contains 156880 members Mstep: Class 18 contains 1595 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8307 members Mstep: Class 21 contains 33281 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 41984 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243032.000000 Penalty: 194868.812500 Iteration 57Q: 25 clusters Score -1.19243e+08 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23432 members Mstep: Class 3 contains 8338 members Mstep: Class 4 contains 34953 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 26677 members Mstep: Class 11 contains 165994 members Mstep: Class 12 contains 8341 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 17976 members Mstep: Class 15 contains 15312 members Mstep: Class 16 contains 19424 members Mstep: Class 17 contains 156837 members Mstep: Class 18 contains 1592 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8296 members Mstep: Class 21 contains 33299 members Mstep: Class 22 contains 1206 members Mstep: Class 23 contains 41994 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243000.000000 Penalty: 194868.812500 Iteration 58Q: 25 clusters Score -1.19243e+08 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23428 members Mstep: Class 3 contains 8338 members Mstep: Class 4 contains 34807 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 26865 members Mstep: Class 11 contains 165925 members Mstep: Class 12 contains 8339 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 18007 members Mstep: Class 15 contains 15325 members Mstep: Class 16 contains 19434 members Mstep: Class 17 contains 156809 members Mstep: Class 18 contains 1589 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8279 members Mstep: Class 21 contains 33310 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 42011 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119242968.000000 Penalty: 194868.812500 Iteration 59Q: 25 clusters Score -1.19243e+08 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 64 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23428 members Mstep: Class 3 contains 8338 members Mstep: Class 4 contains 34656 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 678 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 27017 members Mstep: Class 11 contains 165896 members Mstep: Class 12 contains 8342 members Mstep: Class 13 contains 341 members Mstep: Class 14 contains 18039 members Mstep: Class 15 contains 15336 members Mstep: Class 16 contains 19450 members Mstep: Class 17 contains 156771 members Mstep: Class 18 contains 1586 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8265 members Mstep: Class 21 contains 33321 members Mstep: Class 22 contains 1205 members Mstep: Class 23 contains 42021 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243520.000000 Penalty: 194868.812500 Iteration 60F: 25 clusters Score -1.192435e+08 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23419 members Mstep: Class 3 contains 8338 members Mstep: Class 4 contains 34536 members Mstep: Class 5 contains 657 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 2438 members Mstep: Class 10 contains 27184 members Mstep: Class 11 contains 165835 members Mstep: Class 12 contains 8341 members Mstep: Class 13 contains 337 members Mstep: Class 14 contains 18068 members Mstep: Class 15 contains 15347 members Mstep: Class 16 contains 19461 members Mstep: Class 17 contains 156737 members Mstep: Class 18 contains 1583 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8257 members Mstep: Class 21 contains 33336 members Mstep: Class 22 contains 1206 members Mstep: Class 23 contains 42025 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243992.000000 Penalty: 194868.812500 Iteration 61Q: 25 clusters Score -1.19244e+08 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23397 members Mstep: Class 3 contains 8337 members Mstep: Class 4 contains 34440 members Mstep: Class 5 contains 663 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2438 members Mstep: Class 10 contains 27345 members Mstep: Class 11 contains 165750 members Mstep: Class 12 contains 8340 members Mstep: Class 13 contains 331 members Mstep: Class 14 contains 18104 members Mstep: Class 15 contains 15363 members Mstep: Class 16 contains 19468 members Mstep: Class 17 contains 156723 members Mstep: Class 18 contains 1560 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8264 members Mstep: Class 21 contains 33346 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42029 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244128.000000 Penalty: 194868.812500 Iteration 62Q: 25 clusters Score -1.192441e+08 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23378 members Mstep: Class 3 contains 8338 members Mstep: Class 4 contains 34358 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2438 members Mstep: Class 10 contains 27502 members Mstep: Class 11 contains 165660 members Mstep: Class 12 contains 8339 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18139 members Mstep: Class 15 contains 15376 members Mstep: Class 16 contains 19471 members Mstep: Class 17 contains 156702 members Mstep: Class 18 contains 1550 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8262 members Mstep: Class 21 contains 33362 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42028 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244208.000000 Penalty: 194868.812500 Iteration 63Q: 25 clusters Score -1.192442e+08 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23374 members Mstep: Class 3 contains 8338 members Mstep: Class 4 contains 34276 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2438 members Mstep: Class 10 contains 27655 members Mstep: Class 11 contains 165591 members Mstep: Class 12 contains 8342 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18154 members Mstep: Class 15 contains 15384 members Mstep: Class 16 contains 19476 members Mstep: Class 17 contains 156677 members Mstep: Class 18 contains 1538 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8252 members Mstep: Class 21 contains 33377 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42031 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243832.000000 Penalty: 194868.812500 Iteration 64Q: 25 clusters Score -1.192438e+08 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23373 members Mstep: Class 3 contains 8336 members Mstep: Class 4 contains 34211 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2438 members Mstep: Class 10 contains 27791 members Mstep: Class 11 contains 165512 members Mstep: Class 12 contains 8340 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18165 members Mstep: Class 15 contains 15396 members Mstep: Class 16 contains 19482 members Mstep: Class 17 contains 156669 members Mstep: Class 18 contains 1529 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8238 members Mstep: Class 21 contains 33385 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42038 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243928.000000 Penalty: 194868.812500 Iteration 65Q: 25 clusters Score -1.192439e+08 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23366 members Mstep: Class 3 contains 8335 members Mstep: Class 4 contains 34142 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2439 members Mstep: Class 10 contains 27922 members Mstep: Class 11 contains 165447 members Mstep: Class 12 contains 8340 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18182 members Mstep: Class 15 contains 15401 members Mstep: Class 16 contains 19487 members Mstep: Class 17 contains 156659 members Mstep: Class 18 contains 1514 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8235 members Mstep: Class 21 contains 33396 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42038 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243912.000000 Penalty: 194868.812500 Iteration 66Q: 25 clusters Score -1.192439e+08 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23374 members Mstep: Class 3 contains 8333 members Mstep: Class 4 contains 34069 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2439 members Mstep: Class 10 contains 28035 members Mstep: Class 11 contains 165399 members Mstep: Class 12 contains 8342 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18201 members Mstep: Class 15 contains 15409 members Mstep: Class 16 contains 19492 members Mstep: Class 17 contains 156643 members Mstep: Class 18 contains 1505 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8223 members Mstep: Class 21 contains 33407 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42032 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244072.000000 Penalty: 194868.812500 Iteration 67Q: 25 clusters Score -1.192441e+08 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23372 members Mstep: Class 3 contains 8333 members Mstep: Class 4 contains 34001 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2439 members Mstep: Class 10 contains 28120 members Mstep: Class 11 contains 165390 members Mstep: Class 12 contains 8345 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18214 members Mstep: Class 15 contains 15417 members Mstep: Class 16 contains 19495 members Mstep: Class 17 contains 156619 members Mstep: Class 18 contains 1497 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8214 members Mstep: Class 21 contains 33420 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42027 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243984.000000 Penalty: 194868.812500 Iteration 68Q: 25 clusters Score -1.19244e+08 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23368 members Mstep: Class 3 contains 8334 members Mstep: Class 4 contains 33950 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28193 members Mstep: Class 11 contains 165363 members Mstep: Class 12 contains 8344 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18233 members Mstep: Class 15 contains 15421 members Mstep: Class 16 contains 19497 members Mstep: Class 17 contains 156594 members Mstep: Class 18 contains 1491 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8215 members Mstep: Class 21 contains 33438 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42022 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243904.000000 Penalty: 194868.812500 Iteration 69Q: 25 clusters Score -1.192439e+08 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23374 members Mstep: Class 3 contains 8334 members Mstep: Class 4 contains 33894 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28261 members Mstep: Class 11 contains 165342 members Mstep: Class 12 contains 8346 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18255 members Mstep: Class 15 contains 15426 members Mstep: Class 16 contains 19502 members Mstep: Class 17 contains 156562 members Mstep: Class 18 contains 1484 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8212 members Mstep: Class 21 contains 33446 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42025 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243800.000000 Penalty: 194868.812500 Iteration 70Q: 25 clusters Score -1.192438e+08 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23367 members Mstep: Class 3 contains 8335 members Mstep: Class 4 contains 33841 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28338 members Mstep: Class 11 contains 165319 members Mstep: Class 12 contains 8346 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18262 members Mstep: Class 15 contains 15430 members Mstep: Class 16 contains 19513 members Mstep: Class 17 contains 156539 members Mstep: Class 18 contains 1482 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8211 members Mstep: Class 21 contains 33452 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42029 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119243944.000000 Penalty: 194868.812500 Iteration 71Q: 25 clusters Score -1.192439e+08 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23367 members Mstep: Class 3 contains 8334 members Mstep: Class 4 contains 33786 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28401 members Mstep: Class 11 contains 165324 members Mstep: Class 12 contains 8345 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18272 members Mstep: Class 15 contains 15430 members Mstep: Class 16 contains 19522 members Mstep: Class 17 contains 156509 members Mstep: Class 18 contains 1480 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8211 members Mstep: Class 21 contains 33459 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42024 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244064.000000 Penalty: 194868.812500 Iteration 72Q: 25 clusters Score -1.192441e+08 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23371 members Mstep: Class 3 contains 8333 members Mstep: Class 4 contains 33738 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28458 members Mstep: Class 11 contains 165321 members Mstep: Class 12 contains 8344 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18276 members Mstep: Class 15 contains 15432 members Mstep: Class 16 contains 19528 members Mstep: Class 17 contains 156484 members Mstep: Class 18 contains 1478 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8208 members Mstep: Class 21 contains 33467 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42026 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244096.000000 Penalty: 194868.812500 Iteration 73Q: 25 clusters Score -1.192441e+08 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23374 members Mstep: Class 3 contains 8334 members Mstep: Class 4 contains 33697 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28510 members Mstep: Class 11 contains 165310 members Mstep: Class 12 contains 8344 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18284 members Mstep: Class 15 contains 15435 members Mstep: Class 16 contains 19536 members Mstep: Class 17 contains 156456 members Mstep: Class 18 contains 1475 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8209 members Mstep: Class 21 contains 33472 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42028 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244240.000000 Penalty: 194868.812500 Iteration 74Q: 25 clusters Score -1.192442e+08 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23378 members Mstep: Class 3 contains 8333 members Mstep: Class 4 contains 33669 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28568 members Mstep: Class 11 contains 165292 members Mstep: Class 12 contains 8344 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18282 members Mstep: Class 15 contains 15442 members Mstep: Class 16 contains 19546 members Mstep: Class 17 contains 156426 members Mstep: Class 18 contains 1472 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8208 members Mstep: Class 21 contains 33474 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42030 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244048.000000 Penalty: 194868.812500 Iteration 75Q: 25 clusters Score -1.19244e+08 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23379 members Mstep: Class 3 contains 8333 members Mstep: Class 4 contains 33640 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28616 members Mstep: Class 11 contains 165283 members Mstep: Class 12 contains 8346 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18283 members Mstep: Class 15 contains 15448 members Mstep: Class 16 contains 19554 members Mstep: Class 17 contains 156397 members Mstep: Class 18 contains 1470 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8210 members Mstep: Class 21 contains 33473 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42032 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244144.000000 Penalty: 194868.812500 Iteration 76Q: 25 clusters Score -1.192441e+08 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23380 members Mstep: Class 3 contains 8332 members Mstep: Class 4 contains 33618 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28655 members Mstep: Class 11 contains 165271 members Mstep: Class 12 contains 8347 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18292 members Mstep: Class 15 contains 15450 members Mstep: Class 16 contains 19562 members Mstep: Class 17 contains 156371 members Mstep: Class 18 contains 1467 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8209 members Mstep: Class 21 contains 33476 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42034 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244184.000000 Penalty: 194868.812500 Iteration 77Q: 25 clusters Score -1.192442e+08 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23385 members Mstep: Class 3 contains 8332 members Mstep: Class 4 contains 33591 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28694 members Mstep: Class 11 contains 165249 members Mstep: Class 12 contains 8347 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18304 members Mstep: Class 15 contains 15456 members Mstep: Class 16 contains 19569 members Mstep: Class 17 contains 156345 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8210 members Mstep: Class 21 contains 33481 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42037 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119244232.000000 Penalty: 194868.812500 Iteration 78Q: 25 clusters Score -1.192442e+08 nChanged 112 Entering ConstructFrom: Score: -119244232.000000 Penalty: 194868.812500 Entering ConstructFrom: Trying to split cluster 1 (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: -266315.093750 Penalty: 4401.049805 Iteration 0F: 2 clusters Score -266315.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -261942.156250 Penalty: 8802.099609 Iteration 0F: 3 clusters Score -261942.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -262481.343750 Penalty: 8802.099609 Iteration 1F: 3 clusters Score -262481.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -262742.687500 Penalty: 8802.099609 Iteration 2F: 3 clusters Score -262742.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -262878.031250 Penalty: 8802.099609 Iteration 3Q: 3 clusters Score -262878 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -262949.937500 Penalty: 8802.099609 Iteration 4Q: 3 clusters Score -262949.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -262982.812500 Penalty: 8802.099609 Iteration 5Q: 3 clusters Score -262982.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -263007.500000 Penalty: 8802.099609 Iteration 6Q: 3 clusters Score -263007.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -263026.843750 Penalty: 8802.099609 Iteration 7Q: 3 clusters Score -263026.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -263050.875000 Penalty: 8802.099609 Iteration 8Q: 3 clusters Score -263050.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -263055.656250 Penalty: 8802.099609 Iteration 9Q: 3 clusters Score -263055.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -263061.375000 Penalty: 8802.099609 Iteration 10Q: 3 clusters Score -263061.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -263068.156250 Penalty: 8802.099609 Iteration 11Q: 3 clusters Score -263068.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -263068.156250 Penalty: 8802.099609 Iteration 12F: 3 clusters Score -263068.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (23390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23390 members Entering Unmasked Estep Score: -4759327.500000 Penalty: 6161.789551 Iteration 0F: 2 clusters Score -4759328 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -4740715.500000 Penalty: 12323.579102 Iteration 0F: 3 clusters Score -4740716 nChanged 9686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -4745923.500000 Penalty: 12323.579102 Iteration 1F: 3 clusters Score -4745924 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -4746606.500000 Penalty: 12323.579102 Iteration 2F: 3 clusters Score -4746606 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11768 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -4747056.500000 Penalty: 12323.579102 Iteration 3Q: 3 clusters Score -4747056 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -4747438.500000 Penalty: 12323.579102 Iteration 4Q: 3 clusters Score -4747438 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 11496 members Entering Unmasked Estep Score: -4747762.000000 Penalty: 12323.579102 Iteration 5Q: 3 clusters Score -4747762 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -4748041.500000 Penalty: 12323.579102 Iteration 6Q: 3 clusters Score -4748042 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -4748313.500000 Penalty: 12323.579102 Iteration 7Q: 3 clusters Score -4748314 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12048 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -4748586.500000 Penalty: 12323.579102 Iteration 8Q: 3 clusters Score -4748586 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 11283 members Entering Unmasked Estep Score: -4748851.500000 Penalty: 12323.579102 Iteration 9Q: 3 clusters Score -4748852 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -4749174.000000 Penalty: 12323.579102 Iteration 10Q: 3 clusters Score -4749174 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 11086 members Entering Unmasked Estep Score: -4749482.000000 Penalty: 12323.579102 Iteration 11Q: 3 clusters Score -4749482 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 10960 members Entering Unmasked Estep Score: -4749741.500000 Penalty: 12323.579102 Iteration 12Q: 3 clusters Score -4749742 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12557 members Mstep: Class 2 contains 10833 members Entering Unmasked Estep Score: -4750009.500000 Penalty: 12323.579102 Iteration 13Q: 3 clusters Score -4750010 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 10701 members Entering Unmasked Estep Score: -4750303.500000 Penalty: 12323.579102 Iteration 14Q: 3 clusters Score -4750304 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12846 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -4750617.500000 Penalty: 12323.579102 Iteration 15Q: 3 clusters Score -4750618 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13012 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -4750894.500000 Penalty: 12323.579102 Iteration 16Q: 3 clusters Score -4750894 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13154 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -4751203.500000 Penalty: 12323.579102 Iteration 17Q: 3 clusters Score -4751204 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -4751472.500000 Penalty: 12323.579102 Iteration 18Q: 3 clusters Score -4751472 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13417 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -4751737.000000 Penalty: 12323.579102 Iteration 19Q: 3 clusters Score -4751737 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13550 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -4752016.000000 Penalty: 12323.579102 Iteration 20F: 3 clusters Score -4752016 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -4752257.000000 Penalty: 12323.579102 Iteration 21Q: 3 clusters Score -4752257 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13787 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -4752438.000000 Penalty: 12323.579102 Iteration 22Q: 3 clusters Score -4752438 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13897 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -4752582.000000 Penalty: 12323.579102 Iteration 23Q: 3 clusters Score -4752582 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14001 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -4752685.000000 Penalty: 12323.579102 Iteration 24Q: 3 clusters Score -4752685 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -4752765.000000 Penalty: 12323.579102 Iteration 25Q: 3 clusters Score -4752765 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -4752868.000000 Penalty: 12323.579102 Iteration 26Q: 3 clusters Score -4752868 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -4752901.500000 Penalty: 12323.579102 Iteration 27Q: 3 clusters Score -4752902 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -4752938.500000 Penalty: 12323.579102 Iteration 28Q: 3 clusters Score -4752938 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14520 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -4752980.000000 Penalty: 12323.579102 Iteration 29Q: 3 clusters Score -4752980 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14619 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -4753030.500000 Penalty: 12323.579102 Iteration 30Q: 3 clusters Score -4753030 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14717 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -4753071.000000 Penalty: 12323.579102 Iteration 31Q: 3 clusters Score -4753071 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -4753096.000000 Penalty: 12323.579102 Iteration 32Q: 3 clusters Score -4753096 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14867 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -4753109.000000 Penalty: 12323.579102 Iteration 33Q: 3 clusters Score -4753109 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14932 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -4753138.000000 Penalty: 12323.579102 Iteration 34Q: 3 clusters Score -4753138 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15002 members Mstep: Class 2 contains 8388 members Entering Unmasked Estep Score: -4753150.000000 Penalty: 12323.579102 Iteration 35Q: 3 clusters Score -4753150 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -4753174.500000 Penalty: 12323.579102 Iteration 36Q: 3 clusters Score -4753174 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15117 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -4753187.000000 Penalty: 12323.579102 Iteration 37Q: 3 clusters Score -4753187 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15167 members Mstep: Class 2 contains 8223 members Entering Unmasked Estep Score: -4753212.500000 Penalty: 12323.579102 Iteration 38Q: 3 clusters Score -4753212 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15224 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -4753222.000000 Penalty: 12323.579102 Iteration 39Q: 3 clusters Score -4753222 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15270 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -4753234.000000 Penalty: 12323.579102 Iteration 40F: 3 clusters Score -4753234 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15287 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -4753236.500000 Penalty: 12323.579102 Iteration 41Q: 3 clusters Score -4753236 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15305 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -4753241.500000 Penalty: 12323.579102 Iteration 42Q: 3 clusters Score -4753242 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -4753239.500000 Penalty: 12323.579102 Iteration 43Q: 3 clusters Score -4753240 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15332 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -4753255.000000 Penalty: 12323.579102 Iteration 44Q: 3 clusters Score -4753255 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15346 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -4753264.500000 Penalty: 12323.579102 Iteration 45Q: 3 clusters Score -4753264 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -4753272.000000 Penalty: 12323.579102 Iteration 46Q: 3 clusters Score -4753272 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -4753286.000000 Penalty: 12323.579102 Iteration 47Q: 3 clusters Score -4753286 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15405 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -4753278.500000 Penalty: 12323.579102 Iteration 48Q: 3 clusters Score -4753278 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15421 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -4753287.500000 Penalty: 12323.579102 Iteration 49Q: 3 clusters Score -4753288 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15437 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -4753292.500000 Penalty: 12323.579102 Iteration 50Q: 3 clusters Score -4753292 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15448 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -4753290.500000 Penalty: 12323.579102 Iteration 51Q: 3 clusters Score -4753290 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -4753289.500000 Penalty: 12323.579102 Iteration 52Q: 3 clusters Score -4753290 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15461 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -4753290.500000 Penalty: 12323.579102 Iteration 53Q: 3 clusters Score -4753290 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15469 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -4753290.000000 Penalty: 12323.579102 Iteration 54Q: 3 clusters Score -4753290 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15479 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -4753292.000000 Penalty: 12323.579102 Iteration 55Q: 3 clusters Score -4753292 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -4753290.000000 Penalty: 12323.579102 Iteration 56Q: 3 clusters Score -4753290 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -4753296.000000 Penalty: 12323.579102 Iteration 57Q: 3 clusters Score -4753296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15494 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -4753297.000000 Penalty: 12323.579102 Iteration 58Q: 3 clusters Score -4753297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -4753291.000000 Penalty: 12323.579102 Iteration 59Q: 3 clusters Score -4753291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -4753289.500000 Penalty: 12323.579102 Iteration 60F: 3 clusters Score -4753290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -4753292.000000 Penalty: 12323.579102 Iteration 61Q: 3 clusters Score -4753292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15501 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -4753285.000000 Penalty: 12323.579102 Iteration 62Q: 3 clusters Score -4753285 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15504 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -4753291.500000 Penalty: 12323.579102 Iteration 63Q: 3 clusters Score -4753292 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15510 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -4753294.500000 Penalty: 12323.579102 Iteration 64Q: 3 clusters Score -4753294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -4753301.000000 Penalty: 12323.579102 Iteration 65Q: 3 clusters Score -4753301 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -4753306.500000 Penalty: 12323.579102 Iteration 66Q: 3 clusters Score -4753306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -4753306.500000 Penalty: 12323.579102 Iteration 67F: 3 clusters Score -4753306 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Entering Unmasked Estep Score: -1752211.750000 Penalty: 5529.563477 Iteration 0F: 2 clusters Score -1752212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1743068.750000 Penalty: 11059.126953 Iteration 0F: 3 clusters Score -1743069 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1745137.750000 Penalty: 11059.126953 Iteration 1F: 3 clusters Score -1745138 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1745743.125000 Penalty: 11059.126953 Iteration 2F: 3 clusters Score -1745743 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1746199.375000 Penalty: 11059.126953 Iteration 3F: 3 clusters Score -1746199 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1746627.500000 Penalty: 11059.126953 Iteration 4F: 3 clusters Score -1746628 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1747056.750000 Penalty: 11059.126953 Iteration 5F: 3 clusters Score -1747057 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1747452.500000 Penalty: 11059.126953 Iteration 6Q: 3 clusters Score -1747452 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1747807.375000 Penalty: 11059.126953 Iteration 7Q: 3 clusters Score -1747807 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1748123.000000 Penalty: 11059.126953 Iteration 8Q: 3 clusters Score -1748123 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -1748402.500000 Penalty: 11059.126953 Iteration 9Q: 3 clusters Score -1748402 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1748601.625000 Penalty: 11059.126953 Iteration 10Q: 3 clusters Score -1748602 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1748731.875000 Penalty: 11059.126953 Iteration 11Q: 3 clusters Score -1748732 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -1748818.875000 Penalty: 11059.126953 Iteration 12Q: 3 clusters Score -1748819 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -1748892.125000 Penalty: 11059.126953 Iteration 13Q: 3 clusters Score -1748892 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -1748957.750000 Penalty: 11059.126953 Iteration 14Q: 3 clusters Score -1748958 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -1749018.875000 Penalty: 11059.126953 Iteration 15Q: 3 clusters Score -1749019 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1749060.250000 Penalty: 11059.126953 Iteration 16Q: 3 clusters Score -1749060 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -1749085.750000 Penalty: 11059.126953 Iteration 17Q: 3 clusters Score -1749086 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1749107.625000 Penalty: 11059.126953 Iteration 18Q: 3 clusters Score -1749108 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1749120.375000 Penalty: 11059.126953 Iteration 19Q: 3 clusters Score -1749120 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -1749133.625000 Penalty: 11059.126953 Iteration 20F: 3 clusters Score -1749134 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1749143.375000 Penalty: 11059.126953 Iteration 21Q: 3 clusters Score -1749143 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1749146.625000 Penalty: 11059.126953 Iteration 22Q: 3 clusters Score -1749147 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -1749152.500000 Penalty: 11059.126953 Iteration 23Q: 3 clusters Score -1749152 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -1749158.375000 Penalty: 11059.126953 Iteration 24Q: 3 clusters Score -1749158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -1749165.000000 Penalty: 11059.126953 Iteration 25Q: 3 clusters Score -1749165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1749169.625000 Penalty: 11059.126953 Iteration 26Q: 3 clusters Score -1749170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -1749174.625000 Penalty: 11059.126953 Iteration 27Q: 3 clusters Score -1749175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -1749175.250000 Penalty: 11059.126953 Iteration 28Q: 3 clusters Score -1749175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1749175.625000 Penalty: 11059.126953 Iteration 29Q: 3 clusters Score -1749176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1749177.125000 Penalty: 11059.126953 Iteration 30Q: 3 clusters Score -1749177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -1749177.625000 Penalty: 11059.126953 Iteration 31Q: 3 clusters Score -1749178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1749178.375000 Penalty: 11059.126953 Iteration 32Q: 3 clusters Score -1749178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -1749178.500000 Penalty: 11059.126953 Iteration 33Q: 3 clusters Score -1749178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -1749178.500000 Penalty: 11059.126953 Iteration 34F: 3 clusters Score -1749178 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (33562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33562 members Entering Unmasked Estep Score: -7029204.500000 Penalty: 6382.954590 Iteration 0F: 2 clusters Score -7029204 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16796 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -7003989.000000 Penalty: 12765.909180 Iteration 0F: 3 clusters Score -7003989 nChanged 14303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 16781 members Entering Unmasked Estep Score: -7011601.000000 Penalty: 12765.909180 Iteration 1F: 3 clusters Score -7011601 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16768 members Mstep: Class 2 contains 16794 members Entering Unmasked Estep Score: -7012292.000000 Penalty: 12765.909180 Iteration 2F: 3 clusters Score -7012292 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16700 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -7012774.500000 Penalty: 12765.909180 Iteration 3Q: 3 clusters Score -7012774 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 16974 members Entering Unmasked Estep Score: -7013187.000000 Penalty: 12765.909180 Iteration 4Q: 3 clusters Score -7013187 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16473 members Mstep: Class 2 contains 17089 members Entering Unmasked Estep Score: -7013469.500000 Penalty: 12765.909180 Iteration 5Q: 3 clusters Score -7013470 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16318 members Mstep: Class 2 contains 17244 members Entering Unmasked Estep Score: -7013741.500000 Penalty: 12765.909180 Iteration 6Q: 3 clusters Score -7013742 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16172 members Mstep: Class 2 contains 17390 members Entering Unmasked Estep Score: -7014026.500000 Penalty: 12765.909180 Iteration 7Q: 3 clusters Score -7014026 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16006 members Mstep: Class 2 contains 17556 members Entering Unmasked Estep Score: -7014331.000000 Penalty: 12765.909180 Iteration 8Q: 3 clusters Score -7014331 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15810 members Mstep: Class 2 contains 17752 members Entering Unmasked Estep Score: -7014583.000000 Penalty: 12765.909180 Iteration 9Q: 3 clusters Score -7014583 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15567 members Mstep: Class 2 contains 17995 members Entering Unmasked Estep Score: -7014954.500000 Penalty: 12765.909180 Iteration 10Q: 3 clusters Score -7014954 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15246 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -7015289.500000 Penalty: 12765.909180 Iteration 11Q: 3 clusters Score -7015290 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14874 members Mstep: Class 2 contains 18688 members Entering Unmasked Estep Score: -7015752.000000 Penalty: 12765.909180 Iteration 12Q: 3 clusters Score -7015752 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14427 members Mstep: Class 2 contains 19135 members Entering Unmasked Estep Score: -7016215.500000 Penalty: 12765.909180 Iteration 13Q: 3 clusters Score -7016216 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13871 members Mstep: Class 2 contains 19691 members Entering Unmasked Estep Score: -7016689.500000 Penalty: 12765.909180 Iteration 14Q: 3 clusters Score -7016690 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13234 members Mstep: Class 2 contains 20328 members Entering Unmasked Estep Score: -7017183.500000 Penalty: 12765.909180 Iteration 15Q: 3 clusters Score -7017184 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 21055 members Entering Unmasked Estep Score: -7017672.500000 Penalty: 12765.909180 Iteration 16Q: 3 clusters Score -7017672 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -7018126.000000 Penalty: 12765.909180 Iteration 17Q: 3 clusters Score -7018126 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 22653 members Entering Unmasked Estep Score: -7018587.500000 Penalty: 12765.909180 Iteration 18Q: 3 clusters Score -7018588 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10095 members Mstep: Class 2 contains 23467 members Entering Unmasked Estep Score: -7019003.500000 Penalty: 12765.909180 Iteration 19Q: 3 clusters Score -7019004 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 24255 members Entering Unmasked Estep Score: -7019407.000000 Penalty: 12765.909180 Iteration 20F: 3 clusters Score -7019407 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 25070 members Entering Unmasked Estep Score: -7019894.500000 Penalty: 12765.909180 Iteration 21Q: 3 clusters Score -7019894 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 25856 members Entering Unmasked Estep Score: -7020348.500000 Penalty: 12765.909180 Iteration 22Q: 3 clusters Score -7020348 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 26595 members Entering Unmasked Estep Score: -7020855.000000 Penalty: 12765.909180 Iteration 23Q: 3 clusters Score -7020855 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -7021283.000000 Penalty: 12765.909180 Iteration 24Q: 3 clusters Score -7021283 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 27904 members Entering Unmasked Estep Score: -7021734.000000 Penalty: 12765.909180 Iteration 25Q: 3 clusters Score -7021734 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 28458 members Entering Unmasked Estep Score: -7022253.000000 Penalty: 12765.909180 Iteration 26Q: 3 clusters Score -7022253 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 28933 members Entering Unmasked Estep Score: -7022933.000000 Penalty: 12765.909180 Iteration 27Q: 3 clusters Score -7022933 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 29306 members Entering Unmasked Estep Score: -7023455.500000 Penalty: 12765.909180 Iteration 28Q: 3 clusters Score -7023456 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 29592 members Entering Unmasked Estep Score: -7023712.000000 Penalty: 12765.909180 Iteration 29Q: 3 clusters Score -7023712 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 29818 members Entering Unmasked Estep Score: -7023869.500000 Penalty: 12765.909180 Iteration 30Q: 3 clusters Score -7023870 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 29981 members Entering Unmasked Estep Score: -7023958.500000 Penalty: 12765.909180 Iteration 31Q: 3 clusters Score -7023958 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 30104 members Entering Unmasked Estep Score: -7024035.000000 Penalty: 12765.909180 Iteration 32Q: 3 clusters Score -7024035 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 30213 members Entering Unmasked Estep Score: -7024056.500000 Penalty: 12765.909180 Iteration 33Q: 3 clusters Score -7024056 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 30300 members Entering Unmasked Estep Score: -7024077.000000 Penalty: 12765.909180 Iteration 34Q: 3 clusters Score -7024077 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 30378 members Entering Unmasked Estep Score: -7024134.500000 Penalty: 12765.909180 Iteration 35Q: 3 clusters Score -7024134 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 30430 members Entering Unmasked Estep Score: -7024154.000000 Penalty: 12765.909180 Iteration 36Q: 3 clusters Score -7024154 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 30471 members Entering Unmasked Estep Score: -7024179.500000 Penalty: 12765.909180 Iteration 37Q: 3 clusters Score -7024180 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 30516 members Entering Unmasked Estep Score: -7024178.000000 Penalty: 12765.909180 Iteration 38Q: 3 clusters Score -7024178 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 30552 members Entering Unmasked Estep Score: -7024191.500000 Penalty: 12765.909180 Iteration 39Q: 3 clusters Score -7024192 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 30585 members Entering Unmasked Estep Score: -7024220.000000 Penalty: 12765.909180 Iteration 40F: 3 clusters Score -7024220 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 30610 members Entering Unmasked Estep Score: -7024230.500000 Penalty: 12765.909180 Iteration 41Q: 3 clusters Score -7024230 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 30634 members Entering Unmasked Estep Score: -7024231.500000 Penalty: 12765.909180 Iteration 42Q: 3 clusters Score -7024232 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 30662 members Entering Unmasked Estep Score: -7024232.000000 Penalty: 12765.909180 Iteration 43Q: 3 clusters Score -7024232 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 30682 members Entering Unmasked Estep Score: -7024250.000000 Penalty: 12765.909180 Iteration 44Q: 3 clusters Score -7024250 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 30701 members Entering Unmasked Estep Score: -7024257.000000 Penalty: 12765.909180 Iteration 45Q: 3 clusters Score -7024257 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 30725 members Entering Unmasked Estep Score: -7024247.500000 Penalty: 12765.909180 Iteration 46Q: 3 clusters Score -7024248 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 30743 members Entering Unmasked Estep Score: -7024255.000000 Penalty: 12765.909180 Iteration 47Q: 3 clusters Score -7024255 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 30754 members Entering Unmasked Estep Score: -7024257.500000 Penalty: 12765.909180 Iteration 48Q: 3 clusters Score -7024258 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 30769 members Entering Unmasked Estep Score: -7024263.500000 Penalty: 12765.909180 Iteration 49Q: 3 clusters Score -7024264 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 30790 members Entering Unmasked Estep Score: -7024269.500000 Penalty: 12765.909180 Iteration 50Q: 3 clusters Score -7024270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 30805 members Entering Unmasked Estep Score: -7024274.000000 Penalty: 12765.909180 Iteration 51Q: 3 clusters Score -7024274 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 30819 members Entering Unmasked Estep Score: -7024277.500000 Penalty: 12765.909180 Iteration 52Q: 3 clusters Score -7024278 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 30828 members Entering Unmasked Estep Score: -7024276.000000 Penalty: 12765.909180 Iteration 53Q: 3 clusters Score -7024276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 30839 members Entering Unmasked Estep Score: -7024287.500000 Penalty: 12765.909180 Iteration 54Q: 3 clusters Score -7024288 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 30846 members Entering Unmasked Estep Score: -7024283.000000 Penalty: 12765.909180 Iteration 55Q: 3 clusters Score -7024283 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 30852 members Entering Unmasked Estep Score: -7024286.000000 Penalty: 12765.909180 Iteration 56Q: 3 clusters Score -7024286 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 30859 members Entering Unmasked Estep Score: -7024297.000000 Penalty: 12765.909180 Iteration 57Q: 3 clusters Score -7024297 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 30864 members Entering Unmasked Estep Score: -7024295.000000 Penalty: 12765.909180 Iteration 58Q: 3 clusters Score -7024295 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 30870 members Entering Unmasked Estep Score: -7024305.000000 Penalty: 12765.909180 Iteration 59Q: 3 clusters Score -7024305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 30875 members Entering Unmasked Estep Score: -7024298.000000 Penalty: 12765.909180 Iteration 60F: 3 clusters Score -7024298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 30875 members Entering Unmasked Estep Score: -7024303.500000 Penalty: 12765.909180 Iteration 61Q: 3 clusters Score -7024304 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 30875 members Entering Unmasked Estep Score: -7024303.500000 Penalty: 12765.909180 Iteration 62F: 3 clusters Score -7024304 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -116913.257812 Penalty: 3981.119385 Iteration 0F: 2 clusters Score -116913.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -113307.390625 Penalty: 7962.238770 Iteration 0F: 3 clusters Score -113307.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -113699.226562 Penalty: 7962.238770 Iteration 1F: 3 clusters Score -113699.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -113979.031250 Penalty: 7962.238770 Iteration 2F: 3 clusters Score -113979 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -114275.375000 Penalty: 7962.238770 Iteration 3Q: 3 clusters Score -114275.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -114473.570312 Penalty: 7962.238770 Iteration 4Q: 3 clusters Score -114473.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -114616.906250 Penalty: 7962.238770 Iteration 5Q: 3 clusters Score -114616.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -114714.343750 Penalty: 7962.238770 Iteration 6Q: 3 clusters Score -114714.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -114749.773438 Penalty: 7962.238770 Iteration 7Q: 3 clusters Score -114749.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -114765.773438 Penalty: 7962.238770 Iteration 8Q: 3 clusters Score -114765.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -114793.156250 Penalty: 7962.238770 Iteration 9Q: 3 clusters Score -114793.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -114796.343750 Penalty: 7962.238770 Iteration 10Q: 3 clusters Score -114796.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -114796.343750 Penalty: 7962.238770 Iteration 11F: 3 clusters Score -114796.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Entering Unmasked Estep Score: -77381.093750 Penalty: 3737.817139 Iteration 0F: 2 clusters Score -77381.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -74120.484375 Penalty: 7475.634277 Iteration 0F: 3 clusters Score -74120.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -74459.187500 Penalty: 7475.634277 Iteration 1F: 3 clusters Score -74459.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -74532.601562 Penalty: 7475.634277 Iteration 2Q: 3 clusters Score -74532.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -74570.875000 Penalty: 7475.634277 Iteration 3Q: 3 clusters Score -74570.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -74615.429688 Penalty: 7475.634277 Iteration 4Q: 3 clusters Score -74615.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -74710.687500 Penalty: 7475.634277 Iteration 5Q: 3 clusters Score -74710.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -74787.226562 Penalty: 7475.634277 Iteration 6Q: 3 clusters Score -74787.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -74832.445312 Penalty: 7475.634277 Iteration 7Q: 3 clusters Score -74832.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -74882.789062 Penalty: 7475.634277 Iteration 8Q: 3 clusters Score -74882.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -74904.414062 Penalty: 7475.634277 Iteration 9Q: 3 clusters Score -74904.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -74951.843750 Penalty: 7475.634277 Iteration 10Q: 3 clusters Score -74951.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -74978.007812 Penalty: 7475.634277 Iteration 11Q: 3 clusters Score -74978.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -74978.007812 Penalty: 7475.634277 Iteration 12F: 3 clusters Score -74978.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Entering Unmasked Estep Score: -122593.578125 Penalty: 3992.073486 Iteration 0F: 2 clusters Score -122593.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -118978.296875 Penalty: 7984.146973 Iteration 0F: 3 clusters Score -118978.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -119319.210938 Penalty: 7984.146973 Iteration 1F: 3 clusters Score -119319.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -119475.992188 Penalty: 7984.146973 Iteration 2Q: 3 clusters Score -119476 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -119567.648438 Penalty: 7984.146973 Iteration 3Q: 3 clusters Score -119567.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -119599.382812 Penalty: 7984.146973 Iteration 4Q: 3 clusters Score -119599.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -119604.125000 Penalty: 7984.146973 Iteration 5Q: 3 clusters Score -119604.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -119625.312500 Penalty: 7984.146973 Iteration 6Q: 3 clusters Score -119625.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -119630.851562 Penalty: 7984.146973 Iteration 7Q: 3 clusters Score -119630.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -119642.750000 Penalty: 7984.146973 Iteration 8Q: 3 clusters Score -119642.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -119647.382812 Penalty: 7984.146973 Iteration 9Q: 3 clusters Score -119647.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -119647.382812 Penalty: 7984.146973 Iteration 10F: 3 clusters Score -119647.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -92026.593750 Penalty: 3791.568115 Iteration 0F: 2 clusters Score -92026.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -88631.703125 Penalty: 7583.136230 Iteration 0F: 3 clusters Score -88631.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -88849.023438 Penalty: 7583.136230 Iteration 1F: 3 clusters Score -88849.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -88921.593750 Penalty: 7583.136230 Iteration 2Q: 3 clusters Score -88921.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -88957.984375 Penalty: 7583.136230 Iteration 3Q: 3 clusters Score -88957.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -88997.515625 Penalty: 7583.136230 Iteration 4Q: 3 clusters Score -88997.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -89028.140625 Penalty: 7583.136230 Iteration 5Q: 3 clusters Score -89028.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -89061.875000 Penalty: 7583.136230 Iteration 6Q: 3 clusters Score -89061.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -89061.875000 Penalty: 7583.136230 Iteration 7F: 3 clusters Score -89061.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Entering Unmasked Estep Score: -509478.843750 Penalty: 4777.348633 Iteration 0F: 2 clusters Score -509478.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -504100.437500 Penalty: 9554.697266 Iteration 0F: 3 clusters Score -504100.4 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -504864.218750 Penalty: 9554.697266 Iteration 1F: 3 clusters Score -504864.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -505432.875000 Penalty: 9554.697266 Iteration 2F: 3 clusters Score -505432.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -506387.468750 Penalty: 9554.697266 Iteration 3F: 3 clusters Score -506387.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -507220.562500 Penalty: 9554.697266 Iteration 4F: 3 clusters Score -507220.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -507770.250000 Penalty: 9554.697266 Iteration 5F: 3 clusters Score -507770.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -508167.968750 Penalty: 9554.697266 Iteration 6F: 3 clusters Score -508168 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -508439.437500 Penalty: 9554.697266 Iteration 7Q: 3 clusters Score -508439.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -508620.656250 Penalty: 9554.697266 Iteration 8Q: 3 clusters Score -508620.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -508713.562500 Penalty: 9554.697266 Iteration 9Q: 3 clusters Score -508713.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -508803.937500 Penalty: 9554.697266 Iteration 10Q: 3 clusters Score -508803.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -508844.468750 Penalty: 9554.697266 Iteration 11Q: 3 clusters Score -508844.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -508886.562500 Penalty: 9554.697266 Iteration 12Q: 3 clusters Score -508886.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -508929.875000 Penalty: 9554.697266 Iteration 13Q: 3 clusters Score -508929.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -508945.687500 Penalty: 9554.697266 Iteration 14Q: 3 clusters Score -508945.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -508964.250000 Penalty: 9554.697266 Iteration 15Q: 3 clusters Score -508964.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -508973.187500 Penalty: 9554.697266 Iteration 16Q: 3 clusters Score -508973.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -508980.625000 Penalty: 9554.697266 Iteration 17Q: 3 clusters Score -508980.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -508984.250000 Penalty: 9554.697266 Iteration 18Q: 3 clusters Score -508984.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -508985.375000 Penalty: 9554.697266 Iteration 19Q: 3 clusters Score -508985.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -508989.343750 Penalty: 9554.697266 Iteration 20F: 3 clusters Score -508989.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (28734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28734 members Entering Unmasked Estep Score: -6144533.500000 Penalty: 6287.825195 Iteration 0F: 2 clusters Score -6144534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14279 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -6122420.000000 Penalty: 12575.650391 Iteration 0F: 3 clusters Score -6122420 nChanged 12223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13930 members Mstep: Class 2 contains 14804 members Entering Unmasked Estep Score: -6128990.000000 Penalty: 12575.650391 Iteration 1F: 3 clusters Score -6128990 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -6129821.500000 Penalty: 12575.650391 Iteration 2F: 3 clusters Score -6129822 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -6130543.500000 Penalty: 12575.650391 Iteration 3F: 3 clusters Score -6130544 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13090 members Mstep: Class 2 contains 15644 members Entering Unmasked Estep Score: -6131221.000000 Penalty: 12575.650391 Iteration 4Q: 3 clusters Score -6131221 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12795 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -6131887.500000 Penalty: 12575.650391 Iteration 5Q: 3 clusters Score -6131888 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 16265 members Entering Unmasked Estep Score: -6132508.000000 Penalty: 12575.650391 Iteration 6Q: 3 clusters Score -6132508 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 16652 members Entering Unmasked Estep Score: -6133062.500000 Penalty: 12575.650391 Iteration 7Q: 3 clusters Score -6133062 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 17052 members Entering Unmasked Estep Score: -6133556.500000 Penalty: 12575.650391 Iteration 8Q: 3 clusters Score -6133556 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 17515 members Entering Unmasked Estep Score: -6134059.000000 Penalty: 12575.650391 Iteration 9Q: 3 clusters Score -6134059 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 18057 members Entering Unmasked Estep Score: -6134613.500000 Penalty: 12575.650391 Iteration 10Q: 3 clusters Score -6134614 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 18684 members Entering Unmasked Estep Score: -6135223.500000 Penalty: 12575.650391 Iteration 11Q: 3 clusters Score -6135224 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 19368 members Entering Unmasked Estep Score: -6135895.500000 Penalty: 12575.650391 Iteration 12Q: 3 clusters Score -6135896 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 20171 members Entering Unmasked Estep Score: -6136782.000000 Penalty: 12575.650391 Iteration 13Q: 3 clusters Score -6136782 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 20914 members Entering Unmasked Estep Score: -6137630.000000 Penalty: 12575.650391 Iteration 14Q: 3 clusters Score -6137630 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 21523 members Entering Unmasked Estep Score: -6138523.500000 Penalty: 12575.650391 Iteration 15Q: 3 clusters Score -6138524 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 21987 members Entering Unmasked Estep Score: -6139142.500000 Penalty: 12575.650391 Iteration 16Q: 3 clusters Score -6139142 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 22310 members Entering Unmasked Estep Score: -6139518.500000 Penalty: 12575.650391 Iteration 17Q: 3 clusters Score -6139518 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 22500 members Entering Unmasked Estep Score: -6139663.000000 Penalty: 12575.650391 Iteration 18Q: 3 clusters Score -6139663 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 22627 members Entering Unmasked Estep Score: -6139732.000000 Penalty: 12575.650391 Iteration 19Q: 3 clusters Score -6139732 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 22732 members Entering Unmasked Estep Score: -6139773.000000 Penalty: 12575.650391 Iteration 20F: 3 clusters Score -6139773 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 22802 members Entering Unmasked Estep Score: -6139801.500000 Penalty: 12575.650391 Iteration 21Q: 3 clusters Score -6139802 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 22860 members Entering Unmasked Estep Score: -6139799.500000 Penalty: 12575.650391 Iteration 22Q: 3 clusters Score -6139800 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 22901 members Entering Unmasked Estep Score: -6139817.500000 Penalty: 12575.650391 Iteration 23Q: 3 clusters Score -6139818 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 22926 members Entering Unmasked Estep Score: -6139824.500000 Penalty: 12575.650391 Iteration 24Q: 3 clusters Score -6139824 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 22946 members Entering Unmasked Estep Score: -6139838.000000 Penalty: 12575.650391 Iteration 25Q: 3 clusters Score -6139838 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 22960 members Entering Unmasked Estep Score: -6139850.500000 Penalty: 12575.650391 Iteration 26Q: 3 clusters Score -6139850 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 22980 members Entering Unmasked Estep Score: -6139865.500000 Penalty: 12575.650391 Iteration 27Q: 3 clusters Score -6139866 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 22989 members Entering Unmasked Estep Score: -6139867.500000 Penalty: 12575.650391 Iteration 28Q: 3 clusters Score -6139868 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 22997 members Entering Unmasked Estep Score: -6139868.500000 Penalty: 12575.650391 Iteration 29Q: 3 clusters Score -6139868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 23001 members Entering Unmasked Estep Score: -6139859.500000 Penalty: 12575.650391 Iteration 30Q: 3 clusters Score -6139860 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 23004 members Entering Unmasked Estep Score: -6139865.000000 Penalty: 12575.650391 Iteration 31Q: 3 clusters Score -6139865 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 23010 members Entering Unmasked Estep Score: -6139875.000000 Penalty: 12575.650391 Iteration 32Q: 3 clusters Score -6139875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 23013 members Entering Unmasked Estep Score: -6139874.500000 Penalty: 12575.650391 Iteration 33Q: 3 clusters Score -6139874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 23016 members Entering Unmasked Estep Score: -6139874.000000 Penalty: 12575.650391 Iteration 34Q: 3 clusters Score -6139874 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 23018 members Entering Unmasked Estep Score: -6139877.500000 Penalty: 12575.650391 Iteration 35Q: 3 clusters Score -6139878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 23020 members Entering Unmasked Estep Score: -6139883.500000 Penalty: 12575.650391 Iteration 36Q: 3 clusters Score -6139884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 23026 members Entering Unmasked Estep Score: -6139878.000000 Penalty: 12575.650391 Iteration 37Q: 3 clusters Score -6139878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 23035 members Entering Unmasked Estep Score: -6139880.000000 Penalty: 12575.650391 Iteration 38Q: 3 clusters Score -6139880 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 23044 members Entering Unmasked Estep Score: -6139876.500000 Penalty: 12575.650391 Iteration 39Q: 3 clusters Score -6139876 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 23057 members Entering Unmasked Estep Score: -6139876.500000 Penalty: 12575.650391 Iteration 40F: 3 clusters Score -6139876 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 23064 members Entering Unmasked Estep Score: -6139880.000000 Penalty: 12575.650391 Iteration 41Q: 3 clusters Score -6139880 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 23072 members Entering Unmasked Estep Score: -6139882.000000 Penalty: 12575.650391 Iteration 42Q: 3 clusters Score -6139882 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 23074 members Entering Unmasked Estep Score: -6139880.000000 Penalty: 12575.650391 Iteration 43Q: 3 clusters Score -6139880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 23080 members Entering Unmasked Estep Score: -6139881.500000 Penalty: 12575.650391 Iteration 44Q: 3 clusters Score -6139882 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 23087 members Entering Unmasked Estep Score: -6139883.500000 Penalty: 12575.650391 Iteration 45Q: 3 clusters Score -6139884 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -6139890.000000 Penalty: 12575.650391 Iteration 46Q: 3 clusters Score -6139890 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 23090 members Entering Unmasked Estep Score: -6139887.000000 Penalty: 12575.650391 Iteration 47Q: 3 clusters Score -6139887 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -6139885.500000 Penalty: 12575.650391 Iteration 48Q: 3 clusters Score -6139886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 23091 members Entering Unmasked Estep Score: -6139885.500000 Penalty: 12575.650391 Iteration 49F: 3 clusters Score -6139886 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (165238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165238 members Entering Unmasked Estep Score: -34945216.000000 Penalty: 7359.274902 Iteration 0F: 2 clusters Score -3.494522e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82195 members Mstep: Class 2 contains 83043 members Entering Unmasked Estep Score: -34834152.000000 Penalty: 14718.549805 Iteration 0F: 3 clusters Score -3.483415e+07 nChanged 76830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79083 members Mstep: Class 2 contains 86155 members Entering Unmasked Estep Score: -34877112.000000 Penalty: 14718.549805 Iteration 1F: 3 clusters Score -3.487711e+07 nChanged 5771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76926 members Mstep: Class 2 contains 88312 members Entering Unmasked Estep Score: -34878724.000000 Penalty: 14718.549805 Iteration 2Q: 3 clusters Score -3.487872e+07 nChanged 5744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73824 members Mstep: Class 2 contains 91414 members Entering Unmasked Estep Score: -34880272.000000 Penalty: 14718.549805 Iteration 3Q: 3 clusters Score -3.488027e+07 nChanged 6269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69263 members Mstep: Class 2 contains 95975 members Entering Unmasked Estep Score: -34882244.000000 Penalty: 14718.549805 Iteration 4Q: 3 clusters Score -3.488224e+07 nChanged 7503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62714 members Mstep: Class 2 contains 102524 members Entering Unmasked Estep Score: -34885368.000000 Penalty: 14718.549805 Iteration 5Q: 3 clusters Score -3.488537e+07 nChanged 9521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53601 members Mstep: Class 2 contains 111637 members Entering Unmasked Estep Score: -34890668.000000 Penalty: 14718.549805 Iteration 6F: 3 clusters Score -3.489067e+07 nChanged 12083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41658 members Mstep: Class 2 contains 123580 members Entering Unmasked Estep Score: -34899648.000000 Penalty: 14718.549805 Iteration 7F: 3 clusters Score -3.489965e+07 nChanged 13764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27948 members Mstep: Class 2 contains 137290 members Entering Unmasked Estep Score: -34911572.000000 Penalty: 14718.549805 Iteration 8F: 3 clusters Score -3.491157e+07 nChanged 12722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15242 members Mstep: Class 2 contains 149996 members Entering Unmasked Estep Score: -34924052.000000 Penalty: 14718.549805 Iteration 9F: 3 clusters Score -3.492405e+07 nChanged 8537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 158521 members Entering Unmasked Estep Score: -34932364.000000 Penalty: 14718.549805 Iteration 10F: 3 clusters Score -3.493236e+07 nChanged 3959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 162474 members Entering Unmasked Estep Score: -34936020.000000 Penalty: 14718.549805 Iteration 11Q: 3 clusters Score -3.493602e+07 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 163895 members Entering Unmasked Estep Score: -34937472.000000 Penalty: 14718.549805 Iteration 12Q: 3 clusters Score -3.493747e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 164354 members Entering Unmasked Estep Score: -34937996.000000 Penalty: 14718.549805 Iteration 13Q: 3 clusters Score -3.4938e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 164504 members Entering Unmasked Estep Score: -34938332.000000 Penalty: 14718.549805 Iteration 14Q: 3 clusters Score -3.493833e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 164581 members Entering Unmasked Estep Score: -34938408.000000 Penalty: 14718.549805 Iteration 15Q: 3 clusters Score -3.493841e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 164612 members Entering Unmasked Estep Score: -34938484.000000 Penalty: 14718.549805 Iteration 16Q: 3 clusters Score -3.493848e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 164630 members Entering Unmasked Estep Score: -34938508.000000 Penalty: 14718.549805 Iteration 17Q: 3 clusters Score -3.493851e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 164637 members Entering Unmasked Estep Score: -34938532.000000 Penalty: 14718.549805 Iteration 18Q: 3 clusters Score -3.493853e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 164646 members Entering Unmasked Estep Score: -34938540.000000 Penalty: 14718.549805 Iteration 19Q: 3 clusters Score -3.493854e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 164649 members Entering Unmasked Estep Score: -34938532.000000 Penalty: 14718.549805 Iteration 20F: 3 clusters Score -3.493853e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 164653 members Entering Unmasked Estep Score: -34938540.000000 Penalty: 14718.549805 Iteration 21Q: 3 clusters Score -3.493854e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 164659 members Entering Unmasked Estep Score: -34938552.000000 Penalty: 14718.549805 Iteration 22Q: 3 clusters Score -3.493855e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 164661 members Entering Unmasked Estep Score: -34938564.000000 Penalty: 14718.549805 Iteration 23Q: 3 clusters Score -3.493856e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 164665 members Entering Unmasked Estep Score: -34938548.000000 Penalty: 14718.549805 Iteration 24Q: 3 clusters Score -3.493855e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 164671 members Entering Unmasked Estep Score: -34938540.000000 Penalty: 14718.549805 Iteration 25Q: 3 clusters Score -3.493854e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 164676 members Entering Unmasked Estep Score: -34938588.000000 Penalty: 14718.549805 Iteration 26Q: 3 clusters Score -3.493859e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 164681 members Entering Unmasked Estep Score: -34938608.000000 Penalty: 14718.549805 Iteration 27Q: 3 clusters Score -3.493861e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 164682 members Entering Unmasked Estep Score: -34938588.000000 Penalty: 14718.549805 Iteration 28Q: 3 clusters Score -3.493859e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 164681 members Entering Unmasked Estep Score: -34938600.000000 Penalty: 14718.549805 Iteration 29Q: 3 clusters Score -3.49386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 164685 members Entering Unmasked Estep Score: -34938628.000000 Penalty: 14718.549805 Iteration 30Q: 3 clusters Score -3.493863e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 164689 members Entering Unmasked Estep Score: -34938624.000000 Penalty: 14718.549805 Iteration 31Q: 3 clusters Score -3.493862e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 164693 members Entering Unmasked Estep Score: -34938624.000000 Penalty: 14718.549805 Iteration 32Q: 3 clusters Score -3.493862e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 164697 members Entering Unmasked Estep Score: -34938620.000000 Penalty: 14718.549805 Iteration 33Q: 3 clusters Score -3.493862e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 164695 members Entering Unmasked Estep Score: -34938628.000000 Penalty: 14718.549805 Iteration 34Q: 3 clusters Score -3.493863e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 164695 members Entering Unmasked Estep Score: -34938628.000000 Penalty: 14718.549805 Iteration 35F: 3 clusters Score -3.493863e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Entering Unmasked Estep Score: -1706837.000000 Penalty: 5530.665039 Iteration 0F: 2 clusters Score -1706837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1697671.750000 Penalty: 11061.330078 Iteration 0F: 3 clusters Score -1697672 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1699438.375000 Penalty: 11061.330078 Iteration 1F: 3 clusters Score -1699438 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1699910.500000 Penalty: 11061.330078 Iteration 2F: 3 clusters Score -1699910 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1700201.875000 Penalty: 11061.330078 Iteration 3F: 3 clusters Score -1700202 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1700470.000000 Penalty: 11061.330078 Iteration 4Q: 3 clusters Score -1700470 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1700688.500000 Penalty: 11061.330078 Iteration 5Q: 3 clusters Score -1700688 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1700872.875000 Penalty: 11061.330078 Iteration 6Q: 3 clusters Score -1700873 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1701096.875000 Penalty: 11061.330078 Iteration 7Q: 3 clusters Score -1701097 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1701303.750000 Penalty: 11061.330078 Iteration 8Q: 3 clusters Score -1701304 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1701458.000000 Penalty: 11061.330078 Iteration 9Q: 3 clusters Score -1701458 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1701643.375000 Penalty: 11061.330078 Iteration 10Q: 3 clusters Score -1701643 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1701853.375000 Penalty: 11061.330078 Iteration 11Q: 3 clusters Score -1701853 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1702090.750000 Penalty: 11061.330078 Iteration 12Q: 3 clusters Score -1702091 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1702400.250000 Penalty: 11061.330078 Iteration 13Q: 3 clusters Score -1702400 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1702750.500000 Penalty: 11061.330078 Iteration 14Q: 3 clusters Score -1702750 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1703099.750000 Penalty: 11061.330078 Iteration 15Q: 3 clusters Score -1703100 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1703385.375000 Penalty: 11061.330078 Iteration 16Q: 3 clusters Score -1703385 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1703588.500000 Penalty: 11061.330078 Iteration 17Q: 3 clusters Score -1703588 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -1703753.000000 Penalty: 11061.330078 Iteration 18Q: 3 clusters Score -1703753 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -1703904.375000 Penalty: 11061.330078 Iteration 19Q: 3 clusters Score -1703904 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1704058.250000 Penalty: 11061.330078 Iteration 20F: 3 clusters Score -1704058 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1704189.250000 Penalty: 11061.330078 Iteration 21Q: 3 clusters Score -1704189 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1704303.750000 Penalty: 11061.330078 Iteration 22Q: 3 clusters Score -1704304 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1704446.250000 Penalty: 11061.330078 Iteration 23Q: 3 clusters Score -1704446 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1704569.125000 Penalty: 11061.330078 Iteration 24Q: 3 clusters Score -1704569 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1704660.000000 Penalty: 11061.330078 Iteration 25Q: 3 clusters Score -1704660 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1704717.000000 Penalty: 11061.330078 Iteration 26Q: 3 clusters Score -1704717 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1704772.125000 Penalty: 11061.330078 Iteration 27Q: 3 clusters Score -1704772 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1704799.375000 Penalty: 11061.330078 Iteration 28Q: 3 clusters Score -1704799 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1704819.125000 Penalty: 11061.330078 Iteration 29Q: 3 clusters Score -1704819 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1704837.000000 Penalty: 11061.330078 Iteration 30Q: 3 clusters Score -1704837 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1704845.500000 Penalty: 11061.330078 Iteration 31Q: 3 clusters Score -1704846 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1704850.500000 Penalty: 11061.330078 Iteration 32Q: 3 clusters Score -1704850 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1704853.125000 Penalty: 11061.330078 Iteration 33Q: 3 clusters Score -1704853 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1704861.500000 Penalty: 11061.330078 Iteration 34Q: 3 clusters Score -1704862 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1704861.250000 Penalty: 11061.330078 Iteration 35Q: 3 clusters Score -1704861 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1704863.250000 Penalty: 11061.330078 Iteration 36Q: 3 clusters Score -1704863 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1704864.750000 Penalty: 11061.330078 Iteration 37Q: 3 clusters Score -1704865 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1704871.000000 Penalty: 11061.330078 Iteration 38Q: 3 clusters Score -1704871 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1704874.375000 Penalty: 11061.330078 Iteration 39Q: 3 clusters Score -1704874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1704874.375000 Penalty: 11061.330078 Iteration 40F: 3 clusters Score -1704874 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1704874.000000 Penalty: 11061.330078 Iteration 41Q: 3 clusters Score -1704874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1704874.250000 Penalty: 11061.330078 Iteration 42Q: 3 clusters Score -1704874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1704874.250000 Penalty: 11061.330078 Iteration 43F: 3 clusters Score -1704874 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Entering Unmasked Estep Score: -51989.808594 Penalty: 3550.085449 Iteration 0F: 2 clusters Score -51989.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -49056.808594 Penalty: 7100.170898 Iteration 0F: 3 clusters Score -49056.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -49181.000000 Penalty: 7100.170898 Iteration 1F: 3 clusters Score -49181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -49190.531250 Penalty: 7100.170898 Iteration 2Q: 3 clusters Score -49190.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -49193.785156 Penalty: 7100.170898 Iteration 3Q: 3 clusters Score -49193.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -49198.359375 Penalty: 7100.170898 Iteration 4Q: 3 clusters Score -49198.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -49198.359375 Penalty: 7100.170898 Iteration 5F: 3 clusters Score -49198.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (18308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Entering Unmasked Estep Score: -3916255.000000 Penalty: 6011.744629 Iteration 0F: 2 clusters Score -3916255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -3900972.250000 Penalty: 12023.489258 Iteration 0F: 3 clusters Score -3900972 nChanged 7223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -3904853.500000 Penalty: 12023.489258 Iteration 1F: 3 clusters Score -3904854 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -3905445.250000 Penalty: 12023.489258 Iteration 2F: 3 clusters Score -3905445 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -3905847.000000 Penalty: 12023.489258 Iteration 3Q: 3 clusters Score -3905847 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -3906103.000000 Penalty: 12023.489258 Iteration 4Q: 3 clusters Score -3906103 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -3906304.750000 Penalty: 12023.489258 Iteration 5Q: 3 clusters Score -3906305 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -3906446.750000 Penalty: 12023.489258 Iteration 6Q: 3 clusters Score -3906447 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -3906553.500000 Penalty: 12023.489258 Iteration 7Q: 3 clusters Score -3906554 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -3906659.750000 Penalty: 12023.489258 Iteration 8Q: 3 clusters Score -3906660 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -3906763.750000 Penalty: 12023.489258 Iteration 9Q: 3 clusters Score -3906764 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -3906870.500000 Penalty: 12023.489258 Iteration 10Q: 3 clusters Score -3906870 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -3906945.500000 Penalty: 12023.489258 Iteration 11Q: 3 clusters Score -3906946 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -3907005.500000 Penalty: 12023.489258 Iteration 12Q: 3 clusters Score -3907006 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -3907097.000000 Penalty: 12023.489258 Iteration 13Q: 3 clusters Score -3907097 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -3907178.250000 Penalty: 12023.489258 Iteration 14Q: 3 clusters Score -3907178 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -3907247.750000 Penalty: 12023.489258 Iteration 15Q: 3 clusters Score -3907248 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -3907322.250000 Penalty: 12023.489258 Iteration 16Q: 3 clusters Score -3907322 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11630 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -3907382.750000 Penalty: 12023.489258 Iteration 17Q: 3 clusters Score -3907383 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -3907451.000000 Penalty: 12023.489258 Iteration 18Q: 3 clusters Score -3907451 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11997 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -3907566.000000 Penalty: 12023.489258 Iteration 19Q: 3 clusters Score -3907566 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -3907666.000000 Penalty: 12023.489258 Iteration 20F: 3 clusters Score -3907666 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -3907778.000000 Penalty: 12023.489258 Iteration 21Q: 3 clusters Score -3907778 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -3907918.500000 Penalty: 12023.489258 Iteration 22Q: 3 clusters Score -3907918 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -3908081.250000 Penalty: 12023.489258 Iteration 23Q: 3 clusters Score -3908081 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -3908273.500000 Penalty: 12023.489258 Iteration 24Q: 3 clusters Score -3908274 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -3908509.750000 Penalty: 12023.489258 Iteration 25Q: 3 clusters Score -3908510 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14204 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -3908763.750000 Penalty: 12023.489258 Iteration 26Q: 3 clusters Score -3908764 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14608 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -3909029.500000 Penalty: 12023.489258 Iteration 27Q: 3 clusters Score -3909030 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14971 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -3909260.000000 Penalty: 12023.489258 Iteration 28Q: 3 clusters Score -3909260 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -3909492.500000 Penalty: 12023.489258 Iteration 29Q: 3 clusters Score -3909492 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -3909716.750000 Penalty: 12023.489258 Iteration 30Q: 3 clusters Score -3909717 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15932 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -3909929.000000 Penalty: 12023.489258 Iteration 31Q: 3 clusters Score -3909929 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16180 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -3910118.000000 Penalty: 12023.489258 Iteration 32Q: 3 clusters Score -3910118 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -3910275.000000 Penalty: 12023.489258 Iteration 33Q: 3 clusters Score -3910275 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -3910390.000000 Penalty: 12023.489258 Iteration 34Q: 3 clusters Score -3910390 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16690 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3910486.500000 Penalty: 12023.489258 Iteration 35Q: 3 clusters Score -3910486 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16773 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -3910535.750000 Penalty: 12023.489258 Iteration 36Q: 3 clusters Score -3910536 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16845 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -3910578.500000 Penalty: 12023.489258 Iteration 37Q: 3 clusters Score -3910578 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16900 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -3910621.750000 Penalty: 12023.489258 Iteration 38Q: 3 clusters Score -3910622 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16958 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -3910684.750000 Penalty: 12023.489258 Iteration 39Q: 3 clusters Score -3910685 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17024 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -3910733.750000 Penalty: 12023.489258 Iteration 40F: 3 clusters Score -3910734 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17084 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -3910786.000000 Penalty: 12023.489258 Iteration 41Q: 3 clusters Score -3910786 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -3910824.250000 Penalty: 12023.489258 Iteration 42Q: 3 clusters Score -3910824 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17158 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -3910844.500000 Penalty: 12023.489258 Iteration 43Q: 3 clusters Score -3910844 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -3910871.000000 Penalty: 12023.489258 Iteration 44Q: 3 clusters Score -3910871 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17212 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -3910898.250000 Penalty: 12023.489258 Iteration 45Q: 3 clusters Score -3910898 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -3910926.000000 Penalty: 12023.489258 Iteration 46Q: 3 clusters Score -3910926 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17267 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -3910952.500000 Penalty: 12023.489258 Iteration 47Q: 3 clusters Score -3910952 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17291 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -3910973.250000 Penalty: 12023.489258 Iteration 48Q: 3 clusters Score -3910973 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17305 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -3910986.000000 Penalty: 12023.489258 Iteration 49Q: 3 clusters Score -3910986 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -3911003.750000 Penalty: 12023.489258 Iteration 50Q: 3 clusters Score -3911004 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17338 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -3911017.750000 Penalty: 12023.489258 Iteration 51Q: 3 clusters Score -3911018 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17355 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -3911042.000000 Penalty: 12023.489258 Iteration 52Q: 3 clusters Score -3911042 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17368 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -3911055.000000 Penalty: 12023.489258 Iteration 53Q: 3 clusters Score -3911055 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17377 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -3911063.000000 Penalty: 12023.489258 Iteration 54Q: 3 clusters Score -3911063 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17382 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -3911067.000000 Penalty: 12023.489258 Iteration 55Q: 3 clusters Score -3911067 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17385 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -3911075.250000 Penalty: 12023.489258 Iteration 56Q: 3 clusters Score -3911075 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17387 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -3911083.750000 Penalty: 12023.489258 Iteration 57Q: 3 clusters Score -3911084 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17392 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -3911083.750000 Penalty: 12023.489258 Iteration 58Q: 3 clusters Score -3911084 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17399 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -3911084.000000 Penalty: 12023.489258 Iteration 59Q: 3 clusters Score -3911084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -3911088.250000 Penalty: 12023.489258 Iteration 60F: 3 clusters Score -3911088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17402 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -3911089.500000 Penalty: 12023.489258 Iteration 61Q: 3 clusters Score -3911090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17403 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -3911090.250000 Penalty: 12023.489258 Iteration 62Q: 3 clusters Score -3911090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17404 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -3911093.500000 Penalty: 12023.489258 Iteration 63Q: 3 clusters Score -3911094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17405 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -3911090.750000 Penalty: 12023.489258 Iteration 64Q: 3 clusters Score -3911091 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17405 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -3911090.750000 Penalty: 12023.489258 Iteration 65F: 3 clusters Score -3911091 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Entering Unmasked Estep Score: -3315736.000000 Penalty: 5908.102539 Iteration 0F: 2 clusters Score -3315736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -3302082.750000 Penalty: 11816.205078 Iteration 0F: 3 clusters Score -3302083 nChanged 6088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -3305436.000000 Penalty: 11816.205078 Iteration 1F: 3 clusters Score -3305436 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -3306096.250000 Penalty: 11816.205078 Iteration 2F: 3 clusters Score -3306096 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -3306511.250000 Penalty: 11816.205078 Iteration 3F: 3 clusters Score -3306511 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -3306829.000000 Penalty: 11816.205078 Iteration 4Q: 3 clusters Score -3306829 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -3307147.000000 Penalty: 11816.205078 Iteration 5Q: 3 clusters Score -3307147 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -3307512.250000 Penalty: 11816.205078 Iteration 6Q: 3 clusters Score -3307512 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -3307942.000000 Penalty: 11816.205078 Iteration 7Q: 3 clusters Score -3307942 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 9014 members Entering Unmasked Estep Score: -3308368.000000 Penalty: 11816.205078 Iteration 8Q: 3 clusters Score -3308368 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -3308783.000000 Penalty: 11816.205078 Iteration 9Q: 3 clusters Score -3308783 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -3309180.000000 Penalty: 11816.205078 Iteration 10Q: 3 clusters Score -3309180 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 10431 members Entering Unmasked Estep Score: -3309592.500000 Penalty: 11816.205078 Iteration 11Q: 3 clusters Score -3309592 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 10960 members Entering Unmasked Estep Score: -3309984.000000 Penalty: 11816.205078 Iteration 12Q: 3 clusters Score -3309984 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -3310399.250000 Penalty: 11816.205078 Iteration 13Q: 3 clusters Score -3310399 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -3310765.500000 Penalty: 11816.205078 Iteration 14Q: 3 clusters Score -3310766 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -3311049.250000 Penalty: 11816.205078 Iteration 15Q: 3 clusters Score -3311049 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 12709 members Entering Unmasked Estep Score: -3311296.750000 Penalty: 11816.205078 Iteration 16Q: 3 clusters Score -3311297 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -3311507.000000 Penalty: 11816.205078 Iteration 17Q: 3 clusters Score -3311507 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -3311693.000000 Penalty: 11816.205078 Iteration 18Q: 3 clusters Score -3311693 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 13460 members Entering Unmasked Estep Score: -3311840.000000 Penalty: 11816.205078 Iteration 19Q: 3 clusters Score -3311840 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 13589 members Entering Unmasked Estep Score: -3311913.500000 Penalty: 11816.205078 Iteration 20F: 3 clusters Score -3311914 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 13669 members Entering Unmasked Estep Score: -3311971.250000 Penalty: 11816.205078 Iteration 21Q: 3 clusters Score -3311971 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 13735 members Entering Unmasked Estep Score: -3312016.250000 Penalty: 11816.205078 Iteration 22Q: 3 clusters Score -3312016 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 13788 members Entering Unmasked Estep Score: -3312062.000000 Penalty: 11816.205078 Iteration 23Q: 3 clusters Score -3312062 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 13845 members Entering Unmasked Estep Score: -3312100.500000 Penalty: 11816.205078 Iteration 24Q: 3 clusters Score -3312100 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 13902 members Entering Unmasked Estep Score: -3312148.000000 Penalty: 11816.205078 Iteration 25Q: 3 clusters Score -3312148 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 13937 members Entering Unmasked Estep Score: -3312175.250000 Penalty: 11816.205078 Iteration 26Q: 3 clusters Score -3312175 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -3312198.250000 Penalty: 11816.205078 Iteration 27Q: 3 clusters Score -3312198 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 14001 members Entering Unmasked Estep Score: -3312214.500000 Penalty: 11816.205078 Iteration 28Q: 3 clusters Score -3312214 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -3312228.000000 Penalty: 11816.205078 Iteration 29Q: 3 clusters Score -3312228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 14029 members Entering Unmasked Estep Score: -3312233.250000 Penalty: 11816.205078 Iteration 30Q: 3 clusters Score -3312233 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 14037 members Entering Unmasked Estep Score: -3312237.000000 Penalty: 11816.205078 Iteration 31Q: 3 clusters Score -3312237 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -3312235.750000 Penalty: 11816.205078 Iteration 32Q: 3 clusters Score -3312236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 14043 members Entering Unmasked Estep Score: -3312235.750000 Penalty: 11816.205078 Iteration 33Q: 3 clusters Score -3312236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -3312239.250000 Penalty: 11816.205078 Iteration 34Q: 3 clusters Score -3312239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 14045 members Entering Unmasked Estep Score: -3312240.000000 Penalty: 11816.205078 Iteration 35Q: 3 clusters Score -3312240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 14045 members Entering Unmasked Estep Score: -3312240.000000 Penalty: 11816.205078 Iteration 36F: 3 clusters Score -3312240 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (19573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19573 members Entering Unmasked Estep Score: -4150217.750000 Penalty: 6052.667969 Iteration 0F: 2 clusters Score -4150218 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -4133908.000000 Penalty: 12105.335938 Iteration 0F: 3 clusters Score -4133908 nChanged 7983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9699 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -4138079.250000 Penalty: 12105.335938 Iteration 1F: 3 clusters Score -4138079 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 9896 members Entering Unmasked Estep Score: -4138655.000000 Penalty: 12105.335938 Iteration 2F: 3 clusters Score -4138655 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -4139028.250000 Penalty: 12105.335938 Iteration 3Q: 3 clusters Score -4139028 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 9854 members Entering Unmasked Estep Score: -4139287.500000 Penalty: 12105.335938 Iteration 4Q: 3 clusters Score -4139288 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -4139480.000000 Penalty: 12105.335938 Iteration 5Q: 3 clusters Score -4139480 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -4139635.000000 Penalty: 12105.335938 Iteration 6Q: 3 clusters Score -4139635 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -4139762.250000 Penalty: 12105.335938 Iteration 7Q: 3 clusters Score -4139762 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -4139855.250000 Penalty: 12105.335938 Iteration 8Q: 3 clusters Score -4139855 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 9640 members Entering Unmasked Estep Score: -4139905.750000 Penalty: 12105.335938 Iteration 9Q: 3 clusters Score -4139906 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -4139982.250000 Penalty: 12105.335938 Iteration 10Q: 3 clusters Score -4139982 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -4140046.500000 Penalty: 12105.335938 Iteration 11Q: 3 clusters Score -4140046 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -4140100.500000 Penalty: 12105.335938 Iteration 12Q: 3 clusters Score -4140100 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -4140165.000000 Penalty: 12105.335938 Iteration 13Q: 3 clusters Score -4140165 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -4140219.500000 Penalty: 12105.335938 Iteration 14Q: 3 clusters Score -4140220 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10357 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -4140281.000000 Penalty: 12105.335938 Iteration 15Q: 3 clusters Score -4140281 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 9116 members Entering Unmasked Estep Score: -4140346.000000 Penalty: 12105.335938 Iteration 16Q: 3 clusters Score -4140346 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -4140406.500000 Penalty: 12105.335938 Iteration 17Q: 3 clusters Score -4140406 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -4140464.250000 Penalty: 12105.335938 Iteration 18Q: 3 clusters Score -4140464 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10808 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -4140535.250000 Penalty: 12105.335938 Iteration 19Q: 3 clusters Score -4140535 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10983 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -4140638.250000 Penalty: 12105.335938 Iteration 20F: 3 clusters Score -4140638 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -4140720.500000 Penalty: 12105.335938 Iteration 21Q: 3 clusters Score -4140720 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 8223 members Entering Unmasked Estep Score: -4140820.500000 Penalty: 12105.335938 Iteration 22Q: 3 clusters Score -4140820 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -4140925.750000 Penalty: 12105.335938 Iteration 23Q: 3 clusters Score -4140926 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -4141068.500000 Penalty: 12105.335938 Iteration 24Q: 3 clusters Score -4141068 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -4141250.250000 Penalty: 12105.335938 Iteration 25Q: 3 clusters Score -4141250 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12602 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -4141447.000000 Penalty: 12105.335938 Iteration 26Q: 3 clusters Score -4141447 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -4141688.750000 Penalty: 12105.335938 Iteration 27Q: 3 clusters Score -4141689 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -4141943.500000 Penalty: 12105.335938 Iteration 28Q: 3 clusters Score -4141944 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -4142225.250000 Penalty: 12105.335938 Iteration 29Q: 3 clusters Score -4142225 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14381 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -4142500.750000 Penalty: 12105.335938 Iteration 30Q: 3 clusters Score -4142501 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14846 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -4142784.750000 Penalty: 12105.335938 Iteration 31Q: 3 clusters Score -4142785 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -4143051.250000 Penalty: 12105.335938 Iteration 32Q: 3 clusters Score -4143051 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -4143320.750000 Penalty: 12105.335938 Iteration 33Q: 3 clusters Score -4143321 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16021 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -4143560.500000 Penalty: 12105.335938 Iteration 34Q: 3 clusters Score -4143560 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -4143765.500000 Penalty: 12105.335938 Iteration 35Q: 3 clusters Score -4143766 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -4143979.750000 Penalty: 12105.335938 Iteration 36Q: 3 clusters Score -4143980 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -4144175.750000 Penalty: 12105.335938 Iteration 37Q: 3 clusters Score -4144176 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17175 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -4144373.000000 Penalty: 12105.335938 Iteration 38Q: 3 clusters Score -4144373 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17380 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -4144511.500000 Penalty: 12105.335938 Iteration 39Q: 3 clusters Score -4144512 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17517 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -4144596.250000 Penalty: 12105.335938 Iteration 40F: 3 clusters Score -4144596 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17626 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -4144683.000000 Penalty: 12105.335938 Iteration 41Q: 3 clusters Score -4144683 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17708 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -4144720.500000 Penalty: 12105.335938 Iteration 42Q: 3 clusters Score -4144720 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17764 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -4144760.750000 Penalty: 12105.335938 Iteration 43Q: 3 clusters Score -4144761 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17813 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -4144802.750000 Penalty: 12105.335938 Iteration 44Q: 3 clusters Score -4144803 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17857 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -4144830.000000 Penalty: 12105.335938 Iteration 45Q: 3 clusters Score -4144830 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17896 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -4144864.500000 Penalty: 12105.335938 Iteration 46Q: 3 clusters Score -4144864 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17938 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -4144890.250000 Penalty: 12105.335938 Iteration 47Q: 3 clusters Score -4144890 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17966 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -4144910.750000 Penalty: 12105.335938 Iteration 48Q: 3 clusters Score -4144911 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17988 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -4144921.250000 Penalty: 12105.335938 Iteration 49Q: 3 clusters Score -4144921 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -4144941.750000 Penalty: 12105.335938 Iteration 50Q: 3 clusters Score -4144942 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18027 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -4144950.250000 Penalty: 12105.335938 Iteration 51Q: 3 clusters Score -4144950 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18043 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -4144955.750000 Penalty: 12105.335938 Iteration 52Q: 3 clusters Score -4144956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -4144957.500000 Penalty: 12105.335938 Iteration 53Q: 3 clusters Score -4144958 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18065 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -4144973.250000 Penalty: 12105.335938 Iteration 54Q: 3 clusters Score -4144973 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18087 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -4144988.500000 Penalty: 12105.335938 Iteration 55Q: 3 clusters Score -4144988 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18104 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -4145005.500000 Penalty: 12105.335938 Iteration 56Q: 3 clusters Score -4145006 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -4145015.000000 Penalty: 12105.335938 Iteration 57Q: 3 clusters Score -4145015 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18118 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -4145014.250000 Penalty: 12105.335938 Iteration 58Q: 3 clusters Score -4145014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18124 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -4145013.250000 Penalty: 12105.335938 Iteration 59Q: 3 clusters Score -4145013 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18127 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -4145023.250000 Penalty: 12105.335938 Iteration 60F: 3 clusters Score -4145023 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18132 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -4145019.000000 Penalty: 12105.335938 Iteration 61Q: 3 clusters Score -4145019 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18137 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -4145026.750000 Penalty: 12105.335938 Iteration 62Q: 3 clusters Score -4145027 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18142 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -4145027.750000 Penalty: 12105.335938 Iteration 63Q: 3 clusters Score -4145028 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18148 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -4145030.500000 Penalty: 12105.335938 Iteration 64Q: 3 clusters Score -4145030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18151 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -4145029.250000 Penalty: 12105.335938 Iteration 65Q: 3 clusters Score -4145029 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18152 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -4145032.000000 Penalty: 12105.335938 Iteration 66Q: 3 clusters Score -4145032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18153 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -4145035.250000 Penalty: 12105.335938 Iteration 67Q: 3 clusters Score -4145035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -4145034.000000 Penalty: 12105.335938 Iteration 68Q: 3 clusters Score -4145034 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -4145034.000000 Penalty: 12105.335938 Iteration 69F: 3 clusters Score -4145034 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (156330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156330 members Entering Unmasked Estep Score: -33014370.000000 Penalty: 7325.331055 Iteration 0F: 2 clusters Score -3.301437e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78168 members Mstep: Class 2 contains 78162 members Entering Unmasked Estep Score: -32908958.000000 Penalty: 14650.662109 Iteration 0F: 3 clusters Score -3.290896e+07 nChanged 72860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78190 members Mstep: Class 2 contains 78140 members Entering Unmasked Estep Score: -32949870.000000 Penalty: 14650.662109 Iteration 1F: 3 clusters Score -3.294987e+07 nChanged 5223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78083 members Mstep: Class 2 contains 78247 members Entering Unmasked Estep Score: -32950974.000000 Penalty: 14650.662109 Iteration 2Q: 3 clusters Score -3.295097e+07 nChanged 4842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78095 members Mstep: Class 2 contains 78235 members Entering Unmasked Estep Score: -32951860.000000 Penalty: 14650.662109 Iteration 3Q: 3 clusters Score -3.295186e+07 nChanged 4445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78178 members Mstep: Class 2 contains 78152 members Entering Unmasked Estep Score: -32952754.000000 Penalty: 14650.662109 Iteration 4Q: 3 clusters Score -3.295275e+07 nChanged 4202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78384 members Mstep: Class 2 contains 77946 members Entering Unmasked Estep Score: -32953504.000000 Penalty: 14650.662109 Iteration 5Q: 3 clusters Score -3.29535e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78701 members Mstep: Class 2 contains 77629 members Entering Unmasked Estep Score: -32954082.000000 Penalty: 14650.662109 Iteration 6Q: 3 clusters Score -3.295408e+07 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79130 members Mstep: Class 2 contains 77200 members Entering Unmasked Estep Score: -32954722.000000 Penalty: 14650.662109 Iteration 7Q: 3 clusters Score -3.295472e+07 nChanged 3985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79657 members Mstep: Class 2 contains 76673 members Entering Unmasked Estep Score: -32955800.000000 Penalty: 14650.662109 Iteration 8Q: 3 clusters Score -3.29558e+07 nChanged 4208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80455 members Mstep: Class 2 contains 75875 members Entering Unmasked Estep Score: -32956912.000000 Penalty: 14650.662109 Iteration 9Q: 3 clusters Score -3.295691e+07 nChanged 4565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81564 members Mstep: Class 2 contains 74766 members Entering Unmasked Estep Score: -32958190.000000 Penalty: 14650.662109 Iteration 10Q: 3 clusters Score -3.295819e+07 nChanged 5192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83108 members Mstep: Class 2 contains 73222 members Entering Unmasked Estep Score: -32960068.000000 Penalty: 14650.662109 Iteration 11Q: 3 clusters Score -3.296007e+07 nChanged 6054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85216 members Mstep: Class 2 contains 71114 members Entering Unmasked Estep Score: -32962588.000000 Penalty: 14650.662109 Iteration 12Q: 3 clusters Score -3.296259e+07 nChanged 7274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87888 members Mstep: Class 2 contains 68442 members Entering Unmasked Estep Score: -32966244.000000 Penalty: 14650.662109 Iteration 13Q: 3 clusters Score -3.296624e+07 nChanged 9008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90934 members Mstep: Class 2 contains 65396 members Entering Unmasked Estep Score: -32973214.000000 Penalty: 14650.662109 Iteration 14F: 3 clusters Score -3.297321e+07 nChanged 10844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93746 members Mstep: Class 2 contains 62584 members Entering Unmasked Estep Score: -32984674.000000 Penalty: 14650.662109 Iteration 15F: 3 clusters Score -3.298467e+07 nChanged 12484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95404 members Mstep: Class 2 contains 60926 members Entering Unmasked Estep Score: -33003846.000000 Penalty: 14650.662109 Iteration 16F: 3 clusters Score -3.300385e+07 nChanged 11975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95869 members Mstep: Class 2 contains 60461 members Entering Unmasked Estep Score: -33026232.000000 Penalty: 14650.662109 Iteration 17F: 3 clusters Score -3.302623e+07 nChanged 7889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95940 members Mstep: Class 2 contains 60390 members Entering Unmasked Estep Score: -33038940.000000 Penalty: 14650.662109 Iteration 18F: 3 clusters Score -3.303894e+07 nChanged 3534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96202 members Mstep: Class 2 contains 60128 members Entering Unmasked Estep Score: -33042062.000000 Penalty: 14650.662109 Iteration 19Q: 3 clusters Score -3.304206e+07 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96659 members Mstep: Class 2 contains 59671 members Entering Unmasked Estep Score: -33042712.000000 Penalty: 14650.662109 Iteration 20F: 3 clusters Score -3.304271e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97085 members Mstep: Class 2 contains 59245 members Entering Unmasked Estep Score: -33042840.000000 Penalty: 14650.662109 Iteration 21Q: 3 clusters Score -3.304284e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97417 members Mstep: Class 2 contains 58913 members Entering Unmasked Estep Score: -33042984.000000 Penalty: 14650.662109 Iteration 22Q: 3 clusters Score -3.304298e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97650 members Mstep: Class 2 contains 58680 members Entering Unmasked Estep Score: -33043056.000000 Penalty: 14650.662109 Iteration 23Q: 3 clusters Score -3.304306e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97836 members Mstep: Class 2 contains 58494 members Entering Unmasked Estep Score: -33043060.000000 Penalty: 14650.662109 Iteration 24Q: 3 clusters Score -3.304306e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97971 members Mstep: Class 2 contains 58359 members Entering Unmasked Estep Score: -33043072.000000 Penalty: 14650.662109 Iteration 25Q: 3 clusters Score -3.304307e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98067 members Mstep: Class 2 contains 58263 members Entering Unmasked Estep Score: -33043126.000000 Penalty: 14650.662109 Iteration 26Q: 3 clusters Score -3.304313e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98151 members Mstep: Class 2 contains 58179 members Entering Unmasked Estep Score: -33043094.000000 Penalty: 14650.662109 Iteration 27Q: 3 clusters Score -3.304309e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98211 members Mstep: Class 2 contains 58119 members Entering Unmasked Estep Score: -33043086.000000 Penalty: 14650.662109 Iteration 28Q: 3 clusters Score -3.304309e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98248 members Mstep: Class 2 contains 58082 members Entering Unmasked Estep Score: -33043066.000000 Penalty: 14650.662109 Iteration 29Q: 3 clusters Score -3.304307e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98283 members Mstep: Class 2 contains 58047 members Entering Unmasked Estep Score: -33043038.000000 Penalty: 14650.662109 Iteration 30Q: 3 clusters Score -3.304304e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98306 members Mstep: Class 2 contains 58024 members Entering Unmasked Estep Score: -33043026.000000 Penalty: 14650.662109 Iteration 31Q: 3 clusters Score -3.304303e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98325 members Mstep: Class 2 contains 58005 members Entering Unmasked Estep Score: -33043024.000000 Penalty: 14650.662109 Iteration 32Q: 3 clusters Score -3.304302e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98333 members Mstep: Class 2 contains 57997 members Entering Unmasked Estep Score: -33043040.000000 Penalty: 14650.662109 Iteration 33Q: 3 clusters Score -3.304304e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98337 members Mstep: Class 2 contains 57993 members Entering Unmasked Estep Score: -33043040.000000 Penalty: 14650.662109 Iteration 34Q: 3 clusters Score -3.304304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98340 members Mstep: Class 2 contains 57990 members Entering Unmasked Estep Score: -33043052.000000 Penalty: 14650.662109 Iteration 35Q: 3 clusters Score -3.304305e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98341 members Mstep: Class 2 contains 57989 members Entering Unmasked Estep Score: -33043048.000000 Penalty: 14650.662109 Iteration 36Q: 3 clusters Score -3.304305e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98344 members Mstep: Class 2 contains 57986 members Entering Unmasked Estep Score: -33043044.000000 Penalty: 14650.662109 Iteration 37Q: 3 clusters Score -3.304304e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98345 members Mstep: Class 2 contains 57985 members Entering Unmasked Estep Score: -33043052.000000 Penalty: 14650.662109 Iteration 38Q: 3 clusters Score -3.304305e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98346 members Mstep: Class 2 contains 57984 members Entering Unmasked Estep Score: -33043046.000000 Penalty: 14650.662109 Iteration 39Q: 3 clusters Score -3.304305e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98348 members Mstep: Class 2 contains 57982 members Entering Unmasked Estep Score: -33043050.000000 Penalty: 14650.662109 Iteration 40F: 3 clusters Score -3.304305e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23390 members Mstep: Class 3 contains 8332 members Mstep: Class 4 contains 33562 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28734 members Mstep: Class 11 contains 165238 members Mstep: Class 12 contains 8347 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18308 members Mstep: Class 15 contains 15458 members Mstep: Class 16 contains 19573 members Mstep: Class 17 contains 98348 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8212 members Mstep: Class 21 contains 33483 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42033 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 57982 members Entering Unmasked Estep Score: -119271840.000000 Penalty: 202988.343750 Splitting cluster 17 changes total score from -119244232.000000 to -119271840.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 18 (1464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Entering Unmasked Estep Score: -288493.218750 Penalty: 4464.468262 Iteration 0F: 2 clusters Score -288493.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -284057.250000 Penalty: 8928.936523 Iteration 0F: 3 clusters Score -284057.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -284508.937500 Penalty: 8928.936523 Iteration 1F: 3 clusters Score -284508.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -284670.343750 Penalty: 8928.936523 Iteration 2F: 3 clusters Score -284670.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -284745.562500 Penalty: 8928.936523 Iteration 3Q: 3 clusters Score -284745.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -284780.562500 Penalty: 8928.936523 Iteration 4Q: 3 clusters Score -284780.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -284796.718750 Penalty: 8928.936523 Iteration 5Q: 3 clusters Score -284796.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -284819.562500 Penalty: 8928.936523 Iteration 6Q: 3 clusters Score -284819.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -284838.093750 Penalty: 8928.936523 Iteration 7Q: 3 clusters Score -284838.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -284871.718750 Penalty: 8928.936523 Iteration 8Q: 3 clusters Score -284871.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -284904.468750 Penalty: 8928.936523 Iteration 9Q: 3 clusters Score -284904.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -284984.000000 Penalty: 8928.936523 Iteration 10Q: 3 clusters Score -284984 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -285055.500000 Penalty: 8928.936523 Iteration 11Q: 3 clusters Score -285055.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -285099.906250 Penalty: 8928.936523 Iteration 12Q: 3 clusters Score -285099.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -285144.093750 Penalty: 8928.936523 Iteration 13Q: 3 clusters Score -285144.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -285173.718750 Penalty: 8928.936523 Iteration 14Q: 3 clusters Score -285173.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -285200.312500 Penalty: 8928.936523 Iteration 15Q: 3 clusters Score -285200.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -285227.468750 Penalty: 8928.936523 Iteration 16Q: 3 clusters Score -285227.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -285334.312500 Penalty: 8928.936523 Iteration 17Q: 3 clusters Score -285334.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -285390.062500 Penalty: 8928.936523 Iteration 18Q: 3 clusters Score -285390.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -285445.906250 Penalty: 8928.936523 Iteration 19Q: 3 clusters Score -285445.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -285568.281250 Penalty: 8928.936523 Iteration 20F: 3 clusters Score -285568.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -285798.781250 Penalty: 8928.936523 Iteration 21Q: 3 clusters Score -285798.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -285956.687500 Penalty: 8928.936523 Iteration 22Q: 3 clusters Score -285956.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -286070.687500 Penalty: 8928.936523 Iteration 23Q: 3 clusters Score -286070.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -286185.468750 Penalty: 8928.936523 Iteration 24Q: 3 clusters Score -286185.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -286251.375000 Penalty: 8928.936523 Iteration 25Q: 3 clusters Score -286251.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -286280.406250 Penalty: 8928.936523 Iteration 26Q: 3 clusters Score -286280.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -286305.312500 Penalty: 8928.936523 Iteration 27Q: 3 clusters Score -286305.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -286332.093750 Penalty: 8928.936523 Iteration 28Q: 3 clusters Score -286332.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -286359.375000 Penalty: 8928.936523 Iteration 29Q: 3 clusters Score -286359.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -286364.062500 Penalty: 8928.936523 Iteration 30Q: 3 clusters Score -286364.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -286365.750000 Penalty: 8928.936523 Iteration 31Q: 3 clusters Score -286365.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -286378.437500 Penalty: 8928.936523 Iteration 32F: 3 clusters Score -286378.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -286520.562500 Penalty: 8928.936523 Iteration 33Q: 3 clusters Score -286520.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -286575.875000 Penalty: 8928.936523 Iteration 34Q: 3 clusters Score -286575.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -286605.906250 Penalty: 8928.936523 Iteration 35Q: 3 clusters Score -286605.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -286616.906250 Penalty: 8928.936523 Iteration 36Q: 3 clusters Score -286616.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -286622.000000 Penalty: 8928.936523 Iteration 37Q: 3 clusters Score -286622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -286627.593750 Penalty: 8928.936523 Iteration 38Q: 3 clusters Score -286627.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -286634.187500 Penalty: 8928.936523 Iteration 39Q: 3 clusters Score -286634.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -286642.250000 Penalty: 8928.936523 Iteration 40F: 3 clusters Score -286642.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -286649.781250 Penalty: 8928.936523 Iteration 41Q: 3 clusters Score -286649.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -286652.968750 Penalty: 8928.936523 Iteration 42Q: 3 clusters Score -286653 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -286660.468750 Penalty: 8928.936523 Iteration 43Q: 3 clusters Score -286660.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -286671.500000 Penalty: 8928.936523 Iteration 44Q: 3 clusters Score -286671.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -286673.406250 Penalty: 8928.936523 Iteration 45Q: 3 clusters Score -286673.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -286674.968750 Penalty: 8928.936523 Iteration 46Q: 3 clusters Score -286675 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -286674.968750 Penalty: 8928.936523 Iteration 47F: 3 clusters Score -286675 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Entering Unmasked Estep Score: -48297.117188 Penalty: 3398.809082 Iteration 0F: 2 clusters Score -48297.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -45564.707031 Penalty: 6797.618164 Iteration 0F: 3 clusters Score -45564.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -45589.941406 Penalty: 6797.618164 Iteration 1Q: 3 clusters Score -45589.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -45589.941406 Penalty: 6797.618164 Iteration 2F: 3 clusters Score -45589.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Entering Unmasked Estep Score: -1660115.375000 Penalty: 5520.677734 Iteration 0F: 2 clusters Score -1660115 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1651012.125000 Penalty: 11041.355469 Iteration 0F: 3 clusters Score -1651012 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1652825.375000 Penalty: 11041.355469 Iteration 1F: 3 clusters Score -1652825 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1653209.125000 Penalty: 11041.355469 Iteration 2F: 3 clusters Score -1653209 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1653440.125000 Penalty: 11041.355469 Iteration 3Q: 3 clusters Score -1653440 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1653616.000000 Penalty: 11041.355469 Iteration 4Q: 3 clusters Score -1653616 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1653778.875000 Penalty: 11041.355469 Iteration 5Q: 3 clusters Score -1653779 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1653910.125000 Penalty: 11041.355469 Iteration 6Q: 3 clusters Score -1653910 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1654024.750000 Penalty: 11041.355469 Iteration 7Q: 3 clusters Score -1654025 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1654114.000000 Penalty: 11041.355469 Iteration 8Q: 3 clusters Score -1654114 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1654205.625000 Penalty: 11041.355469 Iteration 9Q: 3 clusters Score -1654206 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1654280.375000 Penalty: 11041.355469 Iteration 10Q: 3 clusters Score -1654280 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1654337.625000 Penalty: 11041.355469 Iteration 11Q: 3 clusters Score -1654338 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1654397.000000 Penalty: 11041.355469 Iteration 12Q: 3 clusters Score -1654397 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1654440.375000 Penalty: 11041.355469 Iteration 13Q: 3 clusters Score -1654440 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1654477.500000 Penalty: 11041.355469 Iteration 14Q: 3 clusters Score -1654478 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1654511.375000 Penalty: 11041.355469 Iteration 15Q: 3 clusters Score -1654511 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1654548.625000 Penalty: 11041.355469 Iteration 16Q: 3 clusters Score -1654549 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1654570.875000 Penalty: 11041.355469 Iteration 17Q: 3 clusters Score -1654571 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1654601.625000 Penalty: 11041.355469 Iteration 18Q: 3 clusters Score -1654602 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1654635.625000 Penalty: 11041.355469 Iteration 19Q: 3 clusters Score -1654636 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1654664.750000 Penalty: 11041.355469 Iteration 20F: 3 clusters Score -1654665 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1654690.875000 Penalty: 11041.355469 Iteration 21Q: 3 clusters Score -1654691 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1654712.875000 Penalty: 11041.355469 Iteration 22Q: 3 clusters Score -1654713 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1654735.375000 Penalty: 11041.355469 Iteration 23Q: 3 clusters Score -1654735 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1654754.500000 Penalty: 11041.355469 Iteration 24Q: 3 clusters Score -1654754 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1654781.750000 Penalty: 11041.355469 Iteration 25Q: 3 clusters Score -1654782 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1654800.750000 Penalty: 11041.355469 Iteration 26Q: 3 clusters Score -1654801 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1654810.500000 Penalty: 11041.355469 Iteration 27Q: 3 clusters Score -1654810 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1654826.500000 Penalty: 11041.355469 Iteration 28Q: 3 clusters Score -1654826 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1654836.625000 Penalty: 11041.355469 Iteration 29Q: 3 clusters Score -1654837 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1654856.500000 Penalty: 11041.355469 Iteration 30Q: 3 clusters Score -1654856 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1654870.250000 Penalty: 11041.355469 Iteration 31Q: 3 clusters Score -1654870 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1654884.750000 Penalty: 11041.355469 Iteration 32Q: 3 clusters Score -1654885 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1654896.375000 Penalty: 11041.355469 Iteration 33Q: 3 clusters Score -1654896 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1654912.000000 Penalty: 11041.355469 Iteration 34Q: 3 clusters Score -1654912 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1654918.125000 Penalty: 11041.355469 Iteration 35Q: 3 clusters Score -1654918 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1654931.000000 Penalty: 11041.355469 Iteration 36Q: 3 clusters Score -1654931 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1654938.625000 Penalty: 11041.355469 Iteration 37Q: 3 clusters Score -1654939 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1654957.125000 Penalty: 11041.355469 Iteration 38Q: 3 clusters Score -1654957 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1654972.125000 Penalty: 11041.355469 Iteration 39Q: 3 clusters Score -1654972 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -1654983.375000 Penalty: 11041.355469 Iteration 40F: 3 clusters Score -1654983 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1654993.625000 Penalty: 11041.355469 Iteration 41Q: 3 clusters Score -1654994 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1655011.875000 Penalty: 11041.355469 Iteration 42Q: 3 clusters Score -1655012 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1655028.000000 Penalty: 11041.355469 Iteration 43Q: 3 clusters Score -1655028 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1655038.250000 Penalty: 11041.355469 Iteration 44Q: 3 clusters Score -1655038 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1655048.375000 Penalty: 11041.355469 Iteration 45Q: 3 clusters Score -1655048 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1655061.875000 Penalty: 11041.355469 Iteration 46Q: 3 clusters Score -1655062 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1655071.250000 Penalty: 11041.355469 Iteration 47Q: 3 clusters Score -1655071 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1655077.625000 Penalty: 11041.355469 Iteration 48Q: 3 clusters Score -1655078 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -1655082.625000 Penalty: 11041.355469 Iteration 49Q: 3 clusters Score -1655083 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1655096.125000 Penalty: 11041.355469 Iteration 50Q: 3 clusters Score -1655096 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1655096.250000 Penalty: 11041.355469 Iteration 51Q: 3 clusters Score -1655096 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -1655105.500000 Penalty: 11041.355469 Iteration 52Q: 3 clusters Score -1655106 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1655105.000000 Penalty: 11041.355469 Iteration 53Q: 3 clusters Score -1655105 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1655109.875000 Penalty: 11041.355469 Iteration 54Q: 3 clusters Score -1655110 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1655120.250000 Penalty: 11041.355469 Iteration 55Q: 3 clusters Score -1655120 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1655125.500000 Penalty: 11041.355469 Iteration 56Q: 3 clusters Score -1655126 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1655128.750000 Penalty: 11041.355469 Iteration 57Q: 3 clusters Score -1655129 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -1655139.875000 Penalty: 11041.355469 Iteration 58Q: 3 clusters Score -1655140 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1655141.250000 Penalty: 11041.355469 Iteration 59Q: 3 clusters Score -1655141 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1655149.000000 Penalty: 11041.355469 Iteration 60F: 3 clusters Score -1655149 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1655154.125000 Penalty: 11041.355469 Iteration 61Q: 3 clusters Score -1655154 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -1655161.875000 Penalty: 11041.355469 Iteration 62Q: 3 clusters Score -1655162 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1655164.500000 Penalty: 11041.355469 Iteration 63Q: 3 clusters Score -1655164 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1655171.375000 Penalty: 11041.355469 Iteration 64Q: 3 clusters Score -1655171 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1655177.625000 Penalty: 11041.355469 Iteration 65Q: 3 clusters Score -1655178 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1655183.875000 Penalty: 11041.355469 Iteration 66Q: 3 clusters Score -1655184 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1655185.500000 Penalty: 11041.355469 Iteration 67Q: 3 clusters Score -1655186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1655187.500000 Penalty: 11041.355469 Iteration 68Q: 3 clusters Score -1655188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1655189.625000 Penalty: 11041.355469 Iteration 69Q: 3 clusters Score -1655190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1655193.625000 Penalty: 11041.355469 Iteration 70Q: 3 clusters Score -1655194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1655196.750000 Penalty: 11041.355469 Iteration 71Q: 3 clusters Score -1655197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1655201.500000 Penalty: 11041.355469 Iteration 72Q: 3 clusters Score -1655202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1655201.625000 Penalty: 11041.355469 Iteration 73Q: 3 clusters Score -1655202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1655202.500000 Penalty: 11041.355469 Iteration 74Q: 3 clusters Score -1655202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1655204.875000 Penalty: 11041.355469 Iteration 75Q: 3 clusters Score -1655205 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1655209.125000 Penalty: 11041.355469 Iteration 76Q: 3 clusters Score -1655209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1655207.500000 Penalty: 11041.355469 Iteration 77Q: 3 clusters Score -1655208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -1655213.000000 Penalty: 11041.355469 Iteration 78Q: 3 clusters Score -1655213 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1655214.875000 Penalty: 11041.355469 Iteration 79Q: 3 clusters Score -1655215 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1655218.375000 Penalty: 11041.355469 Iteration 80F: 3 clusters Score -1655218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1655222.375000 Penalty: 11041.355469 Iteration 81Q: 3 clusters Score -1655222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1655218.125000 Penalty: 11041.355469 Iteration 82Q: 3 clusters Score -1655218 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1655223.750000 Penalty: 11041.355469 Iteration 83Q: 3 clusters Score -1655224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1655225.750000 Penalty: 11041.355469 Iteration 84Q: 3 clusters Score -1655226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -1655227.250000 Penalty: 11041.355469 Iteration 85Q: 3 clusters Score -1655227 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1655229.000000 Penalty: 11041.355469 Iteration 86Q: 3 clusters Score -1655229 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1655229.875000 Penalty: 11041.355469 Iteration 87Q: 3 clusters Score -1655230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1655230.875000 Penalty: 11041.355469 Iteration 88Q: 3 clusters Score -1655231 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1655233.125000 Penalty: 11041.355469 Iteration 89Q: 3 clusters Score -1655233 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1655233.125000 Penalty: 11041.355469 Iteration 90F: 3 clusters Score -1655233 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (33483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33483 members Entering Unmasked Estep Score: -7119867.500000 Penalty: 6381.510742 Iteration 0F: 2 clusters Score -7119868 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16572 members Mstep: Class 2 contains 16911 members Entering Unmasked Estep Score: -7094820.500000 Penalty: 12763.021484 Iteration 0F: 3 clusters Score -7094820 nChanged 14209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 17372 members Entering Unmasked Estep Score: -7102194.000000 Penalty: 12763.021484 Iteration 1F: 3 clusters Score -7102194 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -7102855.500000 Penalty: 12763.021484 Iteration 2F: 3 clusters Score -7102856 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15519 members Mstep: Class 2 contains 17964 members Entering Unmasked Estep Score: -7103368.500000 Penalty: 12763.021484 Iteration 3Q: 3 clusters Score -7103368 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15080 members Mstep: Class 2 contains 18403 members Entering Unmasked Estep Score: -7103757.000000 Penalty: 12763.021484 Iteration 4Q: 3 clusters Score -7103757 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14568 members Mstep: Class 2 contains 18915 members Entering Unmasked Estep Score: -7104153.000000 Penalty: 12763.021484 Iteration 5Q: 3 clusters Score -7104153 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13968 members Mstep: Class 2 contains 19515 members Entering Unmasked Estep Score: -7104583.500000 Penalty: 12763.021484 Iteration 6Q: 3 clusters Score -7104584 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13253 members Mstep: Class 2 contains 20230 members Entering Unmasked Estep Score: -7104980.000000 Penalty: 12763.021484 Iteration 7Q: 3 clusters Score -7104980 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 21082 members Entering Unmasked Estep Score: -7105487.500000 Penalty: 12763.021484 Iteration 8Q: 3 clusters Score -7105488 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 22206 members Entering Unmasked Estep Score: -7106226.500000 Penalty: 12763.021484 Iteration 9Q: 3 clusters Score -7106226 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 23528 members Entering Unmasked Estep Score: -7107107.500000 Penalty: 12763.021484 Iteration 10Q: 3 clusters Score -7107108 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 24963 members Entering Unmasked Estep Score: -7108142.500000 Penalty: 12763.021484 Iteration 11Q: 3 clusters Score -7108142 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 26521 members Entering Unmasked Estep Score: -7109443.500000 Penalty: 12763.021484 Iteration 12F: 3 clusters Score -7109444 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 28031 members Entering Unmasked Estep Score: -7110687.000000 Penalty: 12763.021484 Iteration 13Q: 3 clusters Score -7110687 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 29338 members Entering Unmasked Estep Score: -7111743.000000 Penalty: 12763.021484 Iteration 14Q: 3 clusters Score -7111743 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 30257 members Entering Unmasked Estep Score: -7112614.500000 Penalty: 12763.021484 Iteration 15Q: 3 clusters Score -7112614 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 30917 members Entering Unmasked Estep Score: -7113264.000000 Penalty: 12763.021484 Iteration 16Q: 3 clusters Score -7113264 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 31343 members Entering Unmasked Estep Score: -7113759.000000 Penalty: 12763.021484 Iteration 17Q: 3 clusters Score -7113759 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 31584 members Entering Unmasked Estep Score: -7114088.000000 Penalty: 12763.021484 Iteration 18Q: 3 clusters Score -7114088 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 31731 members Entering Unmasked Estep Score: -7114344.500000 Penalty: 12763.021484 Iteration 19Q: 3 clusters Score -7114344 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 31833 members Entering Unmasked Estep Score: -7114506.500000 Penalty: 12763.021484 Iteration 20F: 3 clusters Score -7114506 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 31880 members Entering Unmasked Estep Score: -7114639.500000 Penalty: 12763.021484 Iteration 21Q: 3 clusters Score -7114640 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 31920 members Entering Unmasked Estep Score: -7114720.000000 Penalty: 12763.021484 Iteration 22Q: 3 clusters Score -7114720 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 31956 members Entering Unmasked Estep Score: -7114822.000000 Penalty: 12763.021484 Iteration 23Q: 3 clusters Score -7114822 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 31977 members Entering Unmasked Estep Score: -7114883.500000 Penalty: 12763.021484 Iteration 24Q: 3 clusters Score -7114884 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 31992 members Entering Unmasked Estep Score: -7114929.500000 Penalty: 12763.021484 Iteration 25Q: 3 clusters Score -7114930 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 31999 members Entering Unmasked Estep Score: -7114960.000000 Penalty: 12763.021484 Iteration 26Q: 3 clusters Score -7114960 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 32001 members Entering Unmasked Estep Score: -7114991.500000 Penalty: 12763.021484 Iteration 27Q: 3 clusters Score -7114992 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 32008 members Entering Unmasked Estep Score: -7114998.500000 Penalty: 12763.021484 Iteration 28Q: 3 clusters Score -7114998 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 32016 members Entering Unmasked Estep Score: -7115010.500000 Penalty: 12763.021484 Iteration 29Q: 3 clusters Score -7115010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 32023 members Entering Unmasked Estep Score: -7115014.000000 Penalty: 12763.021484 Iteration 30Q: 3 clusters Score -7115014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 32023 members Entering Unmasked Estep Score: -7115015.500000 Penalty: 12763.021484 Iteration 31Q: 3 clusters Score -7115016 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 32022 members Entering Unmasked Estep Score: -7115023.000000 Penalty: 12763.021484 Iteration 32Q: 3 clusters Score -7115023 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 32018 members Entering Unmasked Estep Score: -7115035.500000 Penalty: 12763.021484 Iteration 33Q: 3 clusters Score -7115036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 32016 members Entering Unmasked Estep Score: -7115030.000000 Penalty: 12763.021484 Iteration 34Q: 3 clusters Score -7115030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 32014 members Entering Unmasked Estep Score: -7115030.000000 Penalty: 12763.021484 Iteration 35Q: 3 clusters Score -7115030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 32014 members Entering Unmasked Estep Score: -7115037.500000 Penalty: 12763.021484 Iteration 36Q: 3 clusters Score -7115038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 32015 members Entering Unmasked Estep Score: -7115042.500000 Penalty: 12763.021484 Iteration 37Q: 3 clusters Score -7115042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 32015 members Entering Unmasked Estep Score: -7115042.500000 Penalty: 12763.021484 Iteration 38F: 3 clusters Score -7115042 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Entering Unmasked Estep Score: -222289.468750 Penalty: 4346.741699 Iteration 0F: 2 clusters Score -222289.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -218198.500000 Penalty: 8693.483398 Iteration 0F: 3 clusters Score -218198.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -218755.156250 Penalty: 8693.483398 Iteration 1F: 3 clusters Score -218755.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -219015.031250 Penalty: 8693.483398 Iteration 2F: 3 clusters Score -219015 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -219180.125000 Penalty: 8693.483398 Iteration 3Q: 3 clusters Score -219180.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -219299.671875 Penalty: 8693.483398 Iteration 4Q: 3 clusters Score -219299.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -219414.468750 Penalty: 8693.483398 Iteration 5Q: 3 clusters Score -219414.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -219475.515625 Penalty: 8693.483398 Iteration 6Q: 3 clusters Score -219475.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -219525.937500 Penalty: 8693.483398 Iteration 7Q: 3 clusters Score -219525.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -219585.187500 Penalty: 8693.483398 Iteration 8Q: 3 clusters Score -219585.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -219627.859375 Penalty: 8693.483398 Iteration 9Q: 3 clusters Score -219627.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -219696.625000 Penalty: 8693.483398 Iteration 10Q: 3 clusters Score -219696.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -219743.281250 Penalty: 8693.483398 Iteration 11Q: 3 clusters Score -219743.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -219774.484375 Penalty: 8693.483398 Iteration 12Q: 3 clusters Score -219774.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -219793.640625 Penalty: 8693.483398 Iteration 13Q: 3 clusters Score -219793.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -219805.562500 Penalty: 8693.483398 Iteration 14Q: 3 clusters Score -219805.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -219819.046875 Penalty: 8693.483398 Iteration 15Q: 3 clusters Score -219819 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -219842.937500 Penalty: 8693.483398 Iteration 16Q: 3 clusters Score -219842.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -219854.140625 Penalty: 8693.483398 Iteration 17Q: 3 clusters Score -219854.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -219860.234375 Penalty: 8693.483398 Iteration 18Q: 3 clusters Score -219860.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -219871.984375 Penalty: 8693.483398 Iteration 19Q: 3 clusters Score -219872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -219919.218750 Penalty: 8693.483398 Iteration 20F: 3 clusters Score -219919.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -220112.062500 Penalty: 8693.483398 Iteration 21Q: 3 clusters Score -220112.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -220193.937500 Penalty: 8693.483398 Iteration 22Q: 3 clusters Score -220193.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -220252.140625 Penalty: 8693.483398 Iteration 23Q: 3 clusters Score -220252.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -220307.562500 Penalty: 8693.483398 Iteration 24Q: 3 clusters Score -220307.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -220328.906250 Penalty: 8693.483398 Iteration 25Q: 3 clusters Score -220328.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -220342.781250 Penalty: 8693.483398 Iteration 26Q: 3 clusters Score -220342.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -220358.562500 Penalty: 8693.483398 Iteration 27Q: 3 clusters Score -220358.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -220371.171875 Penalty: 8693.483398 Iteration 28Q: 3 clusters Score -220371.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -220382.640625 Penalty: 8693.483398 Iteration 29Q: 3 clusters Score -220382.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -220391.656250 Penalty: 8693.483398 Iteration 30Q: 3 clusters Score -220391.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -220402.156250 Penalty: 8693.483398 Iteration 31Q: 3 clusters Score -220402.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -220405.421875 Penalty: 8693.483398 Iteration 32Q: 3 clusters Score -220405.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -220407.203125 Penalty: 8693.483398 Iteration 33Q: 3 clusters Score -220407.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -220408.437500 Penalty: 8693.483398 Iteration 34F: 3 clusters Score -220408.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -220416.359375 Penalty: 8693.483398 Iteration 35Q: 3 clusters Score -220416.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -220422.250000 Penalty: 8693.483398 Iteration 36Q: 3 clusters Score -220422.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -220427.312500 Penalty: 8693.483398 Iteration 37Q: 3 clusters Score -220427.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -220433.703125 Penalty: 8693.483398 Iteration 38Q: 3 clusters Score -220433.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -220437.187500 Penalty: 8693.483398 Iteration 39Q: 3 clusters Score -220437.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -220437.187500 Penalty: 8693.483398 Iteration 40F: 3 clusters Score -220437.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (42033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42033 members Entering Unmasked Estep Score: -8954168.000000 Penalty: 6520.804199 Iteration 0F: 2 clusters Score -8954168 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21090 members Mstep: Class 2 contains 20943 members Entering Unmasked Estep Score: -8923423.000000 Penalty: 13041.608398 Iteration 0F: 3 clusters Score -8923423 nChanged 18508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21266 members Mstep: Class 2 contains 20767 members Entering Unmasked Estep Score: -8933181.000000 Penalty: 13041.608398 Iteration 1F: 3 clusters Score -8933181 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21334 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -8933904.000000 Penalty: 13041.608398 Iteration 2F: 3 clusters Score -8933904 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21462 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -8934383.000000 Penalty: 13041.608398 Iteration 3Q: 3 clusters Score -8934383 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21589 members Mstep: Class 2 contains 20444 members Entering Unmasked Estep Score: -8934845.000000 Penalty: 13041.608398 Iteration 4Q: 3 clusters Score -8934845 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21755 members Mstep: Class 2 contains 20278 members Entering Unmasked Estep Score: -8935093.000000 Penalty: 13041.608398 Iteration 5Q: 3 clusters Score -8935093 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21922 members Mstep: Class 2 contains 20111 members Entering Unmasked Estep Score: -8935353.000000 Penalty: 13041.608398 Iteration 6Q: 3 clusters Score -8935353 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22138 members Mstep: Class 2 contains 19895 members Entering Unmasked Estep Score: -8935525.000000 Penalty: 13041.608398 Iteration 7Q: 3 clusters Score -8935525 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22384 members Mstep: Class 2 contains 19649 members Entering Unmasked Estep Score: -8935764.000000 Penalty: 13041.608398 Iteration 8Q: 3 clusters Score -8935764 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22691 members Mstep: Class 2 contains 19342 members Entering Unmasked Estep Score: -8935934.000000 Penalty: 13041.608398 Iteration 9Q: 3 clusters Score -8935934 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23039 members Mstep: Class 2 contains 18994 members Entering Unmasked Estep Score: -8936088.000000 Penalty: 13041.608398 Iteration 10Q: 3 clusters Score -8936088 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23472 members Mstep: Class 2 contains 18561 members Entering Unmasked Estep Score: -8936273.000000 Penalty: 13041.608398 Iteration 11Q: 3 clusters Score -8936273 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24020 members Mstep: Class 2 contains 18013 members Entering Unmasked Estep Score: -8936450.000000 Penalty: 13041.608398 Iteration 12Q: 3 clusters Score -8936450 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24758 members Mstep: Class 2 contains 17275 members Entering Unmasked Estep Score: -8936722.000000 Penalty: 13041.608398 Iteration 13Q: 3 clusters Score -8936722 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25661 members Mstep: Class 2 contains 16372 members Entering Unmasked Estep Score: -8937115.000000 Penalty: 13041.608398 Iteration 14Q: 3 clusters Score -8937115 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26785 members Mstep: Class 2 contains 15248 members Entering Unmasked Estep Score: -8937636.000000 Penalty: 13041.608398 Iteration 15Q: 3 clusters Score -8937636 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28198 members Mstep: Class 2 contains 13835 members Entering Unmasked Estep Score: -8938333.000000 Penalty: 13041.608398 Iteration 16Q: 3 clusters Score -8938333 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29955 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -8939408.000000 Penalty: 13041.608398 Iteration 17Q: 3 clusters Score -8939408 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32041 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -8940879.000000 Penalty: 13041.608398 Iteration 18F: 3 clusters Score -8940879 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34344 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -8942786.000000 Penalty: 13041.608398 Iteration 19F: 3 clusters Score -8942786 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36576 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -8944665.000000 Penalty: 13041.608398 Iteration 20F: 3 clusters Score -8944665 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38345 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -8946154.000000 Penalty: 13041.608398 Iteration 21Q: 3 clusters Score -8946154 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39459 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -8947084.000000 Penalty: 13041.608398 Iteration 22Q: 3 clusters Score -8947084 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40154 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -8947698.000000 Penalty: 13041.608398 Iteration 23Q: 3 clusters Score -8947698 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40520 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -8948005.000000 Penalty: 13041.608398 Iteration 24Q: 3 clusters Score -8948005 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40713 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -8948138.000000 Penalty: 13041.608398 Iteration 25Q: 3 clusters Score -8948138 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40836 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -8948254.000000 Penalty: 13041.608398 Iteration 26Q: 3 clusters Score -8948254 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40917 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -8948334.000000 Penalty: 13041.608398 Iteration 27Q: 3 clusters Score -8948334 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40976 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -8948412.000000 Penalty: 13041.608398 Iteration 28Q: 3 clusters Score -8948412 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41014 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -8948493.000000 Penalty: 13041.608398 Iteration 29Q: 3 clusters Score -8948493 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41046 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -8948528.000000 Penalty: 13041.608398 Iteration 30Q: 3 clusters Score -8948528 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41071 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -8948550.000000 Penalty: 13041.608398 Iteration 31Q: 3 clusters Score -8948550 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41093 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -8948584.000000 Penalty: 13041.608398 Iteration 32Q: 3 clusters Score -8948584 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41114 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -8948602.000000 Penalty: 13041.608398 Iteration 33Q: 3 clusters Score -8948602 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41126 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -8948617.000000 Penalty: 13041.608398 Iteration 34Q: 3 clusters Score -8948617 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41137 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -8948613.000000 Penalty: 13041.608398 Iteration 35Q: 3 clusters Score -8948613 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41146 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -8948623.000000 Penalty: 13041.608398 Iteration 36Q: 3 clusters Score -8948623 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41156 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -8948630.000000 Penalty: 13041.608398 Iteration 37Q: 3 clusters Score -8948630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41162 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -8948639.000000 Penalty: 13041.608398 Iteration 38Q: 3 clusters Score -8948639 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41165 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -8948642.000000 Penalty: 13041.608398 Iteration 39Q: 3 clusters Score -8948642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41166 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -8948641.000000 Penalty: 13041.608398 Iteration 40F: 3 clusters Score -8948641 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41166 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -8948642.000000 Penalty: 13041.608398 Iteration 41Q: 3 clusters Score -8948642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41171 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -8948652.000000 Penalty: 13041.608398 Iteration 42Q: 3 clusters Score -8948652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41173 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -8948656.000000 Penalty: 13041.608398 Iteration 43Q: 3 clusters Score -8948656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41177 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -8948661.000000 Penalty: 13041.608398 Iteration 44Q: 3 clusters Score -8948661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41179 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -8948660.000000 Penalty: 13041.608398 Iteration 45Q: 3 clusters Score -8948660 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41180 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -8948667.000000 Penalty: 13041.608398 Iteration 46Q: 3 clusters Score -8948667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41180 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -8948667.000000 Penalty: 13041.608398 Iteration 47F: 3 clusters Score -8948667 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Entering Unmasked Estep Score: -273673.093750 Penalty: 4417.981934 Iteration 0F: 2 clusters Score -273673.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -269214.187500 Penalty: 8835.963867 Iteration 0F: 3 clusters Score -269214.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -269650.031250 Penalty: 8835.963867 Iteration 1F: 3 clusters Score -269650 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -269829.406250 Penalty: 8835.963867 Iteration 2Q: 3 clusters Score -269829.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -269938.500000 Penalty: 8835.963867 Iteration 3Q: 3 clusters Score -269938.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -270024.937500 Penalty: 8835.963867 Iteration 4Q: 3 clusters Score -270024.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -270076.031250 Penalty: 8835.963867 Iteration 5Q: 3 clusters Score -270076 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -270133.750000 Penalty: 8835.963867 Iteration 6Q: 3 clusters Score -270133.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -270175.750000 Penalty: 8835.963867 Iteration 7Q: 3 clusters Score -270175.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -270207.656250 Penalty: 8835.963867 Iteration 8Q: 3 clusters Score -270207.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -270229.000000 Penalty: 8835.963867 Iteration 9Q: 3 clusters Score -270229 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -270244.781250 Penalty: 8835.963867 Iteration 10Q: 3 clusters Score -270244.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -270253.000000 Penalty: 8835.963867 Iteration 11Q: 3 clusters Score -270253 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -270256.093750 Penalty: 8835.963867 Iteration 12Q: 3 clusters Score -270256.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -270257.656250 Penalty: 8835.963867 Iteration 13Q: 3 clusters Score -270257.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -270259.468750 Penalty: 8835.963867 Iteration 14Q: 3 clusters Score -270259.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -270259.468750 Penalty: 8835.963867 Iteration 15F: 3 clusters Score -270259.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23390 members Mstep: Class 3 contains 8332 members Mstep: Class 4 contains 33562 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 28734 members Mstep: Class 11 contains 165238 members Mstep: Class 12 contains 8347 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18308 members Mstep: Class 15 contains 15458 members Mstep: Class 16 contains 19573 members Mstep: Class 17 contains 98348 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8212 members Mstep: Class 21 contains 33483 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42033 members Mstep: Class 24 contains 1357 members Entering Unmasked Estep ConsiderDeletion Score: -119278432.000000 Penalty: 202988.343750 Iteration 79Q: 26 clusters Score -1.192784e+08 nChanged 9704 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 23825 members Mstep: Class 3 contains 8215 members Mstep: Class 4 contains 33535 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2441 members Mstep: Class 10 contains 29550 members Mstep: Class 11 contains 165662 members Mstep: Class 12 contains 8395 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18590 members Mstep: Class 15 contains 15569 members Mstep: Class 16 contains 20687 members Mstep: Class 17 contains 97915 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8277 members Mstep: Class 21 contains 33173 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 42199 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 55407 members Entering Unmasked Estep ConsiderDeletion Score: -119282864.000000 Penalty: 202988.343750 Iteration 80F: 26 clusters Score -1.192829e+08 nChanged 6275 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24083 members Mstep: Class 3 contains 8084 members Mstep: Class 4 contains 33501 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 30309 members Mstep: Class 11 contains 165558 members Mstep: Class 12 contains 8367 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18799 members Mstep: Class 15 contains 15625 members Mstep: Class 16 contains 20938 members Mstep: Class 17 contains 97270 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 257 members Mstep: Class 20 contains 8192 members Mstep: Class 21 contains 32908 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42186 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 55182 members Entering Unmasked Estep ConsiderDeletion Score: -119284744.000000 Penalty: 202988.343750 Iteration 81Q: 26 clusters Score -1.192847e+08 nChanged 3739 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24367 members Mstep: Class 3 contains 8027 members Mstep: Class 4 contains 33462 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 30933 members Mstep: Class 11 contains 165389 members Mstep: Class 12 contains 8366 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18919 members Mstep: Class 15 contains 15665 members Mstep: Class 16 contains 21169 members Mstep: Class 17 contains 96679 members Mstep: Class 18 contains 1462 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8138 members Mstep: Class 21 contains 32703 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42192 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54997 members Entering Unmasked Estep ConsiderDeletion Score: -119285192.000000 Penalty: 202988.343750 Iteration 82Q: 26 clusters Score -1.192852e+08 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24631 members Mstep: Class 3 contains 7985 members Mstep: Class 4 contains 33405 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 31429 members Mstep: Class 11 contains 165272 members Mstep: Class 12 contains 8368 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 18977 members Mstep: Class 15 contains 15669 members Mstep: Class 16 contains 21303 members Mstep: Class 17 contains 96245 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8110 members Mstep: Class 21 contains 32546 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42183 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54885 members Entering Unmasked Estep ConsiderDeletion Score: -119285848.000000 Penalty: 202988.343750 Iteration 83Q: 26 clusters Score -1.192858e+08 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 24838 members Mstep: Class 3 contains 7956 members Mstep: Class 4 contains 33363 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2436 members Mstep: Class 10 contains 31859 members Mstep: Class 11 contains 165083 members Mstep: Class 12 contains 8372 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19014 members Mstep: Class 15 contains 15673 members Mstep: Class 16 contains 21381 members Mstep: Class 17 contains 95951 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8083 members Mstep: Class 21 contains 32412 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42177 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54845 members Entering Unmasked Estep ConsiderDeletion Score: -119286264.000000 Penalty: 202988.343750 Iteration 84Q: 26 clusters Score -1.192863e+08 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25036 members Mstep: Class 3 contains 7931 members Mstep: Class 4 contains 33322 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 32224 members Mstep: Class 11 contains 164942 members Mstep: Class 12 contains 8365 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19036 members Mstep: Class 15 contains 15673 members Mstep: Class 16 contains 21408 members Mstep: Class 17 contains 95731 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8062 members Mstep: Class 21 contains 32279 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42176 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54821 members Entering Unmasked Estep ConsiderDeletion Score: -119286568.000000 Penalty: 202988.343750 Iteration 85Q: 26 clusters Score -1.192866e+08 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25187 members Mstep: Class 3 contains 7908 members Mstep: Class 4 contains 33283 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 32512 members Mstep: Class 11 contains 164836 members Mstep: Class 12 contains 8357 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19044 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21405 members Mstep: Class 17 contains 95579 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8046 members Mstep: Class 21 contains 32166 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42177 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54831 members Entering Unmasked Estep ConsiderDeletion Score: -119286744.000000 Penalty: 202988.343750 Iteration 86Q: 26 clusters Score -1.192867e+08 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25304 members Mstep: Class 3 contains 7883 members Mstep: Class 4 contains 33248 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 32759 members Mstep: Class 11 contains 164752 members Mstep: Class 12 contains 8357 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19050 members Mstep: Class 15 contains 15668 members Mstep: Class 16 contains 21382 members Mstep: Class 17 contains 95466 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8037 members Mstep: Class 21 contains 32077 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42174 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54849 members Entering Unmasked Estep ConsiderDeletion Score: -119287048.000000 Penalty: 202988.343750 Iteration 87Q: 26 clusters Score -1.19287e+08 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25396 members Mstep: Class 3 contains 7863 members Mstep: Class 4 contains 33215 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 32937 members Mstep: Class 11 contains 164704 members Mstep: Class 12 contains 8357 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19057 members Mstep: Class 15 contains 15666 members Mstep: Class 16 contains 21339 members Mstep: Class 17 contains 95377 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8023 members Mstep: Class 21 contains 32016 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42176 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54880 members Entering Unmasked Estep ConsiderDeletion Score: -119287216.000000 Penalty: 202988.343750 Iteration 88Q: 26 clusters Score -1.192872e+08 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25458 members Mstep: Class 3 contains 7851 members Mstep: Class 4 contains 33192 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33090 members Mstep: Class 11 contains 164653 members Mstep: Class 12 contains 8355 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19064 members Mstep: Class 15 contains 15668 members Mstep: Class 16 contains 21296 members Mstep: Class 17 contains 95326 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8016 members Mstep: Class 21 contains 31970 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42175 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54892 members Entering Unmasked Estep ConsiderDeletion Score: -119287384.000000 Penalty: 202988.343750 Iteration 89Q: 26 clusters Score -1.192874e+08 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25507 members Mstep: Class 3 contains 7843 members Mstep: Class 4 contains 33172 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33202 members Mstep: Class 11 contains 164607 members Mstep: Class 12 contains 8355 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19076 members Mstep: Class 15 contains 15672 members Mstep: Class 16 contains 21272 members Mstep: Class 17 contains 95284 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8009 members Mstep: Class 21 contains 31931 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42173 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54903 members Entering Unmasked Estep ConsiderDeletion Score: -119287400.000000 Penalty: 202988.343750 Iteration 90Q: 26 clusters Score -1.192874e+08 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25562 members Mstep: Class 3 contains 7841 members Mstep: Class 4 contains 33151 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33292 members Mstep: Class 11 contains 164578 members Mstep: Class 12 contains 8355 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19094 members Mstep: Class 15 contains 15671 members Mstep: Class 16 contains 21239 members Mstep: Class 17 contains 95238 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8003 members Mstep: Class 21 contains 31900 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42171 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54911 members Entering Unmasked Estep ConsiderDeletion Score: -119287216.000000 Penalty: 202988.343750 Iteration 91Q: 26 clusters Score -1.192872e+08 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25603 members Mstep: Class 3 contains 7839 members Mstep: Class 4 contains 33137 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33357 members Mstep: Class 11 contains 164550 members Mstep: Class 12 contains 8353 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19101 members Mstep: Class 15 contains 15674 members Mstep: Class 16 contains 21221 members Mstep: Class 17 contains 95210 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8002 members Mstep: Class 21 contains 31890 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42167 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54902 members Entering Unmasked Estep ConsiderDeletion Score: -119287248.000000 Penalty: 202988.343750 Iteration 92Q: 26 clusters Score -1.192872e+08 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25638 members Mstep: Class 3 contains 7834 members Mstep: Class 4 contains 33128 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33410 members Mstep: Class 11 contains 164524 members Mstep: Class 12 contains 8353 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19107 members Mstep: Class 15 contains 15674 members Mstep: Class 16 contains 21214 members Mstep: Class 17 contains 95181 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8004 members Mstep: Class 21 contains 31880 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42164 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54895 members Entering Unmasked Estep ConsiderDeletion Score: -119287424.000000 Penalty: 202988.343750 Iteration 93Q: 26 clusters Score -1.192874e+08 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25652 members Mstep: Class 3 contains 7829 members Mstep: Class 4 contains 33122 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33467 members Mstep: Class 11 contains 164496 members Mstep: Class 12 contains 8354 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19113 members Mstep: Class 15 contains 15674 members Mstep: Class 16 contains 21211 members Mstep: Class 17 contains 95156 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 8001 members Mstep: Class 21 contains 31871 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42164 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54896 members Entering Unmasked Estep ConsiderDeletion Score: -119287336.000000 Penalty: 202988.343750 Iteration 94Q: 26 clusters Score -1.192873e+08 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25661 members Mstep: Class 3 contains 7827 members Mstep: Class 4 contains 33117 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33516 members Mstep: Class 11 contains 164480 members Mstep: Class 12 contains 8351 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19116 members Mstep: Class 15 contains 15674 members Mstep: Class 16 contains 21199 members Mstep: Class 17 contains 95139 members Mstep: Class 18 contains 1460 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7999 members Mstep: Class 21 contains 31864 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42164 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54900 members Entering Unmasked Estep ConsiderDeletion Score: -119287200.000000 Penalty: 202988.343750 Iteration 95Q: 26 clusters Score -1.192872e+08 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25671 members Mstep: Class 3 contains 7823 members Mstep: Class 4 contains 33111 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33549 members Mstep: Class 11 contains 164476 members Mstep: Class 12 contains 8351 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19116 members Mstep: Class 15 contains 15674 members Mstep: Class 16 contains 21201 members Mstep: Class 17 contains 95123 members Mstep: Class 18 contains 1459 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7997 members Mstep: Class 21 contains 31858 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42164 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54894 members Entering Unmasked Estep ConsiderDeletion Score: -119287152.000000 Penalty: 202988.343750 Iteration 96Q: 26 clusters Score -1.192872e+08 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25682 members Mstep: Class 3 contains 7823 members Mstep: Class 4 contains 33105 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33576 members Mstep: Class 11 contains 164469 members Mstep: Class 12 contains 8350 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19117 members Mstep: Class 15 contains 15674 members Mstep: Class 16 contains 21204 members Mstep: Class 17 contains 95110 members Mstep: Class 18 contains 1458 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7994 members Mstep: Class 21 contains 31855 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42162 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54888 members Entering Unmasked Estep ConsiderDeletion Score: -119287240.000000 Penalty: 202988.343750 Iteration 97Q: 26 clusters Score -1.192872e+08 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25694 members Mstep: Class 3 contains 7821 members Mstep: Class 4 contains 33097 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33601 members Mstep: Class 11 contains 164454 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19124 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21205 members Mstep: Class 17 contains 95104 members Mstep: Class 18 contains 1458 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7993 members Mstep: Class 21 contains 31852 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42162 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54878 members Entering Unmasked Estep ConsiderDeletion Score: -119287368.000000 Penalty: 202988.343750 Iteration 98Q: 26 clusters Score -1.192874e+08 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25707 members Mstep: Class 3 contains 7818 members Mstep: Class 4 contains 33083 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33624 members Mstep: Class 11 contains 164454 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19127 members Mstep: Class 15 contains 15677 members Mstep: Class 16 contains 21208 members Mstep: Class 17 contains 95085 members Mstep: Class 18 contains 1458 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7994 members Mstep: Class 21 contains 31849 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42165 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54869 members Entering Unmasked Estep ConsiderDeletion Score: -119287504.000000 Penalty: 202988.343750 Iteration 99Q: 26 clusters Score -1.192875e+08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25720 members Mstep: Class 3 contains 7819 members Mstep: Class 4 contains 33074 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33646 members Mstep: Class 11 contains 164449 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15679 members Mstep: Class 16 contains 21213 members Mstep: Class 17 contains 95066 members Mstep: Class 18 contains 1457 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7992 members Mstep: Class 21 contains 31844 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42167 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54863 members Entering Unmasked Estep ConsiderDeletion Score: -119287568.000000 Penalty: 202988.343750 Iteration 100F: 26 clusters Score -1.192876e+08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25719 members Mstep: Class 3 contains 7819 members Mstep: Class 4 contains 33067 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33672 members Mstep: Class 11 contains 164429 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19137 members Mstep: Class 15 contains 15681 members Mstep: Class 16 contains 21214 members Mstep: Class 17 contains 95061 members Mstep: Class 18 contains 1457 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7992 members Mstep: Class 21 contains 31842 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42170 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54858 members Entering Unmasked Estep ConsiderDeletion Score: -119287560.000000 Penalty: 202988.343750 Iteration 101Q: 26 clusters Score -1.192876e+08 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25716 members Mstep: Class 3 contains 7820 members Mstep: Class 4 contains 33059 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33700 members Mstep: Class 11 contains 164414 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19144 members Mstep: Class 15 contains 15682 members Mstep: Class 16 contains 21217 members Mstep: Class 17 contains 95050 members Mstep: Class 18 contains 1457 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7995 members Mstep: Class 21 contains 31840 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42171 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54854 members Entering Unmasked Estep ConsiderDeletion Score: -119287520.000000 Penalty: 202988.343750 Iteration 102Q: 26 clusters Score -1.192875e+08 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25716 members Mstep: Class 3 contains 7819 members Mstep: Class 4 contains 33057 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33735 members Mstep: Class 11 contains 164398 members Mstep: Class 12 contains 8347 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19141 members Mstep: Class 15 contains 15681 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95039 members Mstep: Class 18 contains 1456 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7995 members Mstep: Class 21 contains 31839 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42173 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54851 members Entering Unmasked Estep ConsiderDeletion Score: -119287520.000000 Penalty: 202988.343750 Iteration 103Q: 26 clusters Score -1.192875e+08 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25721 members Mstep: Class 3 contains 7819 members Mstep: Class 4 contains 33054 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33767 members Mstep: Class 11 contains 164393 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19132 members Mstep: Class 15 contains 15680 members Mstep: Class 16 contains 21219 members Mstep: Class 17 contains 95030 members Mstep: Class 18 contains 1455 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7992 members Mstep: Class 21 contains 31837 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54848 members Entering Unmasked Estep ConsiderDeletion Score: -119287424.000000 Penalty: 202988.343750 Iteration 104Q: 26 clusters Score -1.192874e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25724 members Mstep: Class 3 contains 7819 members Mstep: Class 4 contains 33052 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33796 members Mstep: Class 11 contains 164382 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15679 members Mstep: Class 16 contains 21219 members Mstep: Class 17 contains 95021 members Mstep: Class 18 contains 1454 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31836 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54846 members Entering Unmasked Estep ConsiderDeletion Score: -119287416.000000 Penalty: 202988.343750 Iteration 105Q: 26 clusters Score -1.192874e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25727 members Mstep: Class 3 contains 7818 members Mstep: Class 4 contains 33049 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33816 members Mstep: Class 11 contains 164372 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15677 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95017 members Mstep: Class 18 contains 1453 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31834 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42174 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54843 members Entering Unmasked Estep ConsiderDeletion Score: -119287368.000000 Penalty: 202988.343750 Iteration 106Q: 26 clusters Score -1.192874e+08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25732 members Mstep: Class 3 contains 7819 members Mstep: Class 4 contains 33044 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33829 members Mstep: Class 11 contains 164365 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19130 members Mstep: Class 15 contains 15676 members Mstep: Class 16 contains 21221 members Mstep: Class 17 contains 95019 members Mstep: Class 18 contains 1452 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7991 members Mstep: Class 21 contains 31828 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42173 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54840 members Entering Unmasked Estep ConsiderDeletion Score: -119287312.000000 Penalty: 202988.343750 Iteration 107Q: 26 clusters Score -1.192873e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25737 members Mstep: Class 3 contains 7818 members Mstep: Class 4 contains 33044 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33835 members Mstep: Class 11 contains 164356 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19132 members Mstep: Class 15 contains 15676 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95025 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31824 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42173 members Mstep: Class 24 contains 1357 members Mstep: Class 25 contains 54838 members Entering Unmasked Estep ConsiderDeletion Score: -119287232.000000 Penalty: 202988.343750 Iteration 108Q: 26 clusters Score -1.192872e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25737 members Mstep: Class 3 contains 7816 members Mstep: Class 4 contains 33044 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33844 members Mstep: Class 11 contains 164349 members Mstep: Class 12 contains 8348 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19133 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21219 members Mstep: Class 17 contains 95027 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31823 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54838 members Entering Unmasked Estep ConsiderDeletion Score: -119287264.000000 Penalty: 202988.343750 Iteration 109Q: 26 clusters Score -1.192873e+08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25734 members Mstep: Class 3 contains 7815 members Mstep: Class 4 contains 33044 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33848 members Mstep: Class 11 contains 164350 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19130 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21219 members Mstep: Class 17 contains 95032 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31820 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54837 members Entering Unmasked Estep ConsiderDeletion Score: -119287432.000000 Penalty: 202988.343750 Iteration 110Q: 26 clusters Score -1.192874e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25736 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33044 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33851 members Mstep: Class 11 contains 164349 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19130 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21219 members Mstep: Class 17 contains 95033 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31819 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54835 members Entering Unmasked Estep ConsiderDeletion Score: -119287400.000000 Penalty: 202988.343750 Iteration 111Q: 26 clusters Score -1.192874e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25737 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33044 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33852 members Mstep: Class 11 contains 164349 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21219 members Mstep: Class 17 contains 95033 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31818 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54835 members Entering Unmasked Estep ConsiderDeletion Score: -119287416.000000 Penalty: 202988.343750 Iteration 112Q: 26 clusters Score -1.192874e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25735 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33044 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33851 members Mstep: Class 11 contains 164351 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95037 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31814 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54835 members Entering Unmasked Estep ConsiderDeletion Score: -119287416.000000 Penalty: 202988.343750 Iteration 113Q: 26 clusters Score -1.192874e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25736 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33043 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33851 members Mstep: Class 11 contains 164353 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95038 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31812 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54834 members Entering Unmasked Estep ConsiderDeletion Score: -119287448.000000 Penalty: 202988.343750 Iteration 114Q: 26 clusters Score -1.192874e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25737 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33042 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33849 members Mstep: Class 11 contains 164356 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95037 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31812 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54834 members Entering Unmasked Estep ConsiderDeletion Score: -119287464.000000 Penalty: 202988.343750 Iteration 115Q: 26 clusters Score -1.192875e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25737 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33041 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33850 members Mstep: Class 11 contains 164357 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95036 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31812 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54834 members Entering Unmasked Estep ConsiderDeletion Score: -119287480.000000 Penalty: 202988.343750 Iteration 116Q: 26 clusters Score -1.192875e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25737 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33040 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33850 members Mstep: Class 11 contains 164359 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95035 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31812 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54834 members Entering Unmasked Estep ConsiderDeletion Score: -119287480.000000 Penalty: 202988.343750 Iteration 117Q: 26 clusters Score -1.192875e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25737 members Mstep: Class 3 contains 7813 members Mstep: Class 4 contains 33040 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 488 members Mstep: Class 9 contains 2437 members Mstep: Class 10 contains 33850 members Mstep: Class 11 contains 164359 members Mstep: Class 12 contains 8349 members Mstep: Class 13 contains 329 members Mstep: Class 14 contains 19129 members Mstep: Class 15 contains 15675 members Mstep: Class 16 contains 21220 members Mstep: Class 17 contains 95035 members Mstep: Class 18 contains 1451 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 7990 members Mstep: Class 21 contains 31812 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 42172 members Mstep: Class 24 contains 1358 members Mstep: Class 25 contains 54834 members Entering Unmasked Estep ConsiderDeletion Score: -119287480.000000 Penalty: 202988.343750 Iteration 118F: 26 clusters Score -1.192875e+08 nChanged 0 Entering ConstructFrom: Score: -119287480.000000 Penalty: 202988.343750 Entering ConstructFrom: Trying to split cluster 1 (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: -266315.093750 Penalty: 4401.049805 Iteration 0F: 2 clusters Score -266315.1 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 665 members Entering Unmasked Estep Score: -261915.890625 Penalty: 8802.099609 Iteration 0F: 3 clusters Score -261915.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -262408.468750 Penalty: 8802.099609 Iteration 1F: 3 clusters Score -262408.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -262670.250000 Penalty: 8802.099609 Iteration 2F: 3 clusters Score -262670.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -262793.937500 Penalty: 8802.099609 Iteration 3Q: 3 clusters Score -262793.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -262911.625000 Penalty: 8802.099609 Iteration 4Q: 3 clusters Score -262911.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -262982.093750 Penalty: 8802.099609 Iteration 5Q: 3 clusters Score -262982.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -263023.781250 Penalty: 8802.099609 Iteration 6Q: 3 clusters Score -263023.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -263097.687500 Penalty: 8802.099609 Iteration 7Q: 3 clusters Score -263097.7 nChanged 19 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: -263147.468750 Penalty: 8802.099609 Iteration 8Q: 3 clusters Score -263147.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -263184.875000 Penalty: 8802.099609 Iteration 9Q: 3 clusters Score -263184.9 nChanged 10 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: -263206.562500 Penalty: 8802.099609 Iteration 10Q: 3 clusters Score -263206.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -263207.843750 Penalty: 8802.099609 Iteration 11Q: 3 clusters Score -263207.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -263207.843750 Penalty: 8802.099609 Iteration 12F: 3 clusters Score -263207.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25737 members Entering Unmasked Estep Score: -5239647.000000 Penalty: 6220.356934 Iteration 0F: 2 clusters Score -5239647 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12756 members Mstep: Class 2 contains 12981 members Entering Unmasked Estep Score: -5219519.000000 Penalty: 12440.713867 Iteration 0F: 3 clusters Score -5219519 nChanged 10720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -5225189.000000 Penalty: 12440.713867 Iteration 1F: 3 clusters Score -5225189 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 13425 members Entering Unmasked Estep Score: -5225989.500000 Penalty: 12440.713867 Iteration 2F: 3 clusters Score -5225990 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 13678 members Entering Unmasked Estep Score: -5226563.500000 Penalty: 12440.713867 Iteration 3F: 3 clusters Score -5226564 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11797 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -5227061.500000 Penalty: 12440.713867 Iteration 4Q: 3 clusters Score -5227062 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 14220 members Entering Unmasked Estep Score: -5227412.000000 Penalty: 12440.713867 Iteration 5Q: 3 clusters Score -5227412 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 14549 members Entering Unmasked Estep Score: -5227764.500000 Penalty: 12440.713867 Iteration 6Q: 3 clusters Score -5227764 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 14961 members Entering Unmasked Estep Score: -5228126.500000 Penalty: 12440.713867 Iteration 7Q: 3 clusters Score -5228126 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 15391 members Entering Unmasked Estep Score: -5228467.500000 Penalty: 12440.713867 Iteration 8Q: 3 clusters Score -5228468 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 15849 members Entering Unmasked Estep Score: -5228815.500000 Penalty: 12440.713867 Iteration 9Q: 3 clusters Score -5228816 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 16297 members Entering Unmasked Estep Score: -5229092.500000 Penalty: 12440.713867 Iteration 10Q: 3 clusters Score -5229092 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 16825 members Entering Unmasked Estep Score: -5229408.000000 Penalty: 12440.713867 Iteration 11Q: 3 clusters Score -5229408 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 17351 members Entering Unmasked Estep Score: -5229726.500000 Penalty: 12440.713867 Iteration 12Q: 3 clusters Score -5229726 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -5230085.500000 Penalty: 12440.713867 Iteration 13Q: 3 clusters Score -5230086 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 18613 members Entering Unmasked Estep Score: -5230478.500000 Penalty: 12440.713867 Iteration 14Q: 3 clusters Score -5230478 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 19258 members Entering Unmasked Estep Score: -5230901.000000 Penalty: 12440.713867 Iteration 15Q: 3 clusters Score -5230901 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 19896 members Entering Unmasked Estep Score: -5231295.500000 Penalty: 12440.713867 Iteration 16Q: 3 clusters Score -5231296 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -5231667.000000 Penalty: 12440.713867 Iteration 17Q: 3 clusters Score -5231667 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 21073 members Entering Unmasked Estep Score: -5232004.000000 Penalty: 12440.713867 Iteration 18Q: 3 clusters Score -5232004 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 21578 members Entering Unmasked Estep Score: -5232308.500000 Penalty: 12440.713867 Iteration 19Q: 3 clusters Score -5232308 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 22044 members Entering Unmasked Estep Score: -5232594.000000 Penalty: 12440.713867 Iteration 20F: 3 clusters Score -5232594 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 22451 members Entering Unmasked Estep Score: -5232845.000000 Penalty: 12440.713867 Iteration 21Q: 3 clusters Score -5232845 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 22795 members Entering Unmasked Estep Score: -5233061.500000 Penalty: 12440.713867 Iteration 22Q: 3 clusters Score -5233062 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 23098 members Entering Unmasked Estep Score: -5233262.000000 Penalty: 12440.713867 Iteration 23Q: 3 clusters Score -5233262 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 23376 members Entering Unmasked Estep Score: -5233446.500000 Penalty: 12440.713867 Iteration 24Q: 3 clusters Score -5233446 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 23594 members Entering Unmasked Estep Score: -5233615.000000 Penalty: 12440.713867 Iteration 25Q: 3 clusters Score -5233615 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 23777 members Entering Unmasked Estep Score: -5233732.500000 Penalty: 12440.713867 Iteration 26Q: 3 clusters Score -5233732 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 23912 members Entering Unmasked Estep Score: -5233832.000000 Penalty: 12440.713867 Iteration 27Q: 3 clusters Score -5233832 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 24012 members Entering Unmasked Estep Score: -5233898.000000 Penalty: 12440.713867 Iteration 28Q: 3 clusters Score -5233898 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 24090 members Entering Unmasked Estep Score: -5233949.000000 Penalty: 12440.713867 Iteration 29Q: 3 clusters Score -5233949 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -5233991.000000 Penalty: 12440.713867 Iteration 30Q: 3 clusters Score -5233991 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 24225 members Entering Unmasked Estep Score: -5234027.000000 Penalty: 12440.713867 Iteration 31Q: 3 clusters Score -5234027 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 24278 members Entering Unmasked Estep Score: -5234058.500000 Penalty: 12440.713867 Iteration 32Q: 3 clusters Score -5234058 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 24324 members Entering Unmasked Estep Score: -5234101.500000 Penalty: 12440.713867 Iteration 33Q: 3 clusters Score -5234102 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 24367 members Entering Unmasked Estep Score: -5234114.500000 Penalty: 12440.713867 Iteration 34Q: 3 clusters Score -5234114 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 24408 members Entering Unmasked Estep Score: -5234149.000000 Penalty: 12440.713867 Iteration 35Q: 3 clusters Score -5234149 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 24439 members Entering Unmasked Estep Score: -5234183.000000 Penalty: 12440.713867 Iteration 36Q: 3 clusters Score -5234183 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 24470 members Entering Unmasked Estep Score: -5234204.500000 Penalty: 12440.713867 Iteration 37Q: 3 clusters Score -5234204 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 24490 members Entering Unmasked Estep Score: -5234224.500000 Penalty: 12440.713867 Iteration 38Q: 3 clusters Score -5234224 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 24503 members Entering Unmasked Estep Score: -5234231.500000 Penalty: 12440.713867 Iteration 39Q: 3 clusters Score -5234232 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 24516 members Entering Unmasked Estep Score: -5234242.500000 Penalty: 12440.713867 Iteration 40F: 3 clusters Score -5234242 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 24530 members Entering Unmasked Estep Score: -5234259.000000 Penalty: 12440.713867 Iteration 41Q: 3 clusters Score -5234259 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 24542 members Entering Unmasked Estep Score: -5234269.000000 Penalty: 12440.713867 Iteration 42Q: 3 clusters Score -5234269 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 24551 members Entering Unmasked Estep Score: -5234289.500000 Penalty: 12440.713867 Iteration 43Q: 3 clusters Score -5234290 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 24562 members Entering Unmasked Estep Score: -5234298.000000 Penalty: 12440.713867 Iteration 44Q: 3 clusters Score -5234298 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 24573 members Entering Unmasked Estep Score: -5234304.500000 Penalty: 12440.713867 Iteration 45Q: 3 clusters Score -5234304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 24584 members Entering Unmasked Estep Score: -5234312.500000 Penalty: 12440.713867 Iteration 46Q: 3 clusters Score -5234312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 24586 members Entering Unmasked Estep Score: -5234311.500000 Penalty: 12440.713867 Iteration 47Q: 3 clusters Score -5234312 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 24591 members Entering Unmasked Estep Score: -5234312.500000 Penalty: 12440.713867 Iteration 48Q: 3 clusters Score -5234312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 24595 members Entering Unmasked Estep Score: -5234318.000000 Penalty: 12440.713867 Iteration 49Q: 3 clusters Score -5234318 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 24599 members Entering Unmasked Estep Score: -5234325.500000 Penalty: 12440.713867 Iteration 50Q: 3 clusters Score -5234326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 24602 members Entering Unmasked Estep Score: -5234327.000000 Penalty: 12440.713867 Iteration 51Q: 3 clusters Score -5234327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 24604 members Entering Unmasked Estep Score: -5234328.500000 Penalty: 12440.713867 Iteration 52Q: 3 clusters Score -5234328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 24605 members Entering Unmasked Estep Score: -5234327.500000 Penalty: 12440.713867 Iteration 53Q: 3 clusters Score -5234328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 24607 members Entering Unmasked Estep Score: -5234323.000000 Penalty: 12440.713867 Iteration 54Q: 3 clusters Score -5234323 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 24607 members Entering Unmasked Estep Score: -5234323.000000 Penalty: 12440.713867 Iteration 55F: 3 clusters Score -5234323 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Entering Unmasked Estep Score: -1641164.500000 Penalty: 5490.170410 Iteration 0F: 2 clusters Score -1641164 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1632302.750000 Penalty: 10980.340820 Iteration 0F: 3 clusters Score -1632303 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1633955.250000 Penalty: 10980.340820 Iteration 1F: 3 clusters Score -1633955 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1634417.875000 Penalty: 10980.340820 Iteration 2F: 3 clusters Score -1634418 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -1634801.625000 Penalty: 10980.340820 Iteration 3Q: 3 clusters Score -1634802 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -1635105.875000 Penalty: 10980.340820 Iteration 4Q: 3 clusters Score -1635106 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1635296.250000 Penalty: 10980.340820 Iteration 5Q: 3 clusters Score -1635296 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1635444.000000 Penalty: 10980.340820 Iteration 6Q: 3 clusters Score -1635444 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1635553.000000 Penalty: 10980.340820 Iteration 7Q: 3 clusters Score -1635553 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1635641.250000 Penalty: 10980.340820 Iteration 8Q: 3 clusters Score -1635641 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1635725.250000 Penalty: 10980.340820 Iteration 9Q: 3 clusters Score -1635725 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1635805.625000 Penalty: 10980.340820 Iteration 10Q: 3 clusters Score -1635806 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1635891.125000 Penalty: 10980.340820 Iteration 11Q: 3 clusters Score -1635891 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1635983.750000 Penalty: 10980.340820 Iteration 12Q: 3 clusters Score -1635984 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1636084.625000 Penalty: 10980.340820 Iteration 13Q: 3 clusters Score -1636085 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1636149.125000 Penalty: 10980.340820 Iteration 14Q: 3 clusters Score -1636149 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1636209.625000 Penalty: 10980.340820 Iteration 15Q: 3 clusters Score -1636210 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1636273.125000 Penalty: 10980.340820 Iteration 16Q: 3 clusters Score -1636273 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1636321.000000 Penalty: 10980.340820 Iteration 17Q: 3 clusters Score -1636321 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1636375.375000 Penalty: 10980.340820 Iteration 18Q: 3 clusters Score -1636375 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -1636426.250000 Penalty: 10980.340820 Iteration 19Q: 3 clusters Score -1636426 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1636467.250000 Penalty: 10980.340820 Iteration 20F: 3 clusters Score -1636467 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1636514.625000 Penalty: 10980.340820 Iteration 21Q: 3 clusters Score -1636515 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1636559.750000 Penalty: 10980.340820 Iteration 22Q: 3 clusters Score -1636560 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1636593.625000 Penalty: 10980.340820 Iteration 23Q: 3 clusters Score -1636594 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -1636615.000000 Penalty: 10980.340820 Iteration 24Q: 3 clusters Score -1636615 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1636641.375000 Penalty: 10980.340820 Iteration 25Q: 3 clusters Score -1636641 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1636665.000000 Penalty: 10980.340820 Iteration 26Q: 3 clusters Score -1636665 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1636688.500000 Penalty: 10980.340820 Iteration 27Q: 3 clusters Score -1636688 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1636707.500000 Penalty: 10980.340820 Iteration 28Q: 3 clusters Score -1636708 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1636731.125000 Penalty: 10980.340820 Iteration 29Q: 3 clusters Score -1636731 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1636744.000000 Penalty: 10980.340820 Iteration 30Q: 3 clusters Score -1636744 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1636761.750000 Penalty: 10980.340820 Iteration 31Q: 3 clusters Score -1636762 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1636774.750000 Penalty: 10980.340820 Iteration 32Q: 3 clusters Score -1636775 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1636784.125000 Penalty: 10980.340820 Iteration 33Q: 3 clusters Score -1636784 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1636798.125000 Penalty: 10980.340820 Iteration 34Q: 3 clusters Score -1636798 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1636812.750000 Penalty: 10980.340820 Iteration 35Q: 3 clusters Score -1636813 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1636830.000000 Penalty: 10980.340820 Iteration 36Q: 3 clusters Score -1636830 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1636842.375000 Penalty: 10980.340820 Iteration 37Q: 3 clusters Score -1636842 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -1636853.500000 Penalty: 10980.340820 Iteration 38Q: 3 clusters Score -1636854 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1636868.375000 Penalty: 10980.340820 Iteration 39Q: 3 clusters Score -1636868 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -1636874.875000 Penalty: 10980.340820 Iteration 40F: 3 clusters Score -1636875 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1636886.625000 Penalty: 10980.340820 Iteration 41Q: 3 clusters Score -1636887 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -1636895.750000 Penalty: 10980.340820 Iteration 42Q: 3 clusters Score -1636896 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -1636901.000000 Penalty: 10980.340820 Iteration 43Q: 3 clusters Score -1636901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1636903.625000 Penalty: 10980.340820 Iteration 44Q: 3 clusters Score -1636904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1636909.750000 Penalty: 10980.340820 Iteration 45Q: 3 clusters Score -1636910 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -1636920.250000 Penalty: 10980.340820 Iteration 46Q: 3 clusters Score -1636920 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -1636929.875000 Penalty: 10980.340820 Iteration 47Q: 3 clusters Score -1636930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -1636937.000000 Penalty: 10980.340820 Iteration 48Q: 3 clusters Score -1636937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -1636941.625000 Penalty: 10980.340820 Iteration 49Q: 3 clusters Score -1636942 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1636947.375000 Penalty: 10980.340820 Iteration 50Q: 3 clusters Score -1636947 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1636956.250000 Penalty: 10980.340820 Iteration 51Q: 3 clusters Score -1636956 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1636961.750000 Penalty: 10980.340820 Iteration 52Q: 3 clusters Score -1636962 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -1636964.000000 Penalty: 10980.340820 Iteration 53Q: 3 clusters Score -1636964 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1636977.875000 Penalty: 10980.340820 Iteration 54Q: 3 clusters Score -1636978 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1636989.375000 Penalty: 10980.340820 Iteration 55Q: 3 clusters Score -1636989 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1637011.500000 Penalty: 10980.340820 Iteration 56Q: 3 clusters Score -1637012 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1637021.000000 Penalty: 10980.340820 Iteration 57Q: 3 clusters Score -1637021 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1637030.500000 Penalty: 10980.340820 Iteration 58Q: 3 clusters Score -1637030 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1637040.000000 Penalty: 10980.340820 Iteration 59Q: 3 clusters Score -1637040 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1637046.750000 Penalty: 10980.340820 Iteration 60F: 3 clusters Score -1637047 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1637057.000000 Penalty: 10980.340820 Iteration 61Q: 3 clusters Score -1637057 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1637068.500000 Penalty: 10980.340820 Iteration 62Q: 3 clusters Score -1637068 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1637073.750000 Penalty: 10980.340820 Iteration 63Q: 3 clusters Score -1637074 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1637080.750000 Penalty: 10980.340820 Iteration 64Q: 3 clusters Score -1637081 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1637090.500000 Penalty: 10980.340820 Iteration 65Q: 3 clusters Score -1637090 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -1637089.000000 Penalty: 10980.340820 Iteration 66Q: 3 clusters Score -1637089 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -1637095.250000 Penalty: 10980.340820 Iteration 67Q: 3 clusters Score -1637095 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1637096.250000 Penalty: 10980.340820 Iteration 68Q: 3 clusters Score -1637096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -1637100.125000 Penalty: 10980.340820 Iteration 69Q: 3 clusters Score -1637100 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1637104.750000 Penalty: 10980.340820 Iteration 70Q: 3 clusters Score -1637105 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1637102.625000 Penalty: 10980.340820 Iteration 71Q: 3 clusters Score -1637103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1637103.500000 Penalty: 10980.340820 Iteration 72Q: 3 clusters Score -1637104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1637108.000000 Penalty: 10980.340820 Iteration 73Q: 3 clusters Score -1637108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -1637108.875000 Penalty: 10980.340820 Iteration 74Q: 3 clusters Score -1637109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1637112.125000 Penalty: 10980.340820 Iteration 75Q: 3 clusters Score -1637112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -1637112.375000 Penalty: 10980.340820 Iteration 76Q: 3 clusters Score -1637112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1637117.375000 Penalty: 10980.340820 Iteration 77Q: 3 clusters Score -1637117 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -1637115.750000 Penalty: 10980.340820 Iteration 78Q: 3 clusters Score -1637116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1637119.250000 Penalty: 10980.340820 Iteration 79Q: 3 clusters Score -1637119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1637119.250000 Penalty: 10980.340820 Iteration 80F: 3 clusters Score -1637119 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (33040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33040 members Entering Unmasked Estep Score: -6919324.000000 Penalty: 6373.353027 Iteration 0F: 2 clusters Score -6919324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16596 members Mstep: Class 2 contains 16444 members Entering Unmasked Estep Score: -6894596.000000 Penalty: 12746.706055 Iteration 0F: 3 clusters Score -6894596 nChanged 14092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17018 members Mstep: Class 2 contains 16022 members Entering Unmasked Estep Score: -6902068.000000 Penalty: 12746.706055 Iteration 1F: 3 clusters Score -6902068 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17332 members Mstep: Class 2 contains 15708 members Entering Unmasked Estep Score: -6902909.000000 Penalty: 12746.706055 Iteration 2F: 3 clusters Score -6902909 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17792 members Mstep: Class 2 contains 15248 members Entering Unmasked Estep Score: -6903677.500000 Penalty: 12746.706055 Iteration 3F: 3 clusters Score -6903678 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18389 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -6904409.000000 Penalty: 12746.706055 Iteration 4Q: 3 clusters Score -6904409 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19167 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -6905192.500000 Penalty: 12746.706055 Iteration 5Q: 3 clusters Score -6905192 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20114 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -6905987.000000 Penalty: 12746.706055 Iteration 6Q: 3 clusters Score -6905987 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21251 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -6906829.500000 Penalty: 12746.706055 Iteration 7Q: 3 clusters Score -6906830 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22528 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -6907756.500000 Penalty: 12746.706055 Iteration 8Q: 3 clusters Score -6907756 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23895 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -6908730.000000 Penalty: 12746.706055 Iteration 9Q: 3 clusters Score -6908730 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25288 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -6909732.000000 Penalty: 12746.706055 Iteration 10Q: 3 clusters Score -6909732 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26509 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -6910622.000000 Penalty: 12746.706055 Iteration 11Q: 3 clusters Score -6910622 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27538 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -6911446.500000 Penalty: 12746.706055 Iteration 12Q: 3 clusters Score -6911446 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28412 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -6912337.500000 Penalty: 12746.706055 Iteration 13Q: 3 clusters Score -6912338 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29053 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -6913134.500000 Penalty: 12746.706055 Iteration 14Q: 3 clusters Score -6913134 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29455 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -6913646.000000 Penalty: 12746.706055 Iteration 15Q: 3 clusters Score -6913646 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29730 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -6913941.500000 Penalty: 12746.706055 Iteration 16Q: 3 clusters Score -6913942 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29934 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -6914090.000000 Penalty: 12746.706055 Iteration 17Q: 3 clusters Score -6914090 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30075 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -6914213.500000 Penalty: 12746.706055 Iteration 18Q: 3 clusters Score -6914214 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30177 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -6914270.000000 Penalty: 12746.706055 Iteration 19Q: 3 clusters Score -6914270 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30262 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -6914312.000000 Penalty: 12746.706055 Iteration 20F: 3 clusters Score -6914312 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30322 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -6914358.000000 Penalty: 12746.706055 Iteration 21Q: 3 clusters Score -6914358 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30383 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -6914378.000000 Penalty: 12746.706055 Iteration 22Q: 3 clusters Score -6914378 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30425 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -6914404.500000 Penalty: 12746.706055 Iteration 23Q: 3 clusters Score -6914404 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30457 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -6914403.000000 Penalty: 12746.706055 Iteration 24Q: 3 clusters Score -6914403 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30487 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -6914431.500000 Penalty: 12746.706055 Iteration 25Q: 3 clusters Score -6914432 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30506 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -6914433.000000 Penalty: 12746.706055 Iteration 26Q: 3 clusters Score -6914433 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30516 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -6914428.500000 Penalty: 12746.706055 Iteration 27Q: 3 clusters Score -6914428 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30528 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -6914435.000000 Penalty: 12746.706055 Iteration 28Q: 3 clusters Score -6914435 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30541 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -6914444.500000 Penalty: 12746.706055 Iteration 29Q: 3 clusters Score -6914444 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30554 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -6914435.500000 Penalty: 12746.706055 Iteration 30Q: 3 clusters Score -6914436 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30562 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -6914429.500000 Penalty: 12746.706055 Iteration 31Q: 3 clusters Score -6914430 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30573 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -6914443.500000 Penalty: 12746.706055 Iteration 32Q: 3 clusters Score -6914444 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30578 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -6914456.500000 Penalty: 12746.706055 Iteration 33Q: 3 clusters Score -6914456 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30582 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -6914450.000000 Penalty: 12746.706055 Iteration 34Q: 3 clusters Score -6914450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30585 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -6914459.500000 Penalty: 12746.706055 Iteration 35Q: 3 clusters Score -6914460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30587 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -6914449.500000 Penalty: 12746.706055 Iteration 36Q: 3 clusters Score -6914450 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30587 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -6914449.500000 Penalty: 12746.706055 Iteration 37F: 3 clusters Score -6914450 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Entering Unmasked Estep Score: -116913.257812 Penalty: 3981.119385 Iteration 0F: 2 clusters Score -116913.3 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 340 members Entering Unmasked Estep Score: -113334.031250 Penalty: 7962.238770 Iteration 0F: 3 clusters Score -113334 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -113757.867188 Penalty: 7962.238770 Iteration 1F: 3 clusters Score -113757.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -113927.335938 Penalty: 7962.238770 Iteration 2F: 3 clusters Score -113927.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -114146.132812 Penalty: 7962.238770 Iteration 3Q: 3 clusters Score -114146.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -114303.609375 Penalty: 7962.238770 Iteration 4Q: 3 clusters Score -114303.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -114408.890625 Penalty: 7962.238770 Iteration 5Q: 3 clusters Score -114408.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -114469.093750 Penalty: 7962.238770 Iteration 6Q: 3 clusters Score -114469.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -114500.781250 Penalty: 7962.238770 Iteration 7Q: 3 clusters Score -114500.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -114530.484375 Penalty: 7962.238770 Iteration 8Q: 3 clusters Score -114530.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -114545.335938 Penalty: 7962.238770 Iteration 9Q: 3 clusters Score -114545.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -114559.960938 Penalty: 7962.238770 Iteration 10Q: 3 clusters Score -114560 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -114580.101562 Penalty: 7962.238770 Iteration 11Q: 3 clusters Score -114580.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -114599.492188 Penalty: 7962.238770 Iteration 12Q: 3 clusters Score -114599.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -114607.335938 Penalty: 7962.238770 Iteration 13Q: 3 clusters Score -114607.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -114607.335938 Penalty: 7962.238770 Iteration 14F: 3 clusters Score -114607.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Entering Unmasked Estep Score: -77381.093750 Penalty: 3737.817139 Iteration 0F: 2 clusters Score -77381.09 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 200 members Entering Unmasked Estep Score: -74153.750000 Penalty: 7475.634277 Iteration 0F: 3 clusters Score -74153.75 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -74486.429688 Penalty: 7475.634277 Iteration 1F: 3 clusters Score -74486.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -74547.156250 Penalty: 7475.634277 Iteration 2Q: 3 clusters Score -74547.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -74563.875000 Penalty: 7475.634277 Iteration 3Q: 3 clusters Score -74563.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -74569.187500 Penalty: 7475.634277 Iteration 4Q: 3 clusters Score -74569.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -74569.187500 Penalty: 7475.634277 Iteration 5F: 3 clusters Score -74569.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Entering Unmasked Estep Score: -122593.578125 Penalty: 3992.073486 Iteration 0F: 2 clusters Score -122593.6 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 338 members Entering Unmasked Estep Score: -118926.765625 Penalty: 7984.146973 Iteration 0F: 3 clusters Score -118926.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -119309.968750 Penalty: 7984.146973 Iteration 1F: 3 clusters Score -119310 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -119491.914062 Penalty: 7984.146973 Iteration 2Q: 3 clusters Score -119491.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -119624.460938 Penalty: 7984.146973 Iteration 3Q: 3 clusters Score -119624.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -119730.320312 Penalty: 7984.146973 Iteration 4Q: 3 clusters Score -119730.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -119803.375000 Penalty: 7984.146973 Iteration 5Q: 3 clusters Score -119803.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -119848.625000 Penalty: 7984.146973 Iteration 6Q: 3 clusters Score -119848.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -119862.929688 Penalty: 7984.146973 Iteration 7Q: 3 clusters Score -119862.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -119866.039062 Penalty: 7984.146973 Iteration 8Q: 3 clusters Score -119866 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -119866.039062 Penalty: 7984.146973 Iteration 9F: 3 clusters Score -119866 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -92026.593750 Penalty: 3791.568115 Iteration 0F: 2 clusters Score -92026.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -88607.804688 Penalty: 7583.136230 Iteration 0F: 3 clusters Score -88607.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -88781.906250 Penalty: 7583.136230 Iteration 1F: 3 clusters Score -88781.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -88831.085938 Penalty: 7583.136230 Iteration 2Q: 3 clusters Score -88831.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -88847.656250 Penalty: 7583.136230 Iteration 3Q: 3 clusters Score -88847.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -88861.460938 Penalty: 7583.136230 Iteration 4Q: 3 clusters Score -88861.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -88861.460938 Penalty: 7583.136230 Iteration 5F: 3 clusters Score -88861.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Entering Unmasked Estep Score: -508854.812500 Penalty: 4776.595215 Iteration 0F: 2 clusters Score -508854.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -503531.218750 Penalty: 9553.190430 Iteration 0F: 3 clusters Score -503531.2 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -504289.281250 Penalty: 9553.190430 Iteration 1F: 3 clusters Score -504289.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -504611.531250 Penalty: 9553.190430 Iteration 2F: 3 clusters Score -504611.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -505035.125000 Penalty: 9553.190430 Iteration 3Q: 3 clusters Score -505035.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -505845.718750 Penalty: 9553.190430 Iteration 4Q: 3 clusters Score -505845.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -506530.875000 Penalty: 9553.190430 Iteration 5F: 3 clusters Score -506530.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -506987.281250 Penalty: 9553.190430 Iteration 6F: 3 clusters Score -506987.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -507399.968750 Penalty: 9553.190430 Iteration 7F: 3 clusters Score -507400 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -507741.000000 Penalty: 9553.190430 Iteration 8F: 3 clusters Score -507741 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -508016.906250 Penalty: 9553.190430 Iteration 9Q: 3 clusters Score -508016.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -508161.843750 Penalty: 9553.190430 Iteration 10Q: 3 clusters Score -508161.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -508257.500000 Penalty: 9553.190430 Iteration 11Q: 3 clusters Score -508257.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -508286.625000 Penalty: 9553.190430 Iteration 12Q: 3 clusters Score -508286.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -508307.875000 Penalty: 9553.190430 Iteration 13Q: 3 clusters Score -508307.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -508322.281250 Penalty: 9553.190430 Iteration 14Q: 3 clusters Score -508322.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -508330.937500 Penalty: 9553.190430 Iteration 15Q: 3 clusters Score -508330.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -508330.937500 Penalty: 9553.190430 Iteration 16F: 3 clusters Score -508330.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (33850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33850 members Entering Unmasked Estep Score: -7227322.500000 Penalty: 6388.187500 Iteration 0F: 2 clusters Score -7227322 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17034 members Mstep: Class 2 contains 16816 members Entering Unmasked Estep Score: -7202100.000000 Penalty: 12776.375000 Iteration 0F: 3 clusters Score -7202100 nChanged 14438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17162 members Mstep: Class 2 contains 16688 members Entering Unmasked Estep Score: -7209892.000000 Penalty: 12776.375000 Iteration 1F: 3 clusters Score -7209892 nChanged 2042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17142 members Mstep: Class 2 contains 16708 members Entering Unmasked Estep Score: -7210815.000000 Penalty: 12776.375000 Iteration 2F: 3 clusters Score -7210815 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17139 members Mstep: Class 2 contains 16711 members Entering Unmasked Estep Score: -7211577.000000 Penalty: 12776.375000 Iteration 3F: 3 clusters Score -7211577 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17179 members Mstep: Class 2 contains 16671 members Entering Unmasked Estep Score: -7212370.000000 Penalty: 12776.375000 Iteration 4Q: 3 clusters Score -7212370 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 16655 members Entering Unmasked Estep Score: -7213104.500000 Penalty: 12776.375000 Iteration 5Q: 3 clusters Score -7213104 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 16607 members Entering Unmasked Estep Score: -7214016.000000 Penalty: 12776.375000 Iteration 6Q: 3 clusters Score -7214016 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17325 members Mstep: Class 2 contains 16525 members Entering Unmasked Estep Score: -7215010.000000 Penalty: 12776.375000 Iteration 7Q: 3 clusters Score -7215010 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17329 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -7216261.000000 Penalty: 12776.375000 Iteration 8F: 3 clusters Score -7216261 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17260 members Mstep: Class 2 contains 16590 members Entering Unmasked Estep Score: -7217701.500000 Penalty: 12776.375000 Iteration 9F: 3 clusters Score -7217702 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 16676 members Entering Unmasked Estep Score: -7219216.000000 Penalty: 12776.375000 Iteration 10F: 3 clusters Score -7219216 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17063 members Mstep: Class 2 contains 16787 members Entering Unmasked Estep Score: -7220593.000000 Penalty: 12776.375000 Iteration 11Q: 3 clusters Score -7220593 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16965 members Mstep: Class 2 contains 16885 members Entering Unmasked Estep Score: -7221605.000000 Penalty: 12776.375000 Iteration 12Q: 3 clusters Score -7221605 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -7222180.500000 Penalty: 12776.375000 Iteration 13Q: 3 clusters Score -7222180 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16985 members Mstep: Class 2 contains 16865 members Entering Unmasked Estep Score: -7222468.000000 Penalty: 12776.375000 Iteration 14Q: 3 clusters Score -7222468 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17041 members Mstep: Class 2 contains 16809 members Entering Unmasked Estep Score: -7222638.500000 Penalty: 12776.375000 Iteration 15Q: 3 clusters Score -7222638 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17109 members Mstep: Class 2 contains 16741 members Entering Unmasked Estep Score: -7222740.000000 Penalty: 12776.375000 Iteration 16Q: 3 clusters Score -7222740 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17178 members Mstep: Class 2 contains 16672 members Entering Unmasked Estep Score: -7222751.000000 Penalty: 12776.375000 Iteration 17Q: 3 clusters Score -7222751 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17239 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -7222782.500000 Penalty: 12776.375000 Iteration 18Q: 3 clusters Score -7222782 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Mstep: Class 2 contains 16546 members Entering Unmasked Estep Score: -7222806.000000 Penalty: 12776.375000 Iteration 19Q: 3 clusters Score -7222806 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17367 members Mstep: Class 2 contains 16483 members Entering Unmasked Estep Score: -7222853.500000 Penalty: 12776.375000 Iteration 20F: 3 clusters Score -7222854 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17441 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -7222885.000000 Penalty: 12776.375000 Iteration 21Q: 3 clusters Score -7222885 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17511 members Mstep: Class 2 contains 16339 members Entering Unmasked Estep Score: -7222880.000000 Penalty: 12776.375000 Iteration 22Q: 3 clusters Score -7222880 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17578 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -7222925.500000 Penalty: 12776.375000 Iteration 23Q: 3 clusters Score -7222926 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 16196 members Entering Unmasked Estep Score: -7222943.500000 Penalty: 12776.375000 Iteration 24Q: 3 clusters Score -7222944 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 16108 members Entering Unmasked Estep Score: -7222963.500000 Penalty: 12776.375000 Iteration 25Q: 3 clusters Score -7222964 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17839 members Mstep: Class 2 contains 16011 members Entering Unmasked Estep Score: -7223001.500000 Penalty: 12776.375000 Iteration 26Q: 3 clusters Score -7223002 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17938 members Mstep: Class 2 contains 15912 members Entering Unmasked Estep Score: -7223009.000000 Penalty: 12776.375000 Iteration 27Q: 3 clusters Score -7223009 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18049 members Mstep: Class 2 contains 15801 members Entering Unmasked Estep Score: -7223017.500000 Penalty: 12776.375000 Iteration 28Q: 3 clusters Score -7223018 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18176 members Mstep: Class 2 contains 15674 members Entering Unmasked Estep Score: -7223071.500000 Penalty: 12776.375000 Iteration 29Q: 3 clusters Score -7223072 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18342 members Mstep: Class 2 contains 15508 members Entering Unmasked Estep Score: -7223175.500000 Penalty: 12776.375000 Iteration 30Q: 3 clusters Score -7223176 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18525 members Mstep: Class 2 contains 15325 members Entering Unmasked Estep Score: -7223239.000000 Penalty: 12776.375000 Iteration 31Q: 3 clusters Score -7223239 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18747 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -7223341.500000 Penalty: 12776.375000 Iteration 32Q: 3 clusters Score -7223342 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18996 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -7223539.000000 Penalty: 12776.375000 Iteration 33Q: 3 clusters Score -7223539 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19275 members Mstep: Class 2 contains 14575 members Entering Unmasked Estep Score: -7223712.500000 Penalty: 12776.375000 Iteration 34Q: 3 clusters Score -7223712 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19575 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -7223882.000000 Penalty: 12776.375000 Iteration 35Q: 3 clusters Score -7223882 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19866 members Mstep: Class 2 contains 13984 members Entering Unmasked Estep Score: -7224054.500000 Penalty: 12776.375000 Iteration 36Q: 3 clusters Score -7224054 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20150 members Mstep: Class 2 contains 13700 members Entering Unmasked Estep Score: -7224214.500000 Penalty: 12776.375000 Iteration 37Q: 3 clusters Score -7224214 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20403 members Mstep: Class 2 contains 13447 members Entering Unmasked Estep Score: -7224288.000000 Penalty: 12776.375000 Iteration 38Q: 3 clusters Score -7224288 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20617 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -7224323.000000 Penalty: 12776.375000 Iteration 39Q: 3 clusters Score -7224323 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20793 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -7224397.000000 Penalty: 12776.375000 Iteration 40F: 3 clusters Score -7224397 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20945 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -7224429.000000 Penalty: 12776.375000 Iteration 41Q: 3 clusters Score -7224429 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21078 members Mstep: Class 2 contains 12772 members Entering Unmasked Estep Score: -7224446.000000 Penalty: 12776.375000 Iteration 42Q: 3 clusters Score -7224446 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 12654 members Entering Unmasked Estep Score: -7224499.000000 Penalty: 12776.375000 Iteration 43Q: 3 clusters Score -7224499 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21292 members Mstep: Class 2 contains 12558 members Entering Unmasked Estep Score: -7224518.000000 Penalty: 12776.375000 Iteration 44Q: 3 clusters Score -7224518 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21380 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -7224524.000000 Penalty: 12776.375000 Iteration 45Q: 3 clusters Score -7224524 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21446 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -7224534.000000 Penalty: 12776.375000 Iteration 46Q: 3 clusters Score -7224534 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21501 members Mstep: Class 2 contains 12349 members Entering Unmasked Estep Score: -7224527.500000 Penalty: 12776.375000 Iteration 47Q: 3 clusters Score -7224528 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21541 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -7224544.500000 Penalty: 12776.375000 Iteration 48Q: 3 clusters Score -7224544 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21579 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -7224533.500000 Penalty: 12776.375000 Iteration 49Q: 3 clusters Score -7224534 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21613 members Mstep: Class 2 contains 12237 members Entering Unmasked Estep Score: -7224535.000000 Penalty: 12776.375000 Iteration 50Q: 3 clusters Score -7224535 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21640 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -7224540.500000 Penalty: 12776.375000 Iteration 51Q: 3 clusters Score -7224540 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21660 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -7224544.000000 Penalty: 12776.375000 Iteration 52Q: 3 clusters Score -7224544 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21675 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -7224539.500000 Penalty: 12776.375000 Iteration 53Q: 3 clusters Score -7224540 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21693 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -7224548.000000 Penalty: 12776.375000 Iteration 54Q: 3 clusters Score -7224548 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21707 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -7224552.000000 Penalty: 12776.375000 Iteration 55Q: 3 clusters Score -7224552 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21713 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -7224558.500000 Penalty: 12776.375000 Iteration 56Q: 3 clusters Score -7224558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21717 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -7224555.500000 Penalty: 12776.375000 Iteration 57Q: 3 clusters Score -7224556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21719 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -7224558.000000 Penalty: 12776.375000 Iteration 58Q: 3 clusters Score -7224558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21721 members Mstep: Class 2 contains 12129 members Entering Unmasked Estep Score: -7224562.000000 Penalty: 12776.375000 Iteration 59Q: 3 clusters Score -7224562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21727 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -7224562.500000 Penalty: 12776.375000 Iteration 60F: 3 clusters Score -7224562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21730 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -7224557.500000 Penalty: 12776.375000 Iteration 61Q: 3 clusters Score -7224558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21732 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -7224559.500000 Penalty: 12776.375000 Iteration 62Q: 3 clusters Score -7224560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21739 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -7224568.500000 Penalty: 12776.375000 Iteration 63Q: 3 clusters Score -7224568 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 12107 members Entering Unmasked Estep Score: -7224561.500000 Penalty: 12776.375000 Iteration 64Q: 3 clusters Score -7224562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21747 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -7224565.000000 Penalty: 12776.375000 Iteration 65Q: 3 clusters Score -7224565 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21752 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -7224570.000000 Penalty: 12776.375000 Iteration 66Q: 3 clusters Score -7224570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21754 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -7224565.500000 Penalty: 12776.375000 Iteration 67Q: 3 clusters Score -7224566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21756 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -7224568.500000 Penalty: 12776.375000 Iteration 68Q: 3 clusters Score -7224568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21756 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -7224568.500000 Penalty: 12776.375000 Iteration 69F: 3 clusters Score -7224568 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (164359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164359 members Entering Unmasked Estep Score: -34761076.000000 Penalty: 7356.007812 Iteration 0F: 2 clusters Score -3.476108e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82484 members Mstep: Class 2 contains 81875 members Entering Unmasked Estep Score: -34650828.000000 Penalty: 14712.015625 Iteration 0F: 3 clusters Score -3.465083e+07 nChanged 76546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85108 members Mstep: Class 2 contains 79251 members Entering Unmasked Estep Score: -34693212.000000 Penalty: 14712.015625 Iteration 1F: 3 clusters Score -3.469321e+07 nChanged 5643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86787 members Mstep: Class 2 contains 77572 members Entering Unmasked Estep Score: -34694652.000000 Penalty: 14712.015625 Iteration 2Q: 3 clusters Score -3.469465e+07 nChanged 5431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89432 members Mstep: Class 2 contains 74927 members Entering Unmasked Estep Score: -34696248.000000 Penalty: 14712.015625 Iteration 3Q: 3 clusters Score -3.469625e+07 nChanged 5818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93388 members Mstep: Class 2 contains 70971 members Entering Unmasked Estep Score: -34698056.000000 Penalty: 14712.015625 Iteration 4Q: 3 clusters Score -3.469806e+07 nChanged 6773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99079 members Mstep: Class 2 contains 65280 members Entering Unmasked Estep Score: -34700824.000000 Penalty: 14712.015625 Iteration 5Q: 3 clusters Score -3.470082e+07 nChanged 8544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107177 members Mstep: Class 2 contains 57182 members Entering Unmasked Estep Score: -34704972.000000 Penalty: 14712.015625 Iteration 6F: 3 clusters Score -3.470497e+07 nChanged 10999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118038 members Mstep: Class 2 contains 46321 members Entering Unmasked Estep Score: -34712032.000000 Penalty: 14712.015625 Iteration 7F: 3 clusters Score -3.471203e+07 nChanged 13268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131280 members Mstep: Class 2 contains 33079 members Entering Unmasked Estep Score: -34722768.000000 Penalty: 14712.015625 Iteration 8F: 3 clusters Score -3.472277e+07 nChanged 13537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144813 members Mstep: Class 2 contains 19546 members Entering Unmasked Estep Score: -34735448.000000 Penalty: 14712.015625 Iteration 9F: 3 clusters Score -3.473545e+07 nChanged 10534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155345 members Mstep: Class 2 contains 9014 members Entering Unmasked Estep Score: -34745824.000000 Penalty: 14712.015625 Iteration 10F: 3 clusters Score -3.474582e+07 nChanged 5522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160865 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -34751316.000000 Penalty: 14712.015625 Iteration 11Q: 3 clusters Score -3.475132e+07 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162905 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -34753300.000000 Penalty: 14712.015625 Iteration 12Q: 3 clusters Score -3.47533e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163513 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -34753940.000000 Penalty: 14712.015625 Iteration 13Q: 3 clusters Score -3.475394e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163693 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -34754216.000000 Penalty: 14712.015625 Iteration 14Q: 3 clusters Score -3.475422e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163769 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -34754332.000000 Penalty: 14712.015625 Iteration 15Q: 3 clusters Score -3.475433e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163799 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -34754400.000000 Penalty: 14712.015625 Iteration 16Q: 3 clusters Score -3.47544e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163820 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -34754444.000000 Penalty: 14712.015625 Iteration 17Q: 3 clusters Score -3.475444e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163836 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -34754476.000000 Penalty: 14712.015625 Iteration 18Q: 3 clusters Score -3.475448e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163840 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -34754476.000000 Penalty: 14712.015625 Iteration 19Q: 3 clusters Score -3.475448e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163843 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -34754476.000000 Penalty: 14712.015625 Iteration 20F: 3 clusters Score -3.475448e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163846 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -34754492.000000 Penalty: 14712.015625 Iteration 21Q: 3 clusters Score -3.475449e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163845 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -34754484.000000 Penalty: 14712.015625 Iteration 22Q: 3 clusters Score -3.475448e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163845 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -34754484.000000 Penalty: 14712.015625 Iteration 23F: 3 clusters Score -3.475448e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Entering Unmasked Estep Score: -1707222.750000 Penalty: 5530.811523 Iteration 0F: 2 clusters Score -1707223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1698119.125000 Penalty: 11061.623047 Iteration 0F: 3 clusters Score -1698119 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1700031.375000 Penalty: 11061.623047 Iteration 1F: 3 clusters Score -1700031 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1700646.500000 Penalty: 11061.623047 Iteration 2F: 3 clusters Score -1700646 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1701053.875000 Penalty: 11061.623047 Iteration 3F: 3 clusters Score -1701054 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1701447.500000 Penalty: 11061.623047 Iteration 4Q: 3 clusters Score -1701448 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1701872.000000 Penalty: 11061.623047 Iteration 5Q: 3 clusters Score -1701872 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1702313.625000 Penalty: 11061.623047 Iteration 6Q: 3 clusters Score -1702314 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1702734.500000 Penalty: 11061.623047 Iteration 7Q: 3 clusters Score -1702734 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -1703158.875000 Penalty: 11061.623047 Iteration 8Q: 3 clusters Score -1703159 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1703552.375000 Penalty: 11061.623047 Iteration 9Q: 3 clusters Score -1703552 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1703896.125000 Penalty: 11061.623047 Iteration 10Q: 3 clusters Score -1703896 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1704176.125000 Penalty: 11061.623047 Iteration 11Q: 3 clusters Score -1704176 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1704412.000000 Penalty: 11061.623047 Iteration 12Q: 3 clusters Score -1704412 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -1704590.625000 Penalty: 11061.623047 Iteration 13Q: 3 clusters Score -1704591 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1704706.250000 Penalty: 11061.623047 Iteration 14Q: 3 clusters Score -1704706 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1704799.625000 Penalty: 11061.623047 Iteration 15Q: 3 clusters Score -1704800 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1704881.750000 Penalty: 11061.623047 Iteration 16Q: 3 clusters Score -1704882 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1704953.250000 Penalty: 11061.623047 Iteration 17Q: 3 clusters Score -1704953 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1705005.375000 Penalty: 11061.623047 Iteration 18Q: 3 clusters Score -1705005 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1705043.875000 Penalty: 11061.623047 Iteration 19Q: 3 clusters Score -1705044 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1705079.750000 Penalty: 11061.623047 Iteration 20F: 3 clusters Score -1705080 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1705107.375000 Penalty: 11061.623047 Iteration 21Q: 3 clusters Score -1705107 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1705133.500000 Penalty: 11061.623047 Iteration 22Q: 3 clusters Score -1705134 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -1705141.750000 Penalty: 11061.623047 Iteration 23Q: 3 clusters Score -1705142 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1705157.125000 Penalty: 11061.623047 Iteration 24Q: 3 clusters Score -1705157 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1705165.750000 Penalty: 11061.623047 Iteration 25Q: 3 clusters Score -1705166 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1705171.625000 Penalty: 11061.623047 Iteration 26Q: 3 clusters Score -1705172 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1705180.875000 Penalty: 11061.623047 Iteration 27Q: 3 clusters Score -1705181 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1705182.500000 Penalty: 11061.623047 Iteration 28Q: 3 clusters Score -1705182 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -1705187.500000 Penalty: 11061.623047 Iteration 29Q: 3 clusters Score -1705188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -1705195.875000 Penalty: 11061.623047 Iteration 30Q: 3 clusters Score -1705196 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1705200.000000 Penalty: 11061.623047 Iteration 31Q: 3 clusters Score -1705200 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1705203.000000 Penalty: 11061.623047 Iteration 32Q: 3 clusters Score -1705203 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1705208.875000 Penalty: 11061.623047 Iteration 33Q: 3 clusters Score -1705209 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -1705213.750000 Penalty: 11061.623047 Iteration 34Q: 3 clusters Score -1705214 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1705216.375000 Penalty: 11061.623047 Iteration 35Q: 3 clusters Score -1705216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1705219.625000 Penalty: 11061.623047 Iteration 36Q: 3 clusters Score -1705220 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1705221.750000 Penalty: 11061.623047 Iteration 37Q: 3 clusters Score -1705222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1705221.375000 Penalty: 11061.623047 Iteration 38Q: 3 clusters Score -1705221 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1705229.750000 Penalty: 11061.623047 Iteration 39Q: 3 clusters Score -1705230 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1705235.125000 Penalty: 11061.623047 Iteration 40F: 3 clusters Score -1705235 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -1705240.875000 Penalty: 11061.623047 Iteration 41Q: 3 clusters Score -1705241 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1705245.500000 Penalty: 11061.623047 Iteration 42Q: 3 clusters Score -1705246 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1705245.750000 Penalty: 11061.623047 Iteration 43Q: 3 clusters Score -1705246 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1705252.125000 Penalty: 11061.623047 Iteration 44Q: 3 clusters Score -1705252 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1705256.875000 Penalty: 11061.623047 Iteration 45Q: 3 clusters Score -1705257 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1705259.875000 Penalty: 11061.623047 Iteration 46Q: 3 clusters Score -1705260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1705262.125000 Penalty: 11061.623047 Iteration 47Q: 3 clusters Score -1705262 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1705264.875000 Penalty: 11061.623047 Iteration 48Q: 3 clusters Score -1705265 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1705261.125000 Penalty: 11061.623047 Iteration 49Q: 3 clusters Score -1705261 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1705265.250000 Penalty: 11061.623047 Iteration 50Q: 3 clusters Score -1705265 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1705269.000000 Penalty: 11061.623047 Iteration 51Q: 3 clusters Score -1705269 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1705266.875000 Penalty: 11061.623047 Iteration 52Q: 3 clusters Score -1705267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1705270.000000 Penalty: 11061.623047 Iteration 53Q: 3 clusters Score -1705270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1705268.000000 Penalty: 11061.623047 Iteration 54Q: 3 clusters Score -1705268 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -1705268.000000 Penalty: 11061.623047 Iteration 55F: 3 clusters Score -1705268 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Entering Unmasked Estep Score: -51989.808594 Penalty: 3550.085449 Iteration 0F: 2 clusters Score -51989.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -49138.425781 Penalty: 7100.170898 Iteration 0F: 3 clusters Score -49138.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -49358.910156 Penalty: 7100.170898 Iteration 1F: 3 clusters Score -49358.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -49432.042969 Penalty: 7100.170898 Iteration 2Q: 3 clusters Score -49432.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -49454.894531 Penalty: 7100.170898 Iteration 3Q: 3 clusters Score -49454.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -49454.894531 Penalty: 7100.170898 Iteration 4F: 3 clusters Score -49454.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19129 members Entering Unmasked Estep Score: -4089577.500000 Penalty: 6038.613770 Iteration 0F: 2 clusters Score -4089578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 9503 members Entering Unmasked Estep Score: -4073569.750000 Penalty: 12077.227539 Iteration 0F: 3 clusters Score -4073570 nChanged 7652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -4077640.250000 Penalty: 12077.227539 Iteration 1F: 3 clusters Score -4077640 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -4078216.750000 Penalty: 12077.227539 Iteration 2F: 3 clusters Score -4078217 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -4078662.000000 Penalty: 12077.227539 Iteration 3F: 3 clusters Score -4078662 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -4078930.750000 Penalty: 12077.227539 Iteration 4Q: 3 clusters Score -4078931 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9074 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -4079159.500000 Penalty: 12077.227539 Iteration 5Q: 3 clusters Score -4079160 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -4079328.750000 Penalty: 12077.227539 Iteration 6Q: 3 clusters Score -4079329 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -4079473.750000 Penalty: 12077.227539 Iteration 7Q: 3 clusters Score -4079474 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 10643 members Entering Unmasked Estep Score: -4079635.250000 Penalty: 12077.227539 Iteration 8Q: 3 clusters Score -4079635 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 10895 members Entering Unmasked Estep Score: -4079777.500000 Penalty: 12077.227539 Iteration 9Q: 3 clusters Score -4079778 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -4079936.750000 Penalty: 12077.227539 Iteration 10Q: 3 clusters Score -4079937 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -4080107.000000 Penalty: 12077.227539 Iteration 11Q: 3 clusters Score -4080107 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -4080296.000000 Penalty: 12077.227539 Iteration 12Q: 3 clusters Score -4080296 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -4080468.750000 Penalty: 12077.227539 Iteration 13Q: 3 clusters Score -4080469 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 12589 members Entering Unmasked Estep Score: -4080705.000000 Penalty: 12077.227539 Iteration 14Q: 3 clusters Score -4080705 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -4080921.000000 Penalty: 12077.227539 Iteration 15Q: 3 clusters Score -4080921 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -4081162.250000 Penalty: 12077.227539 Iteration 16Q: 3 clusters Score -4081162 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 13857 members Entering Unmasked Estep Score: -4081429.500000 Penalty: 12077.227539 Iteration 17Q: 3 clusters Score -4081430 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 14293 members Entering Unmasked Estep Score: -4081681.500000 Penalty: 12077.227539 Iteration 18Q: 3 clusters Score -4081682 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 14729 members Entering Unmasked Estep Score: -4081961.500000 Penalty: 12077.227539 Iteration 19Q: 3 clusters Score -4081962 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 15161 members Entering Unmasked Estep Score: -4082232.500000 Penalty: 12077.227539 Iteration 20F: 3 clusters Score -4082232 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -4082521.750000 Penalty: 12077.227539 Iteration 21Q: 3 clusters Score -4082522 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 15978 members Entering Unmasked Estep Score: -4082803.750000 Penalty: 12077.227539 Iteration 22Q: 3 clusters Score -4082804 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 16344 members Entering Unmasked Estep Score: -4083046.500000 Penalty: 12077.227539 Iteration 23Q: 3 clusters Score -4083046 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 16656 members Entering Unmasked Estep Score: -4083290.750000 Penalty: 12077.227539 Iteration 24Q: 3 clusters Score -4083291 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 16939 members Entering Unmasked Estep Score: -4083506.500000 Penalty: 12077.227539 Iteration 25Q: 3 clusters Score -4083506 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 17141 members Entering Unmasked Estep Score: -4083651.000000 Penalty: 12077.227539 Iteration 26Q: 3 clusters Score -4083651 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 17295 members Entering Unmasked Estep Score: -4083781.500000 Penalty: 12077.227539 Iteration 27Q: 3 clusters Score -4083782 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -4083869.250000 Penalty: 12077.227539 Iteration 28Q: 3 clusters Score -4083869 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 17517 members Entering Unmasked Estep Score: -4083941.250000 Penalty: 12077.227539 Iteration 29Q: 3 clusters Score -4083941 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 17613 members Entering Unmasked Estep Score: -4084016.500000 Penalty: 12077.227539 Iteration 30Q: 3 clusters Score -4084016 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 17682 members Entering Unmasked Estep Score: -4084075.000000 Penalty: 12077.227539 Iteration 31Q: 3 clusters Score -4084075 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 17739 members Entering Unmasked Estep Score: -4084124.500000 Penalty: 12077.227539 Iteration 32Q: 3 clusters Score -4084124 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 17795 members Entering Unmasked Estep Score: -4084162.000000 Penalty: 12077.227539 Iteration 33Q: 3 clusters Score -4084162 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 17833 members Entering Unmasked Estep Score: -4084201.000000 Penalty: 12077.227539 Iteration 34Q: 3 clusters Score -4084201 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 17864 members Entering Unmasked Estep Score: -4084234.750000 Penalty: 12077.227539 Iteration 35Q: 3 clusters Score -4084235 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 17888 members Entering Unmasked Estep Score: -4084259.500000 Penalty: 12077.227539 Iteration 36Q: 3 clusters Score -4084260 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 17915 members Entering Unmasked Estep Score: -4084287.500000 Penalty: 12077.227539 Iteration 37Q: 3 clusters Score -4084288 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 17940 members Entering Unmasked Estep Score: -4084308.000000 Penalty: 12077.227539 Iteration 38Q: 3 clusters Score -4084308 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 17948 members Entering Unmasked Estep Score: -4084321.000000 Penalty: 12077.227539 Iteration 39Q: 3 clusters Score -4084321 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 17959 members Entering Unmasked Estep Score: -4084326.750000 Penalty: 12077.227539 Iteration 40F: 3 clusters Score -4084327 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 17975 members Entering Unmasked Estep Score: -4084341.750000 Penalty: 12077.227539 Iteration 41Q: 3 clusters Score -4084342 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 17990 members Entering Unmasked Estep Score: -4084351.250000 Penalty: 12077.227539 Iteration 42Q: 3 clusters Score -4084351 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 17995 members Entering Unmasked Estep Score: -4084360.000000 Penalty: 12077.227539 Iteration 43Q: 3 clusters Score -4084360 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 18002 members Entering Unmasked Estep Score: -4084371.250000 Penalty: 12077.227539 Iteration 44Q: 3 clusters Score -4084371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 18006 members Entering Unmasked Estep Score: -4084365.000000 Penalty: 12077.227539 Iteration 45Q: 3 clusters Score -4084365 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 18009 members Entering Unmasked Estep Score: -4084373.750000 Penalty: 12077.227539 Iteration 46Q: 3 clusters Score -4084374 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 18013 members Entering Unmasked Estep Score: -4084381.000000 Penalty: 12077.227539 Iteration 47Q: 3 clusters Score -4084381 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -4084393.250000 Penalty: 12077.227539 Iteration 48Q: 3 clusters Score -4084393 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 18025 members Entering Unmasked Estep Score: -4084394.000000 Penalty: 12077.227539 Iteration 49Q: 3 clusters Score -4084394 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 18031 members Entering Unmasked Estep Score: -4084402.000000 Penalty: 12077.227539 Iteration 50Q: 3 clusters Score -4084402 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -4084410.500000 Penalty: 12077.227539 Iteration 51Q: 3 clusters Score -4084410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 18039 members Entering Unmasked Estep Score: -4084408.750000 Penalty: 12077.227539 Iteration 52Q: 3 clusters Score -4084409 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 18042 members Entering Unmasked Estep Score: -4084419.000000 Penalty: 12077.227539 Iteration 53Q: 3 clusters Score -4084419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 18045 members Entering Unmasked Estep Score: -4084420.250000 Penalty: 12077.227539 Iteration 54Q: 3 clusters Score -4084420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 18047 members Entering Unmasked Estep Score: -4084419.500000 Penalty: 12077.227539 Iteration 55Q: 3 clusters Score -4084420 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 18047 members Entering Unmasked Estep Score: -4084419.500000 Penalty: 12077.227539 Iteration 56F: 3 clusters Score -4084420 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Entering Unmasked Estep Score: -3361846.750000 Penalty: 5916.641113 Iteration 0F: 2 clusters Score -3361847 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -3348109.500000 Penalty: 11833.282227 Iteration 0F: 3 clusters Score -3348110 nChanged 6098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -3351348.750000 Penalty: 11833.282227 Iteration 1F: 3 clusters Score -3351349 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -3351904.500000 Penalty: 11833.282227 Iteration 2F: 3 clusters Score -3351904 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -3352309.000000 Penalty: 11833.282227 Iteration 3Q: 3 clusters Score -3352309 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -3352641.500000 Penalty: 11833.282227 Iteration 4Q: 3 clusters Score -3352642 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -3353005.750000 Penalty: 11833.282227 Iteration 5Q: 3 clusters Score -3353006 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -3353378.750000 Penalty: 11833.282227 Iteration 6Q: 3 clusters Score -3353379 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -3353763.250000 Penalty: 11833.282227 Iteration 7Q: 3 clusters Score -3353763 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -3354101.500000 Penalty: 11833.282227 Iteration 8Q: 3 clusters Score -3354102 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8830 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -3354436.000000 Penalty: 11833.282227 Iteration 9Q: 3 clusters Score -3354436 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -3354808.750000 Penalty: 11833.282227 Iteration 10Q: 3 clusters Score -3354809 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -3355191.500000 Penalty: 11833.282227 Iteration 11Q: 3 clusters Score -3355192 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -3355546.750000 Penalty: 11833.282227 Iteration 12Q: 3 clusters Score -3355547 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10757 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -3355935.250000 Penalty: 11833.282227 Iteration 13Q: 3 clusters Score -3355935 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -3356314.000000 Penalty: 11833.282227 Iteration 14Q: 3 clusters Score -3356314 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -3356676.750000 Penalty: 11833.282227 Iteration 15Q: 3 clusters Score -3356677 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12214 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -3356973.000000 Penalty: 11833.282227 Iteration 16Q: 3 clusters Score -3356973 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -3357247.750000 Penalty: 11833.282227 Iteration 17Q: 3 clusters Score -3357248 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12907 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -3357458.250000 Penalty: 11833.282227 Iteration 18Q: 3 clusters Score -3357458 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -3357632.500000 Penalty: 11833.282227 Iteration 19Q: 3 clusters Score -3357632 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13379 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -3357771.500000 Penalty: 11833.282227 Iteration 20F: 3 clusters Score -3357772 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13562 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -3357903.750000 Penalty: 11833.282227 Iteration 21Q: 3 clusters Score -3357904 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13717 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -3358007.000000 Penalty: 11833.282227 Iteration 22Q: 3 clusters Score -3358007 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13830 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -3358086.250000 Penalty: 11833.282227 Iteration 23Q: 3 clusters Score -3358086 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -3358135.750000 Penalty: 11833.282227 Iteration 24Q: 3 clusters Score -3358136 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13983 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -3358180.000000 Penalty: 11833.282227 Iteration 25Q: 3 clusters Score -3358180 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14039 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -3358213.250000 Penalty: 11833.282227 Iteration 26Q: 3 clusters Score -3358213 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -3358237.250000 Penalty: 11833.282227 Iteration 27Q: 3 clusters Score -3358237 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -3358261.000000 Penalty: 11833.282227 Iteration 28Q: 3 clusters Score -3358261 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -3358282.250000 Penalty: 11833.282227 Iteration 29Q: 3 clusters Score -3358282 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -3358300.500000 Penalty: 11833.282227 Iteration 30Q: 3 clusters Score -3358300 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -3358296.500000 Penalty: 11833.282227 Iteration 31Q: 3 clusters Score -3358296 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14206 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -3358315.250000 Penalty: 11833.282227 Iteration 32Q: 3 clusters Score -3358315 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14224 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -3358325.250000 Penalty: 11833.282227 Iteration 33Q: 3 clusters Score -3358325 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14235 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -3358335.250000 Penalty: 11833.282227 Iteration 34Q: 3 clusters Score -3358335 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -3358342.500000 Penalty: 11833.282227 Iteration 35Q: 3 clusters Score -3358342 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -3358340.500000 Penalty: 11833.282227 Iteration 36Q: 3 clusters Score -3358340 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14273 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -3358347.500000 Penalty: 11833.282227 Iteration 37Q: 3 clusters Score -3358348 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14280 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -3358351.000000 Penalty: 11833.282227 Iteration 38Q: 3 clusters Score -3358351 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14286 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -3358348.000000 Penalty: 11833.282227 Iteration 39Q: 3 clusters Score -3358348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -3358355.500000 Penalty: 11833.282227 Iteration 40F: 3 clusters Score -3358356 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -3358348.750000 Penalty: 11833.282227 Iteration 41Q: 3 clusters Score -3358349 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -3358354.250000 Penalty: 11833.282227 Iteration 42Q: 3 clusters Score -3358354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -3358354.250000 Penalty: 11833.282227 Iteration 43F: 3 clusters Score -3358354 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (21220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21220 members Entering Unmasked Estep Score: -4502123.500000 Penalty: 6102.153809 Iteration 0F: 2 clusters Score -4502124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -4484888.000000 Penalty: 12204.307617 Iteration 0F: 3 clusters Score -4484888 nChanged 8550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -4489442.500000 Penalty: 12204.307617 Iteration 1F: 3 clusters Score -4489442 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -4490030.500000 Penalty: 12204.307617 Iteration 2F: 3 clusters Score -4490030 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10121 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -4490413.000000 Penalty: 12204.307617 Iteration 3Q: 3 clusters Score -4490413 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9992 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -4490694.500000 Penalty: 12204.307617 Iteration 4Q: 3 clusters Score -4490694 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 11340 members Entering Unmasked Estep Score: -4490890.500000 Penalty: 12204.307617 Iteration 5Q: 3 clusters Score -4490890 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -4491032.500000 Penalty: 12204.307617 Iteration 6Q: 3 clusters Score -4491032 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -4491141.500000 Penalty: 12204.307617 Iteration 7Q: 3 clusters Score -4491142 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -4491229.500000 Penalty: 12204.307617 Iteration 8Q: 3 clusters Score -4491230 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 11996 members Entering Unmasked Estep Score: -4491321.000000 Penalty: 12204.307617 Iteration 9Q: 3 clusters Score -4491321 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -4491416.000000 Penalty: 12204.307617 Iteration 10Q: 3 clusters Score -4491416 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -4491535.500000 Penalty: 12204.307617 Iteration 11Q: 3 clusters Score -4491536 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 12705 members Entering Unmasked Estep Score: -4491653.000000 Penalty: 12204.307617 Iteration 12Q: 3 clusters Score -4491653 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 12983 members Entering Unmasked Estep Score: -4491765.500000 Penalty: 12204.307617 Iteration 13Q: 3 clusters Score -4491766 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -4491897.000000 Penalty: 12204.307617 Iteration 14Q: 3 clusters Score -4491897 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -4492048.500000 Penalty: 12204.307617 Iteration 15Q: 3 clusters Score -4492048 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -4492234.500000 Penalty: 12204.307617 Iteration 16Q: 3 clusters Score -4492234 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 14504 members Entering Unmasked Estep Score: -4492457.000000 Penalty: 12204.307617 Iteration 17Q: 3 clusters Score -4492457 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 15002 members Entering Unmasked Estep Score: -4492710.000000 Penalty: 12204.307617 Iteration 18Q: 3 clusters Score -4492710 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 15606 members Entering Unmasked Estep Score: -4493060.000000 Penalty: 12204.307617 Iteration 19Q: 3 clusters Score -4493060 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 16293 members Entering Unmasked Estep Score: -4493508.500000 Penalty: 12204.307617 Iteration 20F: 3 clusters Score -4493508 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 16971 members Entering Unmasked Estep Score: -4493925.000000 Penalty: 12204.307617 Iteration 21Q: 3 clusters Score -4493925 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 17628 members Entering Unmasked Estep Score: -4494351.000000 Penalty: 12204.307617 Iteration 22Q: 3 clusters Score -4494351 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 18206 members Entering Unmasked Estep Score: -4494752.500000 Penalty: 12204.307617 Iteration 23Q: 3 clusters Score -4494752 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 18728 members Entering Unmasked Estep Score: -4495213.000000 Penalty: 12204.307617 Iteration 24Q: 3 clusters Score -4495213 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 19148 members Entering Unmasked Estep Score: -4495546.500000 Penalty: 12204.307617 Iteration 25Q: 3 clusters Score -4495546 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 19482 members Entering Unmasked Estep Score: -4495855.500000 Penalty: 12204.307617 Iteration 26Q: 3 clusters Score -4495856 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 19729 members Entering Unmasked Estep Score: -4496092.500000 Penalty: 12204.307617 Iteration 27Q: 3 clusters Score -4496092 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 19882 members Entering Unmasked Estep Score: -4496235.500000 Penalty: 12204.307617 Iteration 28Q: 3 clusters Score -4496236 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 20010 members Entering Unmasked Estep Score: -4496364.000000 Penalty: 12204.307617 Iteration 29Q: 3 clusters Score -4496364 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 20098 members Entering Unmasked Estep Score: -4496450.000000 Penalty: 12204.307617 Iteration 30Q: 3 clusters Score -4496450 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 20168 members Entering Unmasked Estep Score: -4496524.000000 Penalty: 12204.307617 Iteration 31Q: 3 clusters Score -4496524 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 20226 members Entering Unmasked Estep Score: -4496584.500000 Penalty: 12204.307617 Iteration 32Q: 3 clusters Score -4496584 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -4496644.000000 Penalty: 12204.307617 Iteration 33Q: 3 clusters Score -4496644 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 20289 members Entering Unmasked Estep Score: -4496684.500000 Penalty: 12204.307617 Iteration 34Q: 3 clusters Score -4496684 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 20315 members Entering Unmasked Estep Score: -4496726.000000 Penalty: 12204.307617 Iteration 35Q: 3 clusters Score -4496726 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 20333 members Entering Unmasked Estep Score: -4496739.000000 Penalty: 12204.307617 Iteration 36Q: 3 clusters Score -4496739 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 20348 members Entering Unmasked Estep Score: -4496751.500000 Penalty: 12204.307617 Iteration 37Q: 3 clusters Score -4496752 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 20363 members Entering Unmasked Estep Score: -4496759.500000 Penalty: 12204.307617 Iteration 38Q: 3 clusters Score -4496760 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 20368 members Entering Unmasked Estep Score: -4496765.500000 Penalty: 12204.307617 Iteration 39Q: 3 clusters Score -4496766 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 20373 members Entering Unmasked Estep Score: -4496772.000000 Penalty: 12204.307617 Iteration 40F: 3 clusters Score -4496772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 20377 members Entering Unmasked Estep Score: -4496775.000000 Penalty: 12204.307617 Iteration 41Q: 3 clusters Score -4496775 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 20380 members Entering Unmasked Estep Score: -4496781.000000 Penalty: 12204.307617 Iteration 42Q: 3 clusters Score -4496781 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -4496786.000000 Penalty: 12204.307617 Iteration 43Q: 3 clusters Score -4496786 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 20392 members Entering Unmasked Estep Score: -4496798.000000 Penalty: 12204.307617 Iteration 44Q: 3 clusters Score -4496798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 20396 members Entering Unmasked Estep Score: -4496796.000000 Penalty: 12204.307617 Iteration 45Q: 3 clusters Score -4496796 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 20401 members Entering Unmasked Estep Score: -4496799.000000 Penalty: 12204.307617 Iteration 46Q: 3 clusters Score -4496799 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 20405 members Entering Unmasked Estep Score: -4496809.500000 Penalty: 12204.307617 Iteration 47Q: 3 clusters Score -4496810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 20409 members Entering Unmasked Estep Score: -4496819.000000 Penalty: 12204.307617 Iteration 48Q: 3 clusters Score -4496819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 20412 members Entering Unmasked Estep Score: -4496822.500000 Penalty: 12204.307617 Iteration 49Q: 3 clusters Score -4496822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 20417 members Entering Unmasked Estep Score: -4496827.500000 Penalty: 12204.307617 Iteration 50Q: 3 clusters Score -4496828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 20419 members Entering Unmasked Estep Score: -4496827.000000 Penalty: 12204.307617 Iteration 51Q: 3 clusters Score -4496827 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 20421 members Entering Unmasked Estep Score: -4496826.500000 Penalty: 12204.307617 Iteration 52Q: 3 clusters Score -4496826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 20424 members Entering Unmasked Estep Score: -4496826.500000 Penalty: 12204.307617 Iteration 53Q: 3 clusters Score -4496826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 20426 members Entering Unmasked Estep Score: -4496833.000000 Penalty: 12204.307617 Iteration 54Q: 3 clusters Score -4496833 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -4496833.500000 Penalty: 12204.307617 Iteration 55Q: 3 clusters Score -4496834 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -4496837.000000 Penalty: 12204.307617 Iteration 56Q: 3 clusters Score -4496837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -4496832.500000 Penalty: 12204.307617 Iteration 57Q: 3 clusters Score -4496832 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -4496832.500000 Penalty: 12204.307617 Iteration 58F: 3 clusters Score -4496832 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (95035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95035 members Entering Unmasked Estep Score: -20170084.000000 Penalty: 7020.475586 Iteration 0F: 2 clusters Score -2.017008e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47368 members Mstep: Class 2 contains 47667 members Entering Unmasked Estep Score: -20105362.000000 Penalty: 14040.951172 Iteration 0F: 3 clusters Score -2.010536e+07 nChanged 43338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46226 members Mstep: Class 2 contains 48809 members Entering Unmasked Estep Score: -20129212.000000 Penalty: 14040.951172 Iteration 1F: 3 clusters Score -2.012921e+07 nChanged 3926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45260 members Mstep: Class 2 contains 49775 members Entering Unmasked Estep Score: -20130202.000000 Penalty: 14040.951172 Iteration 2Q: 3 clusters Score -2.01302e+07 nChanged 3593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43921 members Mstep: Class 2 contains 51114 members Entering Unmasked Estep Score: -20131098.000000 Penalty: 14040.951172 Iteration 3Q: 3 clusters Score -2.01311e+07 nChanged 3408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42041 members Mstep: Class 2 contains 52994 members Entering Unmasked Estep Score: -20132300.000000 Penalty: 14040.951172 Iteration 4Q: 3 clusters Score -2.01323e+07 nChanged 3551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39462 members Mstep: Class 2 contains 55573 members Entering Unmasked Estep Score: -20133452.000000 Penalty: 14040.951172 Iteration 5Q: 3 clusters Score -2.013345e+07 nChanged 4126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35842 members Mstep: Class 2 contains 59193 members Entering Unmasked Estep Score: -20135276.000000 Penalty: 14040.951172 Iteration 6Q: 3 clusters Score -2.013528e+07 nChanged 4979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31117 members Mstep: Class 2 contains 63918 members Entering Unmasked Estep Score: -20137766.000000 Penalty: 14040.951172 Iteration 7F: 3 clusters Score -2.013777e+07 nChanged 6123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25096 members Mstep: Class 2 contains 69939 members Entering Unmasked Estep Score: -20141670.000000 Penalty: 14040.951172 Iteration 8F: 3 clusters Score -2.014167e+07 nChanged 7035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18083 members Mstep: Class 2 contains 76952 members Entering Unmasked Estep Score: -20147292.000000 Penalty: 14040.951172 Iteration 9F: 3 clusters Score -2.014729e+07 nChanged 6909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 83843 members Entering Unmasked Estep Score: -20153448.000000 Penalty: 14040.951172 Iteration 10F: 3 clusters Score -2.015345e+07 nChanged 5361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 89198 members Entering Unmasked Estep Score: -20158358.000000 Penalty: 14040.951172 Iteration 11F: 3 clusters Score -2.015836e+07 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 92269 members Entering Unmasked Estep Score: -20161314.000000 Penalty: 14040.951172 Iteration 12Q: 3 clusters Score -2.016131e+07 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 93590 members Entering Unmasked Estep Score: -20162720.000000 Penalty: 14040.951172 Iteration 13Q: 3 clusters Score -2.016272e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 94093 members Entering Unmasked Estep Score: -20163254.000000 Penalty: 14040.951172 Iteration 14Q: 3 clusters Score -2.016325e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 94283 members Entering Unmasked Estep Score: -20163530.000000 Penalty: 14040.951172 Iteration 15Q: 3 clusters Score -2.016353e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 94375 members Entering Unmasked Estep Score: -20163640.000000 Penalty: 14040.951172 Iteration 16Q: 3 clusters Score -2.016364e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 94420 members Entering Unmasked Estep Score: -20163694.000000 Penalty: 14040.951172 Iteration 17Q: 3 clusters Score -2.016369e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 94442 members Entering Unmasked Estep Score: -20163748.000000 Penalty: 14040.951172 Iteration 18Q: 3 clusters Score -2.016375e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 94456 members Entering Unmasked Estep Score: -20163784.000000 Penalty: 14040.951172 Iteration 19Q: 3 clusters Score -2.016378e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 94463 members Entering Unmasked Estep Score: -20163810.000000 Penalty: 14040.951172 Iteration 20F: 3 clusters Score -2.016381e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 94468 members Entering Unmasked Estep Score: -20163840.000000 Penalty: 14040.951172 Iteration 21Q: 3 clusters Score -2.016384e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 94474 members Entering Unmasked Estep Score: -20163844.000000 Penalty: 14040.951172 Iteration 22Q: 3 clusters Score -2.016384e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 94477 members Entering Unmasked Estep Score: -20163850.000000 Penalty: 14040.951172 Iteration 23Q: 3 clusters Score -2.016385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 94479 members Entering Unmasked Estep Score: -20163862.000000 Penalty: 14040.951172 Iteration 24Q: 3 clusters Score -2.016386e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 94480 members Entering Unmasked Estep Score: -20163862.000000 Penalty: 14040.951172 Iteration 25Q: 3 clusters Score -2.016386e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 94483 members Entering Unmasked Estep Score: -20163890.000000 Penalty: 14040.951172 Iteration 26Q: 3 clusters Score -2.016389e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 94484 members Entering Unmasked Estep Score: -20163882.000000 Penalty: 14040.951172 Iteration 27Q: 3 clusters Score -2.016388e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 94486 members Entering Unmasked Estep Score: -20163906.000000 Penalty: 14040.951172 Iteration 28Q: 3 clusters Score -2.016391e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 94489 members Entering Unmasked Estep Score: -20163896.000000 Penalty: 14040.951172 Iteration 29Q: 3 clusters Score -2.01639e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 94491 members Entering Unmasked Estep Score: -20163898.000000 Penalty: 14040.951172 Iteration 30Q: 3 clusters Score -2.01639e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 94491 members Entering Unmasked Estep Score: -20163904.000000 Penalty: 14040.951172 Iteration 31Q: 3 clusters Score -2.01639e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 94492 members Entering Unmasked Estep Score: -20163906.000000 Penalty: 14040.951172 Iteration 32Q: 3 clusters Score -2.016391e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 94492 members Entering Unmasked Estep Score: -20163906.000000 Penalty: 14040.951172 Iteration 33F: 3 clusters Score -2.016391e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Entering Unmasked Estep Score: -285857.000000 Penalty: 4459.004883 Iteration 0F: 2 clusters Score -285857 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 744 members Entering Unmasked Estep Score: -281514.812500 Penalty: 8918.009766 Iteration 0F: 3 clusters Score -281514.8 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -281990.437500 Penalty: 8918.009766 Iteration 1F: 3 clusters Score -281990.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -282160.156250 Penalty: 8918.009766 Iteration 2F: 3 clusters Score -282160.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -282364.093750 Penalty: 8918.009766 Iteration 3Q: 3 clusters Score -282364.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -282587.687500 Penalty: 8918.009766 Iteration 4Q: 3 clusters Score -282587.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -282748.718750 Penalty: 8918.009766 Iteration 5Q: 3 clusters Score -282748.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -282886.218750 Penalty: 8918.009766 Iteration 6Q: 3 clusters Score -282886.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -283015.468750 Penalty: 8918.009766 Iteration 7Q: 3 clusters Score -283015.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -283092.125000 Penalty: 8918.009766 Iteration 8Q: 3 clusters Score -283092.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -283204.593750 Penalty: 8918.009766 Iteration 9Q: 3 clusters Score -283204.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -283388.500000 Penalty: 8918.009766 Iteration 10Q: 3 clusters Score -283388.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -283575.718750 Penalty: 8918.009766 Iteration 11Q: 3 clusters Score -283575.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -283660.781250 Penalty: 8918.009766 Iteration 12Q: 3 clusters Score -283660.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -283709.437500 Penalty: 8918.009766 Iteration 13Q: 3 clusters Score -283709.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -283764.437500 Penalty: 8918.009766 Iteration 14Q: 3 clusters Score -283764.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -283792.093750 Penalty: 8918.009766 Iteration 15Q: 3 clusters Score -283792.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -283821.031250 Penalty: 8918.009766 Iteration 16Q: 3 clusters Score -283821 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -283831.843750 Penalty: 8918.009766 Iteration 17Q: 3 clusters Score -283831.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -283833.687500 Penalty: 8918.009766 Iteration 18Q: 3 clusters Score -283833.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -283842.875000 Penalty: 8918.009766 Iteration 19Q: 3 clusters Score -283842.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -283881.812500 Penalty: 8918.009766 Iteration 20F: 3 clusters Score -283881.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -283984.812500 Penalty: 8918.009766 Iteration 21Q: 3 clusters Score -283984.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -284009.656250 Penalty: 8918.009766 Iteration 22Q: 3 clusters Score -284009.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -284028.843750 Penalty: 8918.009766 Iteration 23Q: 3 clusters Score -284028.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -284038.625000 Penalty: 8918.009766 Iteration 24Q: 3 clusters Score -284038.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -284047.750000 Penalty: 8918.009766 Iteration 25Q: 3 clusters Score -284047.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -284047.750000 Penalty: 8918.009766 Iteration 26F: 3 clusters Score -284047.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -48098.382812 Penalty: 3396.421143 Iteration 0F: 2 clusters Score -48098.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -45377.636719 Penalty: 6792.842285 Iteration 0F: 3 clusters Score -45377.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -45426.062500 Penalty: 6792.842285 Iteration 1Q: 3 clusters Score -45426.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -45432.328125 Penalty: 6792.842285 Iteration 2Q: 3 clusters Score -45432.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -45432.328125 Penalty: 6792.842285 Iteration 3F: 3 clusters Score -45432.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (7990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Entering Unmasked Estep Score: -1615372.875000 Penalty: 5503.891602 Iteration 0F: 2 clusters Score -1615373 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1606420.625000 Penalty: 11007.783203 Iteration 0F: 3 clusters Score -1606421 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1608097.250000 Penalty: 11007.783203 Iteration 1F: 3 clusters Score -1608097 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1608503.500000 Penalty: 11007.783203 Iteration 2F: 3 clusters Score -1608504 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1608742.750000 Penalty: 11007.783203 Iteration 3Q: 3 clusters Score -1608743 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1608898.375000 Penalty: 11007.783203 Iteration 4Q: 3 clusters Score -1608898 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1608993.125000 Penalty: 11007.783203 Iteration 5Q: 3 clusters Score -1608993 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -1609073.750000 Penalty: 11007.783203 Iteration 6Q: 3 clusters Score -1609074 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1609123.000000 Penalty: 11007.783203 Iteration 7Q: 3 clusters Score -1609123 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1609159.625000 Penalty: 11007.783203 Iteration 8Q: 3 clusters Score -1609160 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1609189.625000 Penalty: 11007.783203 Iteration 9Q: 3 clusters Score -1609190 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1609208.125000 Penalty: 11007.783203 Iteration 10Q: 3 clusters Score -1609208 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1609229.250000 Penalty: 11007.783203 Iteration 11Q: 3 clusters Score -1609229 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1609241.625000 Penalty: 11007.783203 Iteration 12Q: 3 clusters Score -1609242 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1609255.375000 Penalty: 11007.783203 Iteration 13Q: 3 clusters Score -1609255 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1609268.125000 Penalty: 11007.783203 Iteration 14Q: 3 clusters Score -1609268 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1609280.000000 Penalty: 11007.783203 Iteration 15Q: 3 clusters Score -1609280 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1609291.500000 Penalty: 11007.783203 Iteration 16Q: 3 clusters Score -1609292 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1609301.125000 Penalty: 11007.783203 Iteration 17Q: 3 clusters Score -1609301 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -1609307.625000 Penalty: 11007.783203 Iteration 18Q: 3 clusters Score -1609308 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1609314.375000 Penalty: 11007.783203 Iteration 19Q: 3 clusters Score -1609314 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1609321.500000 Penalty: 11007.783203 Iteration 20F: 3 clusters Score -1609322 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1609322.625000 Penalty: 11007.783203 Iteration 21Q: 3 clusters Score -1609323 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1609327.500000 Penalty: 11007.783203 Iteration 22Q: 3 clusters Score -1609328 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1609333.500000 Penalty: 11007.783203 Iteration 23Q: 3 clusters Score -1609334 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1609334.875000 Penalty: 11007.783203 Iteration 24Q: 3 clusters Score -1609335 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1609339.625000 Penalty: 11007.783203 Iteration 25Q: 3 clusters Score -1609340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1609342.750000 Penalty: 11007.783203 Iteration 26Q: 3 clusters Score -1609343 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1609340.875000 Penalty: 11007.783203 Iteration 27Q: 3 clusters Score -1609341 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1609344.875000 Penalty: 11007.783203 Iteration 28Q: 3 clusters Score -1609345 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1609345.000000 Penalty: 11007.783203 Iteration 29Q: 3 clusters Score -1609345 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1609348.750000 Penalty: 11007.783203 Iteration 30Q: 3 clusters Score -1609349 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1609352.250000 Penalty: 11007.783203 Iteration 31Q: 3 clusters Score -1609352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1609352.250000 Penalty: 11007.783203 Iteration 32Q: 3 clusters Score -1609352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1609353.250000 Penalty: 11007.783203 Iteration 33Q: 3 clusters Score -1609353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1609354.000000 Penalty: 11007.783203 Iteration 34Q: 3 clusters Score -1609354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1609356.500000 Penalty: 11007.783203 Iteration 35Q: 3 clusters Score -1609356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1609362.125000 Penalty: 11007.783203 Iteration 36Q: 3 clusters Score -1609362 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1609367.625000 Penalty: 11007.783203 Iteration 37Q: 3 clusters Score -1609368 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1609367.750000 Penalty: 11007.783203 Iteration 38Q: 3 clusters Score -1609368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1609367.000000 Penalty: 11007.783203 Iteration 39Q: 3 clusters Score -1609367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1609369.375000 Penalty: 11007.783203 Iteration 40F: 3 clusters Score -1609369 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1609368.000000 Penalty: 11007.783203 Iteration 41Q: 3 clusters Score -1609368 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1609370.125000 Penalty: 11007.783203 Iteration 42Q: 3 clusters Score -1609370 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1609370.125000 Penalty: 11007.783203 Iteration 43F: 3 clusters Score -1609370 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (31812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31812 members Entering Unmasked Estep Score: -6765809.500000 Penalty: 6350.154297 Iteration 0F: 2 clusters Score -6765810 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 16049 members Entering Unmasked Estep Score: -6741801.500000 Penalty: 12700.308594 Iteration 0F: 3 clusters Score -6741802 nChanged 13574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 16563 members Entering Unmasked Estep Score: -6748862.500000 Penalty: 12700.308594 Iteration 1F: 3 clusters Score -6748862 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14894 members Mstep: Class 2 contains 16918 members Entering Unmasked Estep Score: -6749637.500000 Penalty: 12700.308594 Iteration 2F: 3 clusters Score -6749638 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 17381 members Entering Unmasked Estep Score: -6750198.000000 Penalty: 12700.308594 Iteration 3Q: 3 clusters Score -6750198 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 17985 members Entering Unmasked Estep Score: -6750670.500000 Penalty: 12700.308594 Iteration 4Q: 3 clusters Score -6750670 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -6751083.000000 Penalty: 12700.308594 Iteration 5Q: 3 clusters Score -6751083 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 19463 members Entering Unmasked Estep Score: -6751498.000000 Penalty: 12700.308594 Iteration 6Q: 3 clusters Score -6751498 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 20444 members Entering Unmasked Estep Score: -6751988.500000 Penalty: 12700.308594 Iteration 7Q: 3 clusters Score -6751988 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 21562 members Entering Unmasked Estep Score: -6752579.000000 Penalty: 12700.308594 Iteration 8Q: 3 clusters Score -6752579 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 22872 members Entering Unmasked Estep Score: -6753322.000000 Penalty: 12700.308594 Iteration 9Q: 3 clusters Score -6753322 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 24358 members Entering Unmasked Estep Score: -6754330.500000 Penalty: 12700.308594 Iteration 10Q: 3 clusters Score -6754330 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 25934 members Entering Unmasked Estep Score: -6755457.500000 Penalty: 12700.308594 Iteration 11F: 3 clusters Score -6755458 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 27465 members Entering Unmasked Estep Score: -6756721.500000 Penalty: 12700.308594 Iteration 12Q: 3 clusters Score -6756722 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 28777 members Entering Unmasked Estep Score: -6757866.500000 Penalty: 12700.308594 Iteration 13Q: 3 clusters Score -6757866 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 29732 members Entering Unmasked Estep Score: -6758821.500000 Penalty: 12700.308594 Iteration 14Q: 3 clusters Score -6758822 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 30290 members Entering Unmasked Estep Score: -6759343.500000 Penalty: 12700.308594 Iteration 15Q: 3 clusters Score -6759344 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 30615 members Entering Unmasked Estep Score: -6759687.000000 Penalty: 12700.308594 Iteration 16Q: 3 clusters Score -6759687 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 30816 members Entering Unmasked Estep Score: -6759891.000000 Penalty: 12700.308594 Iteration 17Q: 3 clusters Score -6759891 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 30932 members Entering Unmasked Estep Score: -6760006.000000 Penalty: 12700.308594 Iteration 18Q: 3 clusters Score -6760006 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 30994 members Entering Unmasked Estep Score: -6760101.000000 Penalty: 12700.308594 Iteration 19Q: 3 clusters Score -6760101 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 31043 members Entering Unmasked Estep Score: -6760136.000000 Penalty: 12700.308594 Iteration 20F: 3 clusters Score -6760136 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 31072 members Entering Unmasked Estep Score: -6760180.500000 Penalty: 12700.308594 Iteration 21Q: 3 clusters Score -6760180 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 31089 members Entering Unmasked Estep Score: -6760203.000000 Penalty: 12700.308594 Iteration 22Q: 3 clusters Score -6760203 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 31098 members Entering Unmasked Estep Score: -6760214.500000 Penalty: 12700.308594 Iteration 23Q: 3 clusters Score -6760214 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 31103 members Entering Unmasked Estep Score: -6760221.000000 Penalty: 12700.308594 Iteration 24Q: 3 clusters Score -6760221 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 31107 members Entering Unmasked Estep Score: -6760234.000000 Penalty: 12700.308594 Iteration 25Q: 3 clusters Score -6760234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 31110 members Entering Unmasked Estep Score: -6760245.000000 Penalty: 12700.308594 Iteration 26Q: 3 clusters Score -6760245 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 31118 members Entering Unmasked Estep Score: -6760257.500000 Penalty: 12700.308594 Iteration 27Q: 3 clusters Score -6760258 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 31126 members Entering Unmasked Estep Score: -6760276.000000 Penalty: 12700.308594 Iteration 28Q: 3 clusters Score -6760276 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 31130 members Entering Unmasked Estep Score: -6760291.500000 Penalty: 12700.308594 Iteration 29Q: 3 clusters Score -6760292 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 31134 members Entering Unmasked Estep Score: -6760297.000000 Penalty: 12700.308594 Iteration 30Q: 3 clusters Score -6760297 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 31141 members Entering Unmasked Estep Score: -6760302.000000 Penalty: 12700.308594 Iteration 31Q: 3 clusters Score -6760302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 31143 members Entering Unmasked Estep Score: -6760297.000000 Penalty: 12700.308594 Iteration 32Q: 3 clusters Score -6760297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 31146 members Entering Unmasked Estep Score: -6760296.500000 Penalty: 12700.308594 Iteration 33Q: 3 clusters Score -6760296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 31145 members Entering Unmasked Estep Score: -6760298.500000 Penalty: 12700.308594 Iteration 34Q: 3 clusters Score -6760298 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 31145 members Entering Unmasked Estep Score: -6760298.500000 Penalty: 12700.308594 Iteration 35F: 3 clusters Score -6760298 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Entering Unmasked Estep Score: -222492.593750 Penalty: 4347.248535 Iteration 0F: 2 clusters Score -222492.6 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 640 members Entering Unmasked Estep Score: -218394.328125 Penalty: 8694.497070 Iteration 0F: 3 clusters Score -218394.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -218985.609375 Penalty: 8694.497070 Iteration 1F: 3 clusters Score -218985.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -219147.234375 Penalty: 8694.497070 Iteration 2Q: 3 clusters Score -219147.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -219227.703125 Penalty: 8694.497070 Iteration 3Q: 3 clusters Score -219227.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -219284.937500 Penalty: 8694.497070 Iteration 4Q: 3 clusters Score -219284.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -219320.609375 Penalty: 8694.497070 Iteration 5Q: 3 clusters Score -219320.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -219348.718750 Penalty: 8694.497070 Iteration 6Q: 3 clusters Score -219348.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -219372.296875 Penalty: 8694.497070 Iteration 7Q: 3 clusters Score -219372.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -219386.953125 Penalty: 8694.497070 Iteration 8Q: 3 clusters Score -219387 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -219395.843750 Penalty: 8694.497070 Iteration 9Q: 3 clusters Score -219395.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -219403.609375 Penalty: 8694.497070 Iteration 10Q: 3 clusters Score -219403.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -219421.296875 Penalty: 8694.497070 Iteration 11Q: 3 clusters Score -219421.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -219434.093750 Penalty: 8694.497070 Iteration 12Q: 3 clusters Score -219434.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -219440.437500 Penalty: 8694.497070 Iteration 13Q: 3 clusters Score -219440.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -219440.437500 Penalty: 8694.497070 Iteration 14F: 3 clusters Score -219440.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (42172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42172 members Entering Unmasked Estep Score: -8984084.000000 Penalty: 6522.825684 Iteration 0F: 2 clusters Score -8984084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21026 members Mstep: Class 2 contains 21146 members Entering Unmasked Estep Score: -8953527.000000 Penalty: 13045.651367 Iteration 0F: 3 clusters Score -8953527 nChanged 18262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20666 members Mstep: Class 2 contains 21506 members Entering Unmasked Estep Score: -8963218.000000 Penalty: 13045.651367 Iteration 1F: 3 clusters Score -8963218 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20409 members Mstep: Class 2 contains 21763 members Entering Unmasked Estep Score: -8964106.000000 Penalty: 13045.651367 Iteration 2F: 3 clusters Score -8964106 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 22059 members Entering Unmasked Estep Score: -8964771.000000 Penalty: 13045.651367 Iteration 3Q: 3 clusters Score -8964771 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19666 members Mstep: Class 2 contains 22506 members Entering Unmasked Estep Score: -8965339.000000 Penalty: 13045.651367 Iteration 4Q: 3 clusters Score -8965339 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19060 members Mstep: Class 2 contains 23112 members Entering Unmasked Estep Score: -8965826.000000 Penalty: 13045.651367 Iteration 5Q: 3 clusters Score -8965826 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18322 members Mstep: Class 2 contains 23850 members Entering Unmasked Estep Score: -8966384.000000 Penalty: 13045.651367 Iteration 6Q: 3 clusters Score -8966384 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17395 members Mstep: Class 2 contains 24777 members Entering Unmasked Estep Score: -8967068.000000 Penalty: 13045.651367 Iteration 7Q: 3 clusters Score -8967068 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 25938 members Entering Unmasked Estep Score: -8967859.000000 Penalty: 13045.651367 Iteration 8Q: 3 clusters Score -8967859 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14808 members Mstep: Class 2 contains 27364 members Entering Unmasked Estep Score: -8968775.000000 Penalty: 13045.651367 Iteration 9Q: 3 clusters Score -8968775 nChanged 2007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13207 members Mstep: Class 2 contains 28965 members Entering Unmasked Estep Score: -8969931.000000 Penalty: 13045.651367 Iteration 10Q: 3 clusters Score -8969931 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 30717 members Entering Unmasked Estep Score: -8971142.000000 Penalty: 13045.651367 Iteration 11Q: 3 clusters Score -8971142 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 32529 members Entering Unmasked Estep Score: -8972481.000000 Penalty: 13045.651367 Iteration 12Q: 3 clusters Score -8972481 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 34272 members Entering Unmasked Estep Score: -8973619.000000 Penalty: 13045.651367 Iteration 13Q: 3 clusters Score -8973619 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 35750 members Entering Unmasked Estep Score: -8974641.000000 Penalty: 13045.651367 Iteration 14Q: 3 clusters Score -8974641 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 37030 members Entering Unmasked Estep Score: -8975495.000000 Penalty: 13045.651367 Iteration 15Q: 3 clusters Score -8975495 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 38055 members Entering Unmasked Estep Score: -8976207.000000 Penalty: 13045.651367 Iteration 16Q: 3 clusters Score -8976207 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 38894 members Entering Unmasked Estep Score: -8976789.000000 Penalty: 13045.651367 Iteration 17Q: 3 clusters Score -8976789 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 39530 members Entering Unmasked Estep Score: -8977259.000000 Penalty: 13045.651367 Iteration 18Q: 3 clusters Score -8977259 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 39984 members Entering Unmasked Estep Score: -8977598.000000 Penalty: 13045.651367 Iteration 19Q: 3 clusters Score -8977598 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 40292 members Entering Unmasked Estep Score: -8977851.000000 Penalty: 13045.651367 Iteration 20F: 3 clusters Score -8977851 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 40521 members Entering Unmasked Estep Score: -8978000.000000 Penalty: 13045.651367 Iteration 21Q: 3 clusters Score -8978000 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 40682 members Entering Unmasked Estep Score: -8978143.000000 Penalty: 13045.651367 Iteration 22Q: 3 clusters Score -8978143 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 40814 members Entering Unmasked Estep Score: -8978240.000000 Penalty: 13045.651367 Iteration 23Q: 3 clusters Score -8978240 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 40909 members Entering Unmasked Estep Score: -8978353.000000 Penalty: 13045.651367 Iteration 24Q: 3 clusters Score -8978353 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 40962 members Entering Unmasked Estep Score: -8978389.000000 Penalty: 13045.651367 Iteration 25Q: 3 clusters Score -8978389 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 41013 members Entering Unmasked Estep Score: -8978439.000000 Penalty: 13045.651367 Iteration 26Q: 3 clusters Score -8978439 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 41048 members Entering Unmasked Estep Score: -8978482.000000 Penalty: 13045.651367 Iteration 27Q: 3 clusters Score -8978482 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 41074 members Entering Unmasked Estep Score: -8978494.000000 Penalty: 13045.651367 Iteration 28Q: 3 clusters Score -8978494 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 41091 members Entering Unmasked Estep Score: -8978509.000000 Penalty: 13045.651367 Iteration 29Q: 3 clusters Score -8978509 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 41111 members Entering Unmasked Estep Score: -8978533.000000 Penalty: 13045.651367 Iteration 30Q: 3 clusters Score -8978533 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 41125 members Entering Unmasked Estep Score: -8978540.000000 Penalty: 13045.651367 Iteration 31Q: 3 clusters Score -8978540 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 41137 members Entering Unmasked Estep Score: -8978552.000000 Penalty: 13045.651367 Iteration 32Q: 3 clusters Score -8978552 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 41146 members Entering Unmasked Estep Score: -8978565.000000 Penalty: 13045.651367 Iteration 33Q: 3 clusters Score -8978565 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 41160 members Entering Unmasked Estep Score: -8978573.000000 Penalty: 13045.651367 Iteration 34Q: 3 clusters Score -8978573 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 41170 members Entering Unmasked Estep Score: -8978574.000000 Penalty: 13045.651367 Iteration 35Q: 3 clusters Score -8978574 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 41178 members Entering Unmasked Estep Score: -8978587.000000 Penalty: 13045.651367 Iteration 36Q: 3 clusters Score -8978587 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 41182 members Entering Unmasked Estep Score: -8978581.000000 Penalty: 13045.651367 Iteration 37Q: 3 clusters Score -8978581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 41187 members Entering Unmasked Estep Score: -8978587.000000 Penalty: 13045.651367 Iteration 38Q: 3 clusters Score -8978587 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 41193 members Entering Unmasked Estep Score: -8978596.000000 Penalty: 13045.651367 Iteration 39Q: 3 clusters Score -8978596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 41196 members Entering Unmasked Estep Score: -8978600.000000 Penalty: 13045.651367 Iteration 40F: 3 clusters Score -8978600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 41198 members Entering Unmasked Estep Score: -8978598.000000 Penalty: 13045.651367 Iteration 41Q: 3 clusters Score -8978598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 41199 members Entering Unmasked Estep Score: -8978600.000000 Penalty: 13045.651367 Iteration 42Q: 3 clusters Score -8978600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 41201 members Entering Unmasked Estep Score: -8978596.000000 Penalty: 13045.651367 Iteration 43Q: 3 clusters Score -8978596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 41201 members Entering Unmasked Estep Score: -8978593.000000 Penalty: 13045.651367 Iteration 44Q: 3 clusters Score -8978593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 41203 members Entering Unmasked Estep Score: -8978597.000000 Penalty: 13045.651367 Iteration 45Q: 3 clusters Score -8978597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 41204 members Entering Unmasked Estep Score: -8978594.000000 Penalty: 13045.651367 Iteration 46Q: 3 clusters Score -8978594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 41206 members Entering Unmasked Estep Score: -8978599.000000 Penalty: 13045.651367 Iteration 47Q: 3 clusters Score -8978599 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 41210 members Entering Unmasked Estep Score: -8978607.000000 Penalty: 13045.651367 Iteration 48Q: 3 clusters Score -8978607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 41210 members Entering Unmasked Estep Score: -8978612.000000 Penalty: 13045.651367 Iteration 49Q: 3 clusters Score -8978612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 41213 members Entering Unmasked Estep Score: -8978602.000000 Penalty: 13045.651367 Iteration 50Q: 3 clusters Score -8978602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 41214 members Entering Unmasked Estep Score: -8978607.000000 Penalty: 13045.651367 Iteration 51Q: 3 clusters Score -8978607 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 41214 members Entering Unmasked Estep Score: -8978607.000000 Penalty: 13045.651367 Iteration 52F: 3 clusters Score -8978607 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Entering Unmasked Estep Score: -273876.968750 Penalty: 4418.433105 Iteration 0F: 2 clusters Score -273877 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -269424.468750 Penalty: 8836.866211 Iteration 0F: 3 clusters Score -269424.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -269889.156250 Penalty: 8836.866211 Iteration 1F: 3 clusters Score -269889.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -270040.343750 Penalty: 8836.866211 Iteration 2Q: 3 clusters Score -270040.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -270156.531250 Penalty: 8836.866211 Iteration 3Q: 3 clusters Score -270156.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -270217.593750 Penalty: 8836.866211 Iteration 4Q: 3 clusters Score -270217.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -270275.125000 Penalty: 8836.866211 Iteration 5Q: 3 clusters Score -270275.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -270317.281250 Penalty: 8836.866211 Iteration 6Q: 3 clusters Score -270317.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -270336.093750 Penalty: 8836.866211 Iteration 7Q: 3 clusters Score -270336.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -270343.500000 Penalty: 8836.866211 Iteration 8Q: 3 clusters Score -270343.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -270351.750000 Penalty: 8836.866211 Iteration 9Q: 3 clusters Score -270351.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -270358.562500 Penalty: 8836.866211 Iteration 10Q: 3 clusters Score -270358.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -270364.187500 Penalty: 8836.866211 Iteration 11Q: 3 clusters Score -270364.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -270366.343750 Penalty: 8836.866211 Iteration 12Q: 3 clusters Score -270366.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -270366.343750 Penalty: 8836.866211 Iteration 13F: 3 clusters Score -270366.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (54834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54834 members Entering Unmasked Estep Score: -11641540.000000 Penalty: 6683.640137 Iteration 0F: 2 clusters Score -1.164154e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27478 members Mstep: Class 2 contains 27356 members Entering Unmasked Estep Score: -11602705.000000 Penalty: 13367.280273 Iteration 0F: 3 clusters Score -1.16027e+07 nChanged 24227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28031 members Mstep: Class 2 contains 26803 members Entering Unmasked Estep Score: -11615810.000000 Penalty: 13367.280273 Iteration 1F: 3 clusters Score -1.161581e+07 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28355 members Mstep: Class 2 contains 26479 members Entering Unmasked Estep Score: -11616618.000000 Penalty: 13367.280273 Iteration 2Q: 3 clusters Score -1.161662e+07 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28743 members Mstep: Class 2 contains 26091 members Entering Unmasked Estep Score: -11617271.000000 Penalty: 13367.280273 Iteration 3Q: 3 clusters Score -1.161727e+07 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29253 members Mstep: Class 2 contains 25581 members Entering Unmasked Estep Score: -11617825.000000 Penalty: 13367.280273 Iteration 4Q: 3 clusters Score -1.161782e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29881 members Mstep: Class 2 contains 24953 members Entering Unmasked Estep Score: -11618396.000000 Penalty: 13367.280273 Iteration 5Q: 3 clusters Score -1.16184e+07 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30706 members Mstep: Class 2 contains 24128 members Entering Unmasked Estep Score: -11618929.000000 Penalty: 13367.280273 Iteration 6Q: 3 clusters Score -1.161893e+07 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31832 members Mstep: Class 2 contains 23002 members Entering Unmasked Estep Score: -11619578.000000 Penalty: 13367.280273 Iteration 7Q: 3 clusters Score -1.161958e+07 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33249 members Mstep: Class 2 contains 21585 members Entering Unmasked Estep Score: -11620347.000000 Penalty: 13367.280273 Iteration 8Q: 3 clusters Score -1.162035e+07 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35077 members Mstep: Class 2 contains 19757 members Entering Unmasked Estep Score: -11621278.000000 Penalty: 13367.280273 Iteration 9Q: 3 clusters Score -1.162128e+07 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37395 members Mstep: Class 2 contains 17439 members Entering Unmasked Estep Score: -11622776.000000 Penalty: 13367.280273 Iteration 10Q: 3 clusters Score -1.162278e+07 nChanged 3029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40168 members Mstep: Class 2 contains 14666 members Entering Unmasked Estep Score: -11624774.000000 Penalty: 13367.280273 Iteration 11F: 3 clusters Score -1.162477e+07 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43159 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -11626976.000000 Penalty: 13367.280273 Iteration 12F: 3 clusters Score -1.162698e+07 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46015 members Mstep: Class 2 contains 8819 members Entering Unmasked Estep Score: -11629220.000000 Penalty: 13367.280273 Iteration 13F: 3 clusters Score -1.162922e+07 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -11631082.000000 Penalty: 13367.280273 Iteration 14Q: 3 clusters Score -1.163108e+07 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50327 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -11632547.000000 Penalty: 13367.280273 Iteration 15Q: 3 clusters Score -1.163255e+07 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51582 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -11633551.000000 Penalty: 13367.280273 Iteration 16Q: 3 clusters Score -1.163355e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52431 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -11634190.000000 Penalty: 13367.280273 Iteration 17Q: 3 clusters Score -1.163419e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52962 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -11634631.000000 Penalty: 13367.280273 Iteration 18Q: 3 clusters Score -1.163463e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53282 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -11634959.000000 Penalty: 13367.280273 Iteration 19Q: 3 clusters Score -1.163496e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53488 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -11635218.000000 Penalty: 13367.280273 Iteration 20F: 3 clusters Score -1.163522e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53633 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -11635378.000000 Penalty: 13367.280273 Iteration 21Q: 3 clusters Score -1.163538e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53722 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -11635459.000000 Penalty: 13367.280273 Iteration 22Q: 3 clusters Score -1.163546e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53785 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -11635514.000000 Penalty: 13367.280273 Iteration 23Q: 3 clusters Score -1.163551e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53829 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -11635562.000000 Penalty: 13367.280273 Iteration 24Q: 3 clusters Score -1.163556e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53863 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -11635586.000000 Penalty: 13367.280273 Iteration 25Q: 3 clusters Score -1.163559e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53891 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -11635624.000000 Penalty: 13367.280273 Iteration 26Q: 3 clusters Score -1.163562e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53909 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -11635631.000000 Penalty: 13367.280273 Iteration 27Q: 3 clusters Score -1.163563e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53915 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -11635652.000000 Penalty: 13367.280273 Iteration 28Q: 3 clusters Score -1.163565e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53925 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -11635669.000000 Penalty: 13367.280273 Iteration 29Q: 3 clusters Score -1.163567e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53933 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -11635685.000000 Penalty: 13367.280273 Iteration 30Q: 3 clusters Score -1.163568e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53940 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -11635675.000000 Penalty: 13367.280273 Iteration 31Q: 3 clusters Score -1.163568e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53949 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -11635681.000000 Penalty: 13367.280273 Iteration 32Q: 3 clusters Score -1.163568e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53952 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -11635693.000000 Penalty: 13367.280273 Iteration 33Q: 3 clusters Score -1.163569e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53956 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -11635710.000000 Penalty: 13367.280273 Iteration 34Q: 3 clusters Score -1.163571e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53962 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -11635715.000000 Penalty: 13367.280273 Iteration 35Q: 3 clusters Score -1.163572e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53965 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -11635706.000000 Penalty: 13367.280273 Iteration 36Q: 3 clusters Score -1.163571e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53970 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -11635717.000000 Penalty: 13367.280273 Iteration 37Q: 3 clusters Score -1.163572e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53972 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -11635713.000000 Penalty: 13367.280273 Iteration 38Q: 3 clusters Score -1.163571e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53971 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -11635710.000000 Penalty: 13367.280273 Iteration 39Q: 3 clusters Score -1.163571e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53971 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -11635710.000000 Penalty: 13367.280273 Iteration 40F: 3 clusters Score -1.163571e+07 nChanged 0 --- Evaluating fit on full set of 1715121 points --- Entering Unmasked Estep Score: -358738976.000000 Penalty: 219810.843750 24->26 Clusters: Score -358738976.000000, best is -358723456.000000 THE BEST YET! Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 571707 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23635 members Mstep: Class 2 contains 23723 members Mstep: Class 3 contains 23873 members Mstep: Class 4 contains 23714 members Mstep: Class 5 contains 23634 members Mstep: Class 6 contains 23910 members Mstep: Class 7 contains 23845 members Mstep: Class 8 contains 23633 members Mstep: Class 9 contains 24064 members Mstep: Class 10 contains 23848 members Mstep: Class 11 contains 23632 members Mstep: Class 12 contains 23815 members Mstep: Class 13 contains 23698 members Mstep: Class 14 contains 23917 members Mstep: Class 15 contains 23610 members Mstep: Class 16 contains 23906 members Mstep: Class 17 contains 23838 members Mstep: Class 18 contains 23879 members Mstep: Class 19 contains 23887 members Mstep: Class 20 contains 24114 members Mstep: Class 21 contains 24128 members Mstep: Class 22 contains 23614 members Mstep: Class 23 contains 23960 members Mstep: Class 24 contains 23830 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 147.137604 but Gain 8119.531250 Score: -113571080.000000 Penalty: 186749.281250 Iteration 0F: 24 clusters Score -1.135711e+08 nChanged 544447 Entering Unmasked Mstep Mstep: Class 0 contains 2337 members Mstep: Class 1 contains 151770 members Mstep: Class 2 contains 4733 members Mstep: Class 3 contains 9518 members Mstep: Class 4 contains 1849 members Mstep: Class 5 contains 4694 members Mstep: Class 6 contains 6788 members Mstep: Class 7 contains 69551 members Mstep: Class 8 contains 3566 members Mstep: Class 9 contains 20453 members Mstep: Class 10 contains 10112 members Mstep: Class 11 contains 6820 members Mstep: Class 12 contains 59721 members Mstep: Class 13 contains 5298 members Mstep: Class 15 contains 3222 members Mstep: Class 16 contains 38595 members Mstep: Class 17 contains 18673 members Mstep: Class 18 contains 14632 members Mstep: Class 19 contains 32343 members Mstep: Class 20 contains 34471 members Mstep: Class 21 contains 20345 members Mstep: Class 22 contains 15756 members Mstep: Class 23 contains 20504 members Mstep: Class 24 contains 15956 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 3535.412354 but Gain 8119.531250 Score: -117496280.000000 Penalty: 178629.750000 Iteration 1F: 23 clusters Score -1.174963e+08 nChanged 226935 Entering Unmasked Mstep Mstep: Class 0 contains 2159 members Mstep: Class 1 contains 227080 members Mstep: Class 2 contains 2810 members Mstep: Class 3 contains 8716 members Mstep: Class 4 contains 930 members Mstep: Class 6 contains 3893 members Mstep: Class 7 contains 69545 members Mstep: Class 8 contains 1459 members Mstep: Class 9 contains 12922 members Mstep: Class 10 contains 1514 members Mstep: Class 11 contains 6610 members Mstep: Class 12 contains 64646 members Mstep: Class 13 contains 3015 members Mstep: Class 15 contains 1443 members Mstep: Class 16 contains 31230 members Mstep: Class 17 contains 20260 members Mstep: Class 18 contains 13895 members Mstep: Class 19 contains 31160 members Mstep: Class 20 contains 13940 members Mstep: Class 21 contains 16739 members Mstep: Class 22 contains 8402 members Mstep: Class 23 contains 20039 members Mstep: Class 24 contains 9300 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 2563.800781 but Gain 8119.531250 Score: -118165424.000000 Penalty: 170510.218750 Iteration 2F: 22 clusters Score -1.181654e+08 nChanged 159452 Entering Unmasked Mstep Mstep: Class 0 contains 1679 members Mstep: Class 1 contains 257598 members Mstep: Class 2 contains 3046 members Mstep: Class 3 contains 7581 members Mstep: Class 4 contains 996 members Mstep: Class 6 contains 3384 members Mstep: Class 7 contains 50594 members Mstep: Class 8 contains 1583 members Mstep: Class 9 contains 8861 members Mstep: Class 11 contains 4053 members Mstep: Class 12 contains 83858 members Mstep: Class 13 contains 1978 members Mstep: Class 15 contains 1289 members Mstep: Class 16 contains 21386 members Mstep: Class 17 contains 27253 members Mstep: Class 18 contains 12946 members Mstep: Class 19 contains 28586 members Mstep: Class 20 contains 6817 members Mstep: Class 21 contains 22007 members Mstep: Class 22 contains 4776 members Mstep: Class 23 contains 18718 members Mstep: Class 24 contains 2718 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 2040.144897 but Gain 8119.546875 Score: -118550616.000000 Penalty: 162390.671875 Iteration 3F: 21 clusters Score -1.185506e+08 nChanged 110880 Entering Unmasked Mstep Mstep: Class 0 contains 1043 members Mstep: Class 1 contains 256870 members Mstep: Class 2 contains 1853 members Mstep: Class 3 contains 7060 members Mstep: Class 4 contains 1466 members Mstep: Class 6 contains 5132 members Mstep: Class 7 contains 33334 members Mstep: Class 8 contains 1521 members Mstep: Class 9 contains 8023 members Mstep: Class 11 contains 2523 members Mstep: Class 12 contains 115624 members Mstep: Class 13 contains 1339 members Mstep: Class 15 contains 1268 members Mstep: Class 16 contains 15902 members Mstep: Class 17 contains 26123 members Mstep: Class 18 contains 10800 members Mstep: Class 19 contains 30865 members Mstep: Class 20 contains 6335 members Mstep: Class 21 contains 21565 members Mstep: Class 22 contains 3784 members Mstep: Class 23 contains 19277 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 2149.801514 but Gain 8119.531250 Score: -118771544.000000 Penalty: 154271.140625 Iteration 4F: 20 clusters Score -1.187715e+08 nChanged 76439 Entering Unmasked Mstep Mstep: Class 0 contains 747 members Mstep: Class 1 contains 247156 members Mstep: Class 2 contains 1022 members Mstep: Class 3 contains 7064 members Mstep: Class 4 contains 1565 members Mstep: Class 6 contains 8985 members Mstep: Class 7 contains 22258 members Mstep: Class 8 contains 1515 members Mstep: Class 9 contains 8169 members Mstep: Class 11 contains 1865 members Mstep: Class 12 contains 140695 members Mstep: Class 15 contains 1369 members Mstep: Class 16 contains 11486 members Mstep: Class 17 contains 21044 members Mstep: Class 18 contains 8764 members Mstep: Class 19 contains 37142 members Mstep: Class 20 contains 5566 members Mstep: Class 21 contains 21502 members Mstep: Class 22 contains 3431 members Mstep: Class 23 contains 20362 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 5492.809082 but Gain 8119.531250 Score: -118933240.000000 Penalty: 146151.609375 Iteration 5F: 19 clusters Score -1.189332e+08 nChanged 50606 Entering Unmasked Mstep Mstep: Class 0 contains 312 members Mstep: Class 1 contains 238616 members Mstep: Class 2 contains 1075 members Mstep: Class 3 contains 7421 members Mstep: Class 4 contains 1541 members Mstep: Class 6 contains 11909 members Mstep: Class 7 contains 16336 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 8197 members Mstep: Class 12 contains 157737 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 8402 members Mstep: Class 17 contains 17291 members Mstep: Class 18 contains 7446 members Mstep: Class 19 contains 41793 members Mstep: Class 20 contains 5055 members Mstep: Class 21 contains 22489 members Mstep: Class 22 contains 3257 members Mstep: Class 23 contains 20038 members Entering Unmasked Estep ConsiderDeletion Score: -119022448.000000 Penalty: 146151.609375 Iteration 6F: 19 clusters Score -1.190224e+08 nChanged 33880 Entering Unmasked Mstep Mstep: Class 0 contains 182 members Mstep: Class 1 contains 230812 members Mstep: Class 2 contains 1146 members Mstep: Class 3 contains 7566 members Mstep: Class 4 contains 1519 members Mstep: Class 6 contains 13383 members Mstep: Class 7 contains 13255 members Mstep: Class 8 contains 1395 members Mstep: Class 9 contains 8228 members Mstep: Class 12 contains 169168 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 6495 members Mstep: Class 17 contains 15173 members Mstep: Class 18 contains 6713 members Mstep: Class 19 contains 45424 members Mstep: Class 20 contains 5141 members Mstep: Class 21 contains 22715 members Mstep: Class 22 contains 3114 members Mstep: Class 23 contains 18937 members Entering Unmasked Estep ConsiderDeletion Score: -119069752.000000 Penalty: 146151.609375 Iteration 7F: 19 clusters Score -1.190698e+08 nChanged 25392 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 224075 members Mstep: Class 2 contains 1211 members Mstep: Class 3 contains 7657 members Mstep: Class 4 contains 1503 members Mstep: Class 6 contains 14193 members Mstep: Class 7 contains 11636 members Mstep: Class 8 contains 1354 members Mstep: Class 9 contains 8405 members Mstep: Class 12 contains 176964 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 5434 members Mstep: Class 17 contains 14030 members Mstep: Class 18 contains 6216 members Mstep: Class 19 contains 48458 members Mstep: Class 20 contains 5677 members Mstep: Class 21 contains 22908 members Mstep: Class 22 contains 3024 members Mstep: Class 23 contains 17511 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 7579.124512 but Gain 8119.531250 Score: -119093744.000000 Penalty: 138032.078125 Iteration 8Q: 18 clusters Score -1.190937e+08 nChanged 23627 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 219463 members Mstep: Class 2 contains 1225 members Mstep: Class 3 contains 7753 members Mstep: Class 4 contains 1486 members Mstep: Class 6 contains 14694 members Mstep: Class 7 contains 10885 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 9751 members Mstep: Class 12 contains 184554 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 13431 members Mstep: Class 18 contains 5850 members Mstep: Class 19 contains 50736 members Mstep: Class 20 contains 6516 members Mstep: Class 21 contains 23450 members Mstep: Class 22 contains 2964 members Mstep: Class 23 contains 16150 members Entering Unmasked Estep ConsiderDeletion Score: -119114160.000000 Penalty: 138032.078125 Iteration 9Q: 18 clusters Score -1.191142e+08 nChanged 14672 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 215050 members Mstep: Class 2 contains 1247 members Mstep: Class 3 contains 7819 members Mstep: Class 4 contains 1464 members Mstep: Class 6 contains 15040 members Mstep: Class 7 contains 10466 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 10317 members Mstep: Class 12 contains 188086 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 12784 members Mstep: Class 18 contains 5599 members Mstep: Class 19 contains 52052 members Mstep: Class 20 contains 7389 members Mstep: Class 21 contains 23650 members Mstep: Class 22 contains 2897 members Mstep: Class 23 contains 15048 members Entering Unmasked Estep ConsiderDeletion Score: -119123296.000000 Penalty: 138032.078125 Iteration 10Q: 18 clusters Score -1.191233e+08 nChanged 10889 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 212067 members Mstep: Class 2 contains 1255 members Mstep: Class 3 contains 7909 members Mstep: Class 4 contains 1456 members Mstep: Class 6 contains 15247 members Mstep: Class 7 contains 10126 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 10748 members Mstep: Class 12 contains 190222 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 12366 members Mstep: Class 18 contains 5455 members Mstep: Class 19 contains 52698 members Mstep: Class 20 contains 8428 members Mstep: Class 21 contains 23884 members Mstep: Class 22 contains 2823 members Mstep: Class 23 contains 14224 members Entering Unmasked Estep ConsiderDeletion Score: -119128432.000000 Penalty: 138032.078125 Iteration 11Q: 18 clusters Score -1.191284e+08 nChanged 8317 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 209869 members Mstep: Class 2 contains 1262 members Mstep: Class 3 contains 7987 members Mstep: Class 4 contains 1449 members Mstep: Class 6 contains 15372 members Mstep: Class 7 contains 9798 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 11030 members Mstep: Class 12 contains 191542 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 12086 members Mstep: Class 18 contains 5370 members Mstep: Class 19 contains 53007 members Mstep: Class 20 contains 9659 members Mstep: Class 21 contains 24119 members Mstep: Class 22 contains 2760 members Mstep: Class 23 contains 13598 members Entering Unmasked Estep ConsiderDeletion Score: -119132264.000000 Penalty: 138032.078125 Iteration 12Q: 18 clusters Score -1.191323e+08 nChanged 6647 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 208150 members Mstep: Class 2 contains 1270 members Mstep: Class 3 contains 8028 members Mstep: Class 4 contains 1441 members Mstep: Class 6 contains 15430 members Mstep: Class 7 contains 9493 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 11275 members Mstep: Class 12 contains 192236 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11882 members Mstep: Class 18 contains 5317 members Mstep: Class 19 contains 53028 members Mstep: Class 20 contains 11149 members Mstep: Class 21 contains 24356 members Mstep: Class 22 contains 2722 members Mstep: Class 23 contains 13131 members Entering Unmasked Estep ConsiderDeletion Score: -119135336.000000 Penalty: 138032.078125 Iteration 13Q: 18 clusters Score -1.191353e+08 nChanged 5850 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 206577 members Mstep: Class 2 contains 1275 members Mstep: Class 3 contains 8067 members Mstep: Class 4 contains 1436 members Mstep: Class 6 contains 15469 members Mstep: Class 7 contains 9147 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 11433 members Mstep: Class 12 contains 192576 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11724 members Mstep: Class 18 contains 5280 members Mstep: Class 19 contains 52895 members Mstep: Class 20 contains 12995 members Mstep: Class 21 contains 24578 members Mstep: Class 22 contains 2677 members Mstep: Class 23 contains 12779 members Entering Unmasked Estep ConsiderDeletion Score: -119139024.000000 Penalty: 138032.078125 Iteration 14Q: 18 clusters Score -1.19139e+08 nChanged 5730 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 204938 members Mstep: Class 2 contains 1278 members Mstep: Class 3 contains 8119 members Mstep: Class 4 contains 1433 members Mstep: Class 6 contains 15479 members Mstep: Class 7 contains 8824 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 11569 members Mstep: Class 12 contains 192692 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11608 members Mstep: Class 18 contains 5225 members Mstep: Class 19 contains 52624 members Mstep: Class 20 contains 15220 members Mstep: Class 21 contains 24773 members Mstep: Class 22 contains 2616 members Mstep: Class 23 contains 12510 members Entering Unmasked Estep ConsiderDeletion Score: -119143560.000000 Penalty: 138032.078125 Iteration 15Q: 18 clusters Score -1.191436e+08 nChanged 5965 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 203029 members Mstep: Class 2 contains 1284 members Mstep: Class 3 contains 8168 members Mstep: Class 4 contains 1427 members Mstep: Class 6 contains 15479 members Mstep: Class 7 contains 8465 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 11714 members Mstep: Class 12 contains 192733 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11500 members Mstep: Class 18 contains 5178 members Mstep: Class 19 contains 52285 members Mstep: Class 20 contains 17882 members Mstep: Class 21 contains 24940 members Mstep: Class 22 contains 2551 members Mstep: Class 23 contains 12274 members Entering Unmasked Estep ConsiderDeletion Score: -119148472.000000 Penalty: 138032.078125 Iteration 16Q: 18 clusters Score -1.191485e+08 nChanged 6411 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 201099 members Mstep: Class 2 contains 1287 members Mstep: Class 3 contains 8207 members Mstep: Class 4 contains 1424 members Mstep: Class 6 contains 15484 members Mstep: Class 7 contains 8063 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 11904 members Mstep: Class 12 contains 192812 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11378 members Mstep: Class 18 contains 5149 members Mstep: Class 19 contains 51942 members Mstep: Class 20 contains 20579 members Mstep: Class 21 contains 25088 members Mstep: Class 22 contains 2493 members Mstep: Class 23 contains 12000 members Entering Unmasked Estep ConsiderDeletion Score: -119153208.000000 Penalty: 138032.078125 Iteration 17Q: 18 clusters Score -1.191532e+08 nChanged 6257 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 199296 members Mstep: Class 2 contains 1294 members Mstep: Class 3 contains 8223 members Mstep: Class 4 contains 1417 members Mstep: Class 6 contains 15498 members Mstep: Class 7 contains 7647 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 12100 members Mstep: Class 12 contains 192820 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11292 members Mstep: Class 18 contains 5132 members Mstep: Class 19 contains 51757 members Mstep: Class 20 contains 23064 members Mstep: Class 21 contains 25203 members Mstep: Class 22 contains 2461 members Mstep: Class 23 contains 11704 members Entering Unmasked Estep ConsiderDeletion Score: -119158048.000000 Penalty: 138032.078125 Iteration 18Q: 18 clusters Score -1.19158e+08 nChanged 5909 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 197751 members Mstep: Class 2 contains 1297 members Mstep: Class 3 contains 8228 members Mstep: Class 4 contains 1414 members Mstep: Class 6 contains 15505 members Mstep: Class 7 contains 7270 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 12314 members Mstep: Class 12 contains 192849 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11202 members Mstep: Class 18 contains 5101 members Mstep: Class 19 contains 51710 members Mstep: Class 20 contains 25061 members Mstep: Class 21 contains 25308 members Mstep: Class 22 contains 2453 members Mstep: Class 23 contains 11445 members Entering Unmasked Estep ConsiderDeletion Score: -119162768.000000 Penalty: 138032.078125 Iteration 19Q: 18 clusters Score -1.191628e+08 nChanged 5135 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 196646 members Mstep: Class 2 contains 1307 members Mstep: Class 3 contains 8232 members Mstep: Class 4 contains 1404 members Mstep: Class 6 contains 15517 members Mstep: Class 7 contains 6921 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 12452 members Mstep: Class 12 contains 192838 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11117 members Mstep: Class 18 contains 5109 members Mstep: Class 19 contains 51849 members Mstep: Class 20 contains 26425 members Mstep: Class 21 contains 25413 members Mstep: Class 22 contains 2453 members Mstep: Class 23 contains 11225 members Entering Unmasked Estep ConsiderDeletion Score: -119170072.000000 Penalty: 138032.078125 Iteration 20F: 18 clusters Score -1.191701e+08 nChanged 6634 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 193438 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8235 members Mstep: Class 4 contains 1382 members Mstep: Class 6 contains 15531 members Mstep: Class 7 contains 6651 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 12623 members Mstep: Class 12 contains 192817 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 11044 members Mstep: Class 18 contains 5149 members Mstep: Class 19 contains 52021 members Mstep: Class 20 contains 29698 members Mstep: Class 21 contains 25492 members Mstep: Class 22 contains 2455 members Mstep: Class 23 contains 11044 members Entering Unmasked Estep ConsiderDeletion Score: -119178248.000000 Penalty: 138032.078125 Iteration 21Q: 18 clusters Score -1.191782e+08 nChanged 6746 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 191008 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8232 members Mstep: Class 4 contains 1378 members Mstep: Class 6 contains 15557 members Mstep: Class 7 contains 6459 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 12774 members Mstep: Class 12 contains 192791 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10975 members Mstep: Class 18 contains 5141 members Mstep: Class 19 contains 52376 members Mstep: Class 20 contains 32009 members Mstep: Class 21 contains 25570 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 10853 members Entering Unmasked Estep ConsiderDeletion Score: -119182792.000000 Penalty: 138032.078125 Iteration 22Q: 18 clusters Score -1.191828e+08 nChanged 5488 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 189253 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8230 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15571 members Mstep: Class 7 contains 6337 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 12938 members Mstep: Class 12 contains 192813 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10915 members Mstep: Class 18 contains 5143 members Mstep: Class 19 contains 52817 members Mstep: Class 20 contains 33346 members Mstep: Class 21 contains 25623 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 10760 members Entering Unmasked Estep ConsiderDeletion Score: -119185680.000000 Penalty: 138032.078125 Iteration 23Q: 18 clusters Score -1.191857e+08 nChanged 4118 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 187986 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8238 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15587 members Mstep: Class 7 contains 6302 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 13084 members Mstep: Class 12 contains 192878 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10877 members Mstep: Class 18 contains 5146 members Mstep: Class 19 contains 53283 members Mstep: Class 20 contains 33998 members Mstep: Class 21 contains 25663 members Mstep: Class 22 contains 2459 members Mstep: Class 23 contains 10702 members Entering Unmasked Estep ConsiderDeletion Score: -119187376.000000 Penalty: 138032.078125 Iteration 24Q: 18 clusters Score -1.191874e+08 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 186993 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8239 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15604 members Mstep: Class 7 contains 6304 members Mstep: Class 8 contains 1349 members Mstep: Class 9 contains 13210 members Mstep: Class 12 contains 192927 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10838 members Mstep: Class 18 contains 5167 members Mstep: Class 19 contains 53748 members Mstep: Class 20 contains 34324 members Mstep: Class 21 contains 25696 members Mstep: Class 22 contains 2459 members Mstep: Class 23 contains 10693 members Entering Unmasked Estep ConsiderDeletion Score: -119188264.000000 Penalty: 138032.078125 Iteration 25Q: 18 clusters Score -1.191883e+08 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 186308 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8240 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15617 members Mstep: Class 7 contains 6324 members Mstep: Class 8 contains 1348 members Mstep: Class 9 contains 13288 members Mstep: Class 12 contains 192963 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10798 members Mstep: Class 18 contains 5187 members Mstep: Class 19 contains 54142 members Mstep: Class 20 contains 34467 members Mstep: Class 21 contains 25729 members Mstep: Class 22 contains 2459 members Mstep: Class 23 contains 10681 members Entering Unmasked Estep ConsiderDeletion Score: -119189160.000000 Penalty: 138032.078125 Iteration 26Q: 18 clusters Score -1.191892e+08 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 185783 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8242 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15616 members Mstep: Class 7 contains 6351 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13329 members Mstep: Class 12 contains 192979 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10755 members Mstep: Class 18 contains 5244 members Mstep: Class 19 contains 54449 members Mstep: Class 20 contains 34537 members Mstep: Class 21 contains 25763 members Mstep: Class 22 contains 2459 members Mstep: Class 23 contains 10697 members Entering Unmasked Estep ConsiderDeletion Score: -119189728.000000 Penalty: 138032.078125 Iteration 27Q: 18 clusters Score -1.191897e+08 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 185438 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8241 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15618 members Mstep: Class 7 contains 6375 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13366 members Mstep: Class 12 contains 192988 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10712 members Mstep: Class 18 contains 5273 members Mstep: Class 19 contains 54679 members Mstep: Class 20 contains 34537 members Mstep: Class 21 contains 25800 members Mstep: Class 22 contains 2459 members Mstep: Class 23 contains 10718 members Entering Unmasked Estep ConsiderDeletion Score: -119190360.000000 Penalty: 138032.078125 Iteration 28Q: 18 clusters Score -1.191904e+08 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 185186 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8241 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15624 members Mstep: Class 7 contains 6395 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13363 members Mstep: Class 12 contains 192988 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10677 members Mstep: Class 18 contains 5312 members Mstep: Class 19 contains 54873 members Mstep: Class 20 contains 34513 members Mstep: Class 21 contains 25838 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 10737 members Entering Unmasked Estep ConsiderDeletion Score: -119190736.000000 Penalty: 138032.078125 Iteration 29Q: 18 clusters Score -1.191907e+08 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 185035 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8241 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15624 members Mstep: Class 7 contains 6418 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13351 members Mstep: Class 12 contains 192987 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10642 members Mstep: Class 18 contains 5339 members Mstep: Class 19 contains 54988 members Mstep: Class 20 contains 34492 members Mstep: Class 21 contains 25875 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10756 members Entering Unmasked Estep ConsiderDeletion Score: -119190880.000000 Penalty: 138032.078125 Iteration 30Q: 18 clusters Score -1.191909e+08 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184909 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8245 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15623 members Mstep: Class 7 contains 6427 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13362 members Mstep: Class 12 contains 192989 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10605 members Mstep: Class 18 contains 5360 members Mstep: Class 19 contains 55053 members Mstep: Class 20 contains 34494 members Mstep: Class 21 contains 25915 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10766 members Entering Unmasked Estep ConsiderDeletion Score: -119190824.000000 Penalty: 138032.078125 Iteration 31Q: 18 clusters Score -1.191908e+08 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184825 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8247 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15624 members Mstep: Class 7 contains 6435 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13377 members Mstep: Class 12 contains 192959 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10573 members Mstep: Class 18 contains 5391 members Mstep: Class 19 contains 55106 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 25952 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10761 members Entering Unmasked Estep ConsiderDeletion Score: -119190864.000000 Penalty: 138032.078125 Iteration 32Q: 18 clusters Score -1.191909e+08 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184767 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8246 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15622 members Mstep: Class 7 contains 6447 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13377 members Mstep: Class 12 contains 192952 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10527 members Mstep: Class 18 contains 5419 members Mstep: Class 19 contains 55146 members Mstep: Class 20 contains 34502 members Mstep: Class 21 contains 25998 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10745 members Entering Unmasked Estep ConsiderDeletion Score: -119191080.000000 Penalty: 138032.078125 Iteration 33Q: 18 clusters Score -1.191911e+08 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184738 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8247 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15620 members Mstep: Class 7 contains 6455 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13372 members Mstep: Class 12 contains 192943 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10474 members Mstep: Class 18 contains 5445 members Mstep: Class 19 contains 55168 members Mstep: Class 20 contains 34508 members Mstep: Class 21 contains 26048 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10730 members Entering Unmasked Estep ConsiderDeletion Score: -119191080.000000 Penalty: 138032.078125 Iteration 34Q: 18 clusters Score -1.191911e+08 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184716 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8248 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6464 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13360 members Mstep: Class 12 contains 192939 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10431 members Mstep: Class 18 contains 5466 members Mstep: Class 19 contains 55179 members Mstep: Class 20 contains 34509 members Mstep: Class 21 contains 26089 members Mstep: Class 22 contains 2457 members Mstep: Class 23 contains 10725 members Entering Unmasked Estep ConsiderDeletion Score: -119191264.000000 Penalty: 138032.078125 Iteration 35Q: 18 clusters Score -1.191913e+08 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184694 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8250 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15623 members Mstep: Class 7 contains 6472 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13351 members Mstep: Class 12 contains 192923 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10394 members Mstep: Class 18 contains 5490 members Mstep: Class 19 contains 55201 members Mstep: Class 20 contains 34503 members Mstep: Class 21 contains 26126 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10721 members Entering Unmasked Estep ConsiderDeletion Score: -119191160.000000 Penalty: 138032.078125 Iteration 36Q: 18 clusters Score -1.191912e+08 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184673 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8249 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15626 members Mstep: Class 7 contains 6478 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13347 members Mstep: Class 12 contains 192910 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10361 members Mstep: Class 18 contains 5520 members Mstep: Class 19 contains 55210 members Mstep: Class 20 contains 34502 members Mstep: Class 21 contains 26162 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10710 members Entering Unmasked Estep ConsiderDeletion Score: -119191168.000000 Penalty: 138032.078125 Iteration 37Q: 18 clusters Score -1.191912e+08 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 184644 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8247 members Mstep: Class 4 contains 1377 members Mstep: Class 6 contains 15625 members Mstep: Class 7 contains 6483 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13342 members Mstep: Class 12 contains 192896 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10327 members Mstep: Class 18 contains 5564 members Mstep: Class 19 contains 55219 members Mstep: Class 20 contains 34499 members Mstep: Class 21 contains 26195 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10707 members Entering Unmasked Estep ConsiderDeletion Score: -119191296.000000 Penalty: 138032.078125 Iteration 38Q: 18 clusters Score -1.191913e+08 nChanged 246 Entering ConstructFrom: Score: -119191296.000000 Penalty: 138032.078125 Entering ConstructFrom: Trying to split cluster 1 (184626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184626 members Entering Unmasked Estep Score: -38886668.000000 Penalty: 7427.228516 Iteration 0F: 2 clusters Score -3.888667e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92370 members Mstep: Class 2 contains 92256 members Entering Unmasked Estep Score: -38765196.000000 Penalty: 14854.457031 Iteration 0F: 3 clusters Score -3.87652e+07 nChanged 86619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93235 members Mstep: Class 2 contains 91391 members Entering Unmasked Estep Score: -38813576.000000 Penalty: 14854.457031 Iteration 1F: 3 clusters Score -3.881358e+07 nChanged 6219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93984 members Mstep: Class 2 contains 90642 members Entering Unmasked Estep Score: -38815248.000000 Penalty: 14854.457031 Iteration 2Q: 3 clusters Score -3.881525e+07 nChanged 6209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95091 members Mstep: Class 2 contains 89535 members Entering Unmasked Estep Score: -38816920.000000 Penalty: 14854.457031 Iteration 3Q: 3 clusters Score -3.881692e+07 nChanged 6632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96841 members Mstep: Class 2 contains 87785 members Entering Unmasked Estep Score: -38819076.000000 Penalty: 14854.457031 Iteration 4Q: 3 clusters Score -3.881908e+07 nChanged 7564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99569 members Mstep: Class 2 contains 85057 members Entering Unmasked Estep Score: -38822460.000000 Penalty: 14854.457031 Iteration 5Q: 3 clusters Score -3.882246e+07 nChanged 9470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103669 members Mstep: Class 2 contains 80957 members Entering Unmasked Estep Score: -38827716.000000 Penalty: 14854.457031 Iteration 6F: 3 clusters Score -3.882772e+07 nChanged 11635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109232 members Mstep: Class 2 contains 75394 members Entering Unmasked Estep Score: -38835028.000000 Penalty: 14854.457031 Iteration 7F: 3 clusters Score -3.883503e+07 nChanged 12976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115920 members Mstep: Class 2 contains 68706 members Entering Unmasked Estep Score: -38844048.000000 Penalty: 14854.457031 Iteration 8F: 3 clusters Score -3.884405e+07 nChanged 12648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122872 members Mstep: Class 2 contains 61754 members Entering Unmasked Estep Score: -38852100.000000 Penalty: 14854.457031 Iteration 9F: 3 clusters Score -3.88521e+07 nChanged 10536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128996 members Mstep: Class 2 contains 55630 members Entering Unmasked Estep Score: -38858540.000000 Penalty: 14854.457031 Iteration 10F: 3 clusters Score -3.885854e+07 nChanged 8303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134393 members Mstep: Class 2 contains 50233 members Entering Unmasked Estep Score: -38863748.000000 Penalty: 14854.457031 Iteration 11Q: 3 clusters Score -3.886375e+07 nChanged 6574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139103 members Mstep: Class 2 contains 45523 members Entering Unmasked Estep Score: -38869072.000000 Penalty: 14854.457031 Iteration 12Q: 3 clusters Score -3.886907e+07 nChanged 5507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143028 members Mstep: Class 2 contains 41598 members Entering Unmasked Estep Score: -38873736.000000 Penalty: 14854.457031 Iteration 13Q: 3 clusters Score -3.887374e+07 nChanged 4682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146400 members Mstep: Class 2 contains 38226 members Entering Unmasked Estep Score: -38877320.000000 Penalty: 14854.457031 Iteration 14Q: 3 clusters Score -3.887732e+07 nChanged 3632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149262 members Mstep: Class 2 contains 35364 members Entering Unmasked Estep Score: -38879776.000000 Penalty: 14854.457031 Iteration 15Q: 3 clusters Score -3.887978e+07 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151766 members Mstep: Class 2 contains 32860 members Entering Unmasked Estep Score: -38881444.000000 Penalty: 14854.457031 Iteration 16Q: 3 clusters Score -3.888144e+07 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153969 members Mstep: Class 2 contains 30657 members Entering Unmasked Estep Score: -38882544.000000 Penalty: 14854.457031 Iteration 17Q: 3 clusters Score -3.888254e+07 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155847 members Mstep: Class 2 contains 28779 members Entering Unmasked Estep Score: -38883432.000000 Penalty: 14854.457031 Iteration 18Q: 3 clusters Score -3.888343e+07 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157445 members Mstep: Class 2 contains 27181 members Entering Unmasked Estep Score: -38884276.000000 Penalty: 14854.457031 Iteration 19Q: 3 clusters Score -3.888428e+07 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158782 members Mstep: Class 2 contains 25844 members Entering Unmasked Estep Score: -38884976.000000 Penalty: 14854.457031 Iteration 20F: 3 clusters Score -3.888498e+07 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159958 members Mstep: Class 2 contains 24668 members Entering Unmasked Estep Score: -38885456.000000 Penalty: 14854.457031 Iteration 21Q: 3 clusters Score -3.888546e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160952 members Mstep: Class 2 contains 23674 members Entering Unmasked Estep Score: -38885908.000000 Penalty: 14854.457031 Iteration 22Q: 3 clusters Score -3.888591e+07 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161875 members Mstep: Class 2 contains 22751 members Entering Unmasked Estep Score: -38886220.000000 Penalty: 14854.457031 Iteration 23Q: 3 clusters Score -3.888622e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162724 members Mstep: Class 2 contains 21902 members Entering Unmasked Estep Score: -38886480.000000 Penalty: 14854.457031 Iteration 24Q: 3 clusters Score -3.888648e+07 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163534 members Mstep: Class 2 contains 21092 members Entering Unmasked Estep Score: -38886880.000000 Penalty: 14854.457031 Iteration 25Q: 3 clusters Score -3.888688e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164191 members Mstep: Class 2 contains 20435 members Entering Unmasked Estep Score: -38887068.000000 Penalty: 14854.457031 Iteration 26Q: 3 clusters Score -3.888707e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164770 members Mstep: Class 2 contains 19856 members Entering Unmasked Estep Score: -38887368.000000 Penalty: 14854.457031 Iteration 27Q: 3 clusters Score -3.888737e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165272 members Mstep: Class 2 contains 19354 members Entering Unmasked Estep Score: -38887680.000000 Penalty: 14854.457031 Iteration 28Q: 3 clusters Score -3.888768e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165665 members Mstep: Class 2 contains 18961 members Entering Unmasked Estep Score: -38887924.000000 Penalty: 14854.457031 Iteration 29Q: 3 clusters Score -3.888792e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165985 members Mstep: Class 2 contains 18641 members Entering Unmasked Estep Score: -38887980.000000 Penalty: 14854.457031 Iteration 30Q: 3 clusters Score -3.888798e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166226 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -38888020.000000 Penalty: 14854.457031 Iteration 31Q: 3 clusters Score -3.888802e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166422 members Mstep: Class 2 contains 18204 members Entering Unmasked Estep Score: -38888096.000000 Penalty: 14854.457031 Iteration 32Q: 3 clusters Score -3.88881e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166584 members Mstep: Class 2 contains 18042 members Entering Unmasked Estep Score: -38888104.000000 Penalty: 14854.457031 Iteration 33Q: 3 clusters Score -3.88881e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166725 members Mstep: Class 2 contains 17901 members Entering Unmasked Estep Score: -38888068.000000 Penalty: 14854.457031 Iteration 34Q: 3 clusters Score -3.888807e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166847 members Mstep: Class 2 contains 17779 members Entering Unmasked Estep Score: -38888092.000000 Penalty: 14854.457031 Iteration 35Q: 3 clusters Score -3.888809e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166940 members Mstep: Class 2 contains 17686 members Entering Unmasked Estep Score: -38888092.000000 Penalty: 14854.457031 Iteration 36Q: 3 clusters Score -3.888809e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167018 members Mstep: Class 2 contains 17608 members Entering Unmasked Estep Score: -38888128.000000 Penalty: 14854.457031 Iteration 37Q: 3 clusters Score -3.888813e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167080 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -38888104.000000 Penalty: 14854.457031 Iteration 38Q: 3 clusters Score -3.88881e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167127 members Mstep: Class 2 contains 17499 members Entering Unmasked Estep Score: -38888128.000000 Penalty: 14854.457031 Iteration 39Q: 3 clusters Score -3.888813e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167167 members Mstep: Class 2 contains 17459 members Entering Unmasked Estep Score: -38888160.000000 Penalty: 14854.457031 Iteration 40F: 3 clusters Score -3.888816e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167194 members Mstep: Class 2 contains 17432 members Entering Unmasked Estep Score: -38888076.000000 Penalty: 14854.457031 Iteration 41Q: 3 clusters Score -3.888808e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167229 members Mstep: Class 2 contains 17397 members Entering Unmasked Estep Score: -38888096.000000 Penalty: 14854.457031 Iteration 42Q: 3 clusters Score -3.88881e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167251 members Mstep: Class 2 contains 17375 members Entering Unmasked Estep Score: -38888048.000000 Penalty: 14854.457031 Iteration 43Q: 3 clusters Score -3.888805e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167263 members Mstep: Class 2 contains 17363 members Entering Unmasked Estep Score: -38888076.000000 Penalty: 14854.457031 Iteration 44Q: 3 clusters Score -3.888808e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167274 members Mstep: Class 2 contains 17352 members Entering Unmasked Estep Score: -38888088.000000 Penalty: 14854.457031 Iteration 45Q: 3 clusters Score -3.888809e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167282 members Mstep: Class 2 contains 17344 members Entering Unmasked Estep Score: -38888088.000000 Penalty: 14854.457031 Iteration 46Q: 3 clusters Score -3.888809e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167292 members Mstep: Class 2 contains 17334 members Entering Unmasked Estep Score: -38888104.000000 Penalty: 14854.457031 Iteration 47Q: 3 clusters Score -3.88881e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167300 members Mstep: Class 2 contains 17326 members Entering Unmasked Estep Score: -38888116.000000 Penalty: 14854.457031 Iteration 48Q: 3 clusters Score -3.888812e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167308 members Mstep: Class 2 contains 17318 members Entering Unmasked Estep Score: -38888100.000000 Penalty: 14854.457031 Iteration 49Q: 3 clusters Score -3.88881e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167309 members Mstep: Class 2 contains 17317 members Entering Unmasked Estep Score: -38888100.000000 Penalty: 14854.457031 Iteration 50Q: 3 clusters Score -3.88881e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 17313 members Entering Unmasked Estep Score: -38888108.000000 Penalty: 14854.457031 Iteration 51Q: 3 clusters Score -3.888811e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 17313 members Entering Unmasked Estep Score: -38888108.000000 Penalty: 14854.457031 Iteration 52F: 3 clusters Score -3.888811e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 8245 members Mstep: Class 4 contains 1377 members Mstep: Class 5 contains 17313 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 12 contains 192884 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 55227 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 26223 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep Score: -119191408.000000 Penalty: 146151.609375 Splitting cluster 1 changes total score from -119191296.000000 to -119191408.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 2 (1330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Entering Unmasked Estep Score: -233477.875000 Penalty: 4405.671875 Iteration 0F: 2 clusters Score -233477.9 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 661 members Entering Unmasked Estep Score: -229489.937500 Penalty: 8811.343750 Iteration 0F: 3 clusters Score -229489.9 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -231148.562500 Penalty: 8811.343750 Iteration 1F: 3 clusters Score -231148.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -232221.031250 Penalty: 8811.343750 Iteration 2F: 3 clusters Score -232221 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -233008.000000 Penalty: 8811.343750 Iteration 3F: 3 clusters Score -233008 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -233710.250000 Penalty: 8811.343750 Iteration 4F: 3 clusters Score -233710.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -234516.328125 Penalty: 8811.343750 Iteration 5Q: 3 clusters Score -234516.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -234602.593750 Penalty: 8811.343750 Iteration 6Q: 3 clusters Score -234602.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -234660.281250 Penalty: 8811.343750 Iteration 7Q: 3 clusters Score -234660.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -234710.640625 Penalty: 8811.343750 Iteration 8Q: 3 clusters Score -234710.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -234750.484375 Penalty: 8811.343750 Iteration 9Q: 3 clusters Score -234750.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -234793.796875 Penalty: 8811.343750 Iteration 10Q: 3 clusters Score -234793.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -234831.765625 Penalty: 8811.343750 Iteration 11Q: 3 clusters Score -234831.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -234858.328125 Penalty: 8811.343750 Iteration 12Q: 3 clusters Score -234858.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -234911.453125 Penalty: 8811.343750 Iteration 13Q: 3 clusters Score -234911.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -234936.656250 Penalty: 8811.343750 Iteration 14Q: 3 clusters Score -234936.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -234978.421875 Penalty: 8811.343750 Iteration 15Q: 3 clusters Score -234978.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -235006.109375 Penalty: 8811.343750 Iteration 16Q: 3 clusters Score -235006.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -235038.625000 Penalty: 8811.343750 Iteration 17Q: 3 clusters Score -235038.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -235074.515625 Penalty: 8811.343750 Iteration 18Q: 3 clusters Score -235074.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -235101.859375 Penalty: 8811.343750 Iteration 19Q: 3 clusters Score -235101.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -235125.765625 Penalty: 8811.343750 Iteration 20F: 3 clusters Score -235125.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -235154.171875 Penalty: 8811.343750 Iteration 21Q: 3 clusters Score -235154.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -235174.953125 Penalty: 8811.343750 Iteration 22Q: 3 clusters Score -235175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -235187.421875 Penalty: 8811.343750 Iteration 23Q: 3 clusters Score -235187.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -235191.109375 Penalty: 8811.343750 Iteration 24Q: 3 clusters Score -235191.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -235191.109375 Penalty: 8811.343750 Iteration 25F: 3 clusters Score -235191.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 613 members Mstep: Class 3 contains 8245 members Mstep: Class 4 contains 1377 members Mstep: Class 5 contains 17313 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 10 contains 717 members Mstep: Class 12 contains 192884 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 55227 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 26223 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep Score: -119189512.000000 Penalty: 154271.140625 Splitting cluster 2 changes total score from -119191296.000000 to -119189512.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (8245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Entering Unmasked Estep Score: -1644067.125000 Penalty: 5523.134766 Iteration 0F: 2 clusters Score -1644067 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1635379.250000 Penalty: 11046.269531 Iteration 0F: 3 clusters Score -1635379 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -1638910.500000 Penalty: 11046.269531 Iteration 1F: 3 clusters Score -1638910 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1641727.250000 Penalty: 11046.269531 Iteration 2F: 3 clusters Score -1641727 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1646239.125000 Penalty: 11046.269531 Iteration 3F: 3 clusters Score -1646239 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -1649121.875000 Penalty: 11046.269531 Iteration 4F: 3 clusters Score -1649122 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -1650837.500000 Penalty: 11046.269531 Iteration 5F: 3 clusters Score -1650838 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -1653113.125000 Penalty: 11046.269531 Iteration 6Q: 3 clusters Score -1653113 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -1653754.250000 Penalty: 11046.269531 Iteration 7Q: 3 clusters Score -1653754 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -1653947.500000 Penalty: 11046.269531 Iteration 8Q: 3 clusters Score -1653948 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -1654015.500000 Penalty: 11046.269531 Iteration 9Q: 3 clusters Score -1654016 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1654068.250000 Penalty: 11046.269531 Iteration 10Q: 3 clusters Score -1654068 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1654083.625000 Penalty: 11046.269531 Iteration 11Q: 3 clusters Score -1654084 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -1654107.000000 Penalty: 11046.269531 Iteration 12Q: 3 clusters Score -1654107 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -1654122.375000 Penalty: 11046.269531 Iteration 13Q: 3 clusters Score -1654122 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1654127.500000 Penalty: 11046.269531 Iteration 14Q: 3 clusters Score -1654128 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1654133.375000 Penalty: 11046.269531 Iteration 15Q: 3 clusters Score -1654133 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -1654130.875000 Penalty: 11046.269531 Iteration 16Q: 3 clusters Score -1654131 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1654132.625000 Penalty: 11046.269531 Iteration 17Q: 3 clusters Score -1654133 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1654134.375000 Penalty: 11046.269531 Iteration 18Q: 3 clusters Score -1654134 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1654134.500000 Penalty: 11046.269531 Iteration 19F: 3 clusters Score -1654134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -1654136.500000 Penalty: 11046.269531 Iteration 20F: 3 clusters Score -1654136 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1654134.875000 Penalty: 11046.269531 Iteration 21Q: 3 clusters Score -1654135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1654136.375000 Penalty: 11046.269531 Iteration 22Q: 3 clusters Score -1654136 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -1654135.500000 Penalty: 11046.269531 Iteration 23Q: 3 clusters Score -1654136 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -1654135.500000 Penalty: 11046.269531 Iteration 24F: 3 clusters Score -1654136 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 1476 members Mstep: Class 4 contains 1377 members Mstep: Class 5 contains 17313 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 10 contains 6769 members Mstep: Class 12 contains 192884 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 55227 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 26223 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep Score: -119198776.000000 Penalty: 154271.140625 Splitting cluster 3 changes total score from -119191296.000000 to -119198776.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 4 (1377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Entering Unmasked Estep Score: -232550.250000 Penalty: 4426.943359 Iteration 0F: 2 clusters Score -232550.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -228668.968750 Penalty: 8853.886719 Iteration 0F: 3 clusters Score -228669 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -230309.453125 Penalty: 8853.886719 Iteration 1F: 3 clusters Score -230309.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -231879.703125 Penalty: 8853.886719 Iteration 2F: 3 clusters Score -231879.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -233516.171875 Penalty: 8853.886719 Iteration 3F: 3 clusters Score -233516.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -234953.031250 Penalty: 8853.886719 Iteration 4F: 3 clusters Score -234953 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -235535.218750 Penalty: 8853.886719 Iteration 5Q: 3 clusters Score -235535.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -235683.234375 Penalty: 8853.886719 Iteration 6Q: 3 clusters Score -235683.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -235751.890625 Penalty: 8853.886719 Iteration 7Q: 3 clusters Score -235751.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -235823.453125 Penalty: 8853.886719 Iteration 8Q: 3 clusters Score -235823.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -235839.296875 Penalty: 8853.886719 Iteration 9Q: 3 clusters Score -235839.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -235856.703125 Penalty: 8853.886719 Iteration 10Q: 3 clusters Score -235856.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -235862.546875 Penalty: 8853.886719 Iteration 11Q: 3 clusters Score -235862.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -235873.968750 Penalty: 8853.886719 Iteration 12Q: 3 clusters Score -235874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -235885.718750 Penalty: 8853.886719 Iteration 13Q: 3 clusters Score -235885.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -235885.718750 Penalty: 8853.886719 Iteration 14F: 3 clusters Score -235885.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 1476 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 17313 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 10 contains 6769 members Mstep: Class 11 contains 877 members Mstep: Class 12 contains 192884 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 55227 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 26223 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep Score: -119198416.000000 Penalty: 162390.671875 Splitting cluster 4 changes total score from -119191296.000000 to -119198416.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 6 (15621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15621 members Entering Unmasked Estep Score: -3351443.000000 Penalty: 5914.527344 Iteration 0F: 2 clusters Score -3351443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -3337597.500000 Penalty: 11829.054688 Iteration 0F: 3 clusters Score -3337598 nChanged 6138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -3340988.250000 Penalty: 11829.054688 Iteration 1F: 3 clusters Score -3340988 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -3341717.250000 Penalty: 11829.054688 Iteration 2F: 3 clusters Score -3341717 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -3342285.500000 Penalty: 11829.054688 Iteration 3F: 3 clusters Score -3342286 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -3342790.750000 Penalty: 11829.054688 Iteration 4Q: 3 clusters Score -3342791 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -3343250.000000 Penalty: 11829.054688 Iteration 5Q: 3 clusters Score -3343250 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -3343722.000000 Penalty: 11829.054688 Iteration 6Q: 3 clusters Score -3343722 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -3344154.000000 Penalty: 11829.054688 Iteration 7Q: 3 clusters Score -3344154 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -3344574.500000 Penalty: 11829.054688 Iteration 8Q: 3 clusters Score -3344574 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -3344984.500000 Penalty: 11829.054688 Iteration 9Q: 3 clusters Score -3344984 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -3345356.250000 Penalty: 11829.054688 Iteration 10Q: 3 clusters Score -3345356 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11512 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -3345717.000000 Penalty: 11829.054688 Iteration 11Q: 3 clusters Score -3345717 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -3346061.500000 Penalty: 11829.054688 Iteration 12Q: 3 clusters Score -3346062 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12381 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -3346327.500000 Penalty: 11829.054688 Iteration 13Q: 3 clusters Score -3346328 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -3346595.000000 Penalty: 11829.054688 Iteration 14Q: 3 clusters Score -3346595 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13037 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -3346829.250000 Penalty: 11829.054688 Iteration 15Q: 3 clusters Score -3346829 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -3347004.250000 Penalty: 11829.054688 Iteration 16Q: 3 clusters Score -3347004 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -3347134.500000 Penalty: 11829.054688 Iteration 17Q: 3 clusters Score -3347134 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -3347219.000000 Penalty: 11829.054688 Iteration 18Q: 3 clusters Score -3347219 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13729 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -3347298.750000 Penalty: 11829.054688 Iteration 19Q: 3 clusters Score -3347299 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13834 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -3347365.500000 Penalty: 11829.054688 Iteration 20F: 3 clusters Score -3347366 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13916 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -3347425.750000 Penalty: 11829.054688 Iteration 21Q: 3 clusters Score -3347426 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13989 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -3347467.750000 Penalty: 11829.054688 Iteration 22Q: 3 clusters Score -3347468 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14046 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -3347510.500000 Penalty: 11829.054688 Iteration 23Q: 3 clusters Score -3347510 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14089 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -3347535.250000 Penalty: 11829.054688 Iteration 24Q: 3 clusters Score -3347535 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -3347572.250000 Penalty: 11829.054688 Iteration 25Q: 3 clusters Score -3347572 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -3347595.750000 Penalty: 11829.054688 Iteration 26Q: 3 clusters Score -3347596 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14190 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -3347607.500000 Penalty: 11829.054688 Iteration 27Q: 3 clusters Score -3347608 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14211 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -3347628.500000 Penalty: 11829.054688 Iteration 28Q: 3 clusters Score -3347628 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14227 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -3347638.000000 Penalty: 11829.054688 Iteration 29Q: 3 clusters Score -3347638 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -3347647.000000 Penalty: 11829.054688 Iteration 30Q: 3 clusters Score -3347647 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14255 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -3347657.000000 Penalty: 11829.054688 Iteration 31Q: 3 clusters Score -3347657 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -3347668.000000 Penalty: 11829.054688 Iteration 32Q: 3 clusters Score -3347668 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14278 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -3347667.000000 Penalty: 11829.054688 Iteration 33Q: 3 clusters Score -3347667 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14286 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3347669.000000 Penalty: 11829.054688 Iteration 34Q: 3 clusters Score -3347669 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -3347679.250000 Penalty: 11829.054688 Iteration 35Q: 3 clusters Score -3347679 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -3347683.500000 Penalty: 11829.054688 Iteration 36Q: 3 clusters Score -3347684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14303 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -3347683.000000 Penalty: 11829.054688 Iteration 37Q: 3 clusters Score -3347683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14304 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -3347686.000000 Penalty: 11829.054688 Iteration 38Q: 3 clusters Score -3347686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -3347682.500000 Penalty: 11829.054688 Iteration 39Q: 3 clusters Score -3347682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -3347685.500000 Penalty: 11829.054688 Iteration 40F: 3 clusters Score -3347686 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14310 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -3347689.750000 Penalty: 11829.054688 Iteration 41Q: 3 clusters Score -3347690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -3347693.250000 Penalty: 11829.054688 Iteration 42Q: 3 clusters Score -3347693 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -3347694.750000 Penalty: 11829.054688 Iteration 43Q: 3 clusters Score -3347695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -3347699.250000 Penalty: 11829.054688 Iteration 44Q: 3 clusters Score -3347699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14324 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -3347700.250000 Penalty: 11829.054688 Iteration 45Q: 3 clusters Score -3347700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -3347697.500000 Penalty: 11829.054688 Iteration 46Q: 3 clusters Score -3347698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -3347698.750000 Penalty: 11829.054688 Iteration 47Q: 3 clusters Score -3347699 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -3347698.750000 Penalty: 11829.054688 Iteration 48F: 3 clusters Score -3347699 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Entering Unmasked Estep Score: -1379205.000000 Penalty: 5376.347168 Iteration 0F: 2 clusters Score -1379205 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1371178.125000 Penalty: 10752.694336 Iteration 0F: 3 clusters Score -1371178 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1372611.125000 Penalty: 10752.694336 Iteration 1F: 3 clusters Score -1372611 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1373033.125000 Penalty: 10752.694336 Iteration 2F: 3 clusters Score -1373033 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1373273.750000 Penalty: 10752.694336 Iteration 3Q: 3 clusters Score -1373274 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1373451.625000 Penalty: 10752.694336 Iteration 4Q: 3 clusters Score -1373452 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1373578.875000 Penalty: 10752.694336 Iteration 5Q: 3 clusters Score -1373579 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1373663.250000 Penalty: 10752.694336 Iteration 6Q: 3 clusters Score -1373663 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -1373724.625000 Penalty: 10752.694336 Iteration 7Q: 3 clusters Score -1373725 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1373774.750000 Penalty: 10752.694336 Iteration 8Q: 3 clusters Score -1373775 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1373820.125000 Penalty: 10752.694336 Iteration 9Q: 3 clusters Score -1373820 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1373854.250000 Penalty: 10752.694336 Iteration 10Q: 3 clusters Score -1373854 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1373892.000000 Penalty: 10752.694336 Iteration 11Q: 3 clusters Score -1373892 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1373922.750000 Penalty: 10752.694336 Iteration 12Q: 3 clusters Score -1373923 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1373954.625000 Penalty: 10752.694336 Iteration 13Q: 3 clusters Score -1373955 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -1373983.500000 Penalty: 10752.694336 Iteration 14Q: 3 clusters Score -1373984 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1374015.875000 Penalty: 10752.694336 Iteration 15Q: 3 clusters Score -1374016 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1374033.125000 Penalty: 10752.694336 Iteration 16Q: 3 clusters Score -1374033 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1374056.875000 Penalty: 10752.694336 Iteration 17Q: 3 clusters Score -1374057 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1374068.875000 Penalty: 10752.694336 Iteration 18Q: 3 clusters Score -1374069 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1374081.000000 Penalty: 10752.694336 Iteration 19Q: 3 clusters Score -1374081 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1374094.625000 Penalty: 10752.694336 Iteration 20F: 3 clusters Score -1374095 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -1374104.125000 Penalty: 10752.694336 Iteration 21Q: 3 clusters Score -1374104 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1374115.500000 Penalty: 10752.694336 Iteration 22Q: 3 clusters Score -1374116 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1374120.875000 Penalty: 10752.694336 Iteration 23Q: 3 clusters Score -1374121 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -1374124.250000 Penalty: 10752.694336 Iteration 24Q: 3 clusters Score -1374124 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -1374129.375000 Penalty: 10752.694336 Iteration 25Q: 3 clusters Score -1374129 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1374134.750000 Penalty: 10752.694336 Iteration 26Q: 3 clusters Score -1374135 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1374140.250000 Penalty: 10752.694336 Iteration 27Q: 3 clusters Score -1374140 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1374144.000000 Penalty: 10752.694336 Iteration 28Q: 3 clusters Score -1374144 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1374147.875000 Penalty: 10752.694336 Iteration 29Q: 3 clusters Score -1374148 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1374157.000000 Penalty: 10752.694336 Iteration 30Q: 3 clusters Score -1374157 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1374165.250000 Penalty: 10752.694336 Iteration 31Q: 3 clusters Score -1374165 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1374172.125000 Penalty: 10752.694336 Iteration 32Q: 3 clusters Score -1374172 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1374179.500000 Penalty: 10752.694336 Iteration 33Q: 3 clusters Score -1374180 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1374185.500000 Penalty: 10752.694336 Iteration 34Q: 3 clusters Score -1374186 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1374187.500000 Penalty: 10752.694336 Iteration 35Q: 3 clusters Score -1374188 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1374195.875000 Penalty: 10752.694336 Iteration 36Q: 3 clusters Score -1374196 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1374195.375000 Penalty: 10752.694336 Iteration 37Q: 3 clusters Score -1374195 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1374201.500000 Penalty: 10752.694336 Iteration 38Q: 3 clusters Score -1374202 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1374207.625000 Penalty: 10752.694336 Iteration 39Q: 3 clusters Score -1374208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1374208.625000 Penalty: 10752.694336 Iteration 40F: 3 clusters Score -1374209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -1374209.000000 Penalty: 10752.694336 Iteration 41Q: 3 clusters Score -1374209 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1374215.625000 Penalty: 10752.694336 Iteration 42Q: 3 clusters Score -1374216 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -1374217.625000 Penalty: 10752.694336 Iteration 43Q: 3 clusters Score -1374218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1374217.875000 Penalty: 10752.694336 Iteration 44Q: 3 clusters Score -1374218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1374220.500000 Penalty: 10752.694336 Iteration 45Q: 3 clusters Score -1374220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1374224.625000 Penalty: 10752.694336 Iteration 46Q: 3 clusters Score -1374225 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1374225.875000 Penalty: 10752.694336 Iteration 47Q: 3 clusters Score -1374226 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1374225.375000 Penalty: 10752.694336 Iteration 48Q: 3 clusters Score -1374225 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1374226.250000 Penalty: 10752.694336 Iteration 49Q: 3 clusters Score -1374226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1374231.750000 Penalty: 10752.694336 Iteration 50Q: 3 clusters Score -1374232 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1374234.125000 Penalty: 10752.694336 Iteration 51Q: 3 clusters Score -1374234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1374236.625000 Penalty: 10752.694336 Iteration 52Q: 3 clusters Score -1374237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -1374236.250000 Penalty: 10752.694336 Iteration 53Q: 3 clusters Score -1374236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1374235.625000 Penalty: 10752.694336 Iteration 54Q: 3 clusters Score -1374236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1374236.500000 Penalty: 10752.694336 Iteration 55Q: 3 clusters Score -1374236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1374236.500000 Penalty: 10752.694336 Iteration 56F: 3 clusters Score -1374236 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Entering Unmasked Estep Score: -271375.531250 Penalty: 4413.451660 Iteration 0F: 2 clusters Score -271375.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -266969.656250 Penalty: 8826.903320 Iteration 0F: 3 clusters Score -266969.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -267434.906250 Penalty: 8826.903320 Iteration 1F: 3 clusters Score -267434.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -267588.531250 Penalty: 8826.903320 Iteration 2Q: 3 clusters Score -267588.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -267668.656250 Penalty: 8826.903320 Iteration 3Q: 3 clusters Score -267668.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -267731.187500 Penalty: 8826.903320 Iteration 4Q: 3 clusters Score -267731.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -267763.375000 Penalty: 8826.903320 Iteration 5Q: 3 clusters Score -267763.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -267779.500000 Penalty: 8826.903320 Iteration 6Q: 3 clusters Score -267779.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -267787.250000 Penalty: 8826.903320 Iteration 7Q: 3 clusters Score -267787.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -267792.750000 Penalty: 8826.903320 Iteration 8Q: 3 clusters Score -267792.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -267797.250000 Penalty: 8826.903320 Iteration 9Q: 3 clusters Score -267797.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -267799.218750 Penalty: 8826.903320 Iteration 10Q: 3 clusters Score -267799.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -267802.656250 Penalty: 8826.903320 Iteration 11Q: 3 clusters Score -267802.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -267808.343750 Penalty: 8826.903320 Iteration 12Q: 3 clusters Score -267808.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -267811.187500 Penalty: 8826.903320 Iteration 13Q: 3 clusters Score -267811.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -267825.125000 Penalty: 8826.903320 Iteration 14Q: 3 clusters Score -267825.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -267835.718750 Penalty: 8826.903320 Iteration 15Q: 3 clusters Score -267835.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -267846.718750 Penalty: 8826.903320 Iteration 16Q: 3 clusters Score -267846.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -267848.062500 Penalty: 8826.903320 Iteration 17Q: 3 clusters Score -267848.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -267848.062500 Penalty: 8826.903320 Iteration 18F: 3 clusters Score -267848.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (13345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Entering Unmasked Estep Score: -2688529.250000 Penalty: 5818.074219 Iteration 0F: 2 clusters Score -2688529 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -2676191.000000 Penalty: 11636.148438 Iteration 0F: 3 clusters Score -2676191 nChanged 5101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -2678888.250000 Penalty: 11636.148438 Iteration 1F: 3 clusters Score -2678888 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -2679438.250000 Penalty: 11636.148438 Iteration 2F: 3 clusters Score -2679438 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -2679798.250000 Penalty: 11636.148438 Iteration 3F: 3 clusters Score -2679798 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -2680023.750000 Penalty: 11636.148438 Iteration 4Q: 3 clusters Score -2680024 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -2680216.250000 Penalty: 11636.148438 Iteration 5Q: 3 clusters Score -2680216 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -2680401.250000 Penalty: 11636.148438 Iteration 6Q: 3 clusters Score -2680401 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -2680569.000000 Penalty: 11636.148438 Iteration 7Q: 3 clusters Score -2680569 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -2680774.500000 Penalty: 11636.148438 Iteration 8Q: 3 clusters Score -2680774 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -2680995.000000 Penalty: 11636.148438 Iteration 9Q: 3 clusters Score -2680995 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -2681235.500000 Penalty: 11636.148438 Iteration 10Q: 3 clusters Score -2681236 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -2681512.250000 Penalty: 11636.148438 Iteration 11Q: 3 clusters Score -2681512 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -2681818.000000 Penalty: 11636.148438 Iteration 12Q: 3 clusters Score -2681818 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -2682166.500000 Penalty: 11636.148438 Iteration 13Q: 3 clusters Score -2682166 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8875 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -2682532.500000 Penalty: 11636.148438 Iteration 14Q: 3 clusters Score -2682532 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -2682876.750000 Penalty: 11636.148438 Iteration 15Q: 3 clusters Score -2682877 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -2683163.250000 Penalty: 11636.148438 Iteration 16Q: 3 clusters Score -2683163 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -2683390.500000 Penalty: 11636.148438 Iteration 17Q: 3 clusters Score -2683390 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -2683543.750000 Penalty: 11636.148438 Iteration 18Q: 3 clusters Score -2683544 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -2683659.750000 Penalty: 11636.148438 Iteration 19Q: 3 clusters Score -2683660 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -2683739.000000 Penalty: 11636.148438 Iteration 20F: 3 clusters Score -2683739 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -2683807.000000 Penalty: 11636.148438 Iteration 21Q: 3 clusters Score -2683807 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9994 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -2683863.250000 Penalty: 11636.148438 Iteration 22Q: 3 clusters Score -2683863 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -2683903.500000 Penalty: 11636.148438 Iteration 23Q: 3 clusters Score -2683904 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -2683943.750000 Penalty: 11636.148438 Iteration 24Q: 3 clusters Score -2683944 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -2683980.250000 Penalty: 11636.148438 Iteration 25Q: 3 clusters Score -2683980 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2684008.000000 Penalty: 11636.148438 Iteration 26Q: 3 clusters Score -2684008 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10287 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -2684044.000000 Penalty: 11636.148438 Iteration 27Q: 3 clusters Score -2684044 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -2684070.500000 Penalty: 11636.148438 Iteration 28Q: 3 clusters Score -2684070 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -2684096.500000 Penalty: 11636.148438 Iteration 29Q: 3 clusters Score -2684096 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -2684108.000000 Penalty: 11636.148438 Iteration 30Q: 3 clusters Score -2684108 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -2684136.250000 Penalty: 11636.148438 Iteration 31Q: 3 clusters Score -2684136 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -2684167.500000 Penalty: 11636.148438 Iteration 32Q: 3 clusters Score -2684168 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -2684180.000000 Penalty: 11636.148438 Iteration 33Q: 3 clusters Score -2684180 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -2684199.000000 Penalty: 11636.148438 Iteration 34Q: 3 clusters Score -2684199 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -2684214.250000 Penalty: 11636.148438 Iteration 35Q: 3 clusters Score -2684214 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -2684224.250000 Penalty: 11636.148438 Iteration 36Q: 3 clusters Score -2684224 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -2684245.250000 Penalty: 11636.148438 Iteration 37Q: 3 clusters Score -2684245 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -2684252.750000 Penalty: 11636.148438 Iteration 38Q: 3 clusters Score -2684253 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -2684257.500000 Penalty: 11636.148438 Iteration 39Q: 3 clusters Score -2684258 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -2684268.500000 Penalty: 11636.148438 Iteration 40F: 3 clusters Score -2684268 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10692 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -2684281.250000 Penalty: 11636.148438 Iteration 41Q: 3 clusters Score -2684281 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -2684295.000000 Penalty: 11636.148438 Iteration 42Q: 3 clusters Score -2684295 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -2684298.250000 Penalty: 11636.148438 Iteration 43Q: 3 clusters Score -2684298 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -2684296.250000 Penalty: 11636.148438 Iteration 44Q: 3 clusters Score -2684296 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -2684318.750000 Penalty: 11636.148438 Iteration 45Q: 3 clusters Score -2684319 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -2684324.500000 Penalty: 11636.148438 Iteration 46Q: 3 clusters Score -2684324 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -2684336.000000 Penalty: 11636.148438 Iteration 47Q: 3 clusters Score -2684336 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -2684347.500000 Penalty: 11636.148438 Iteration 48Q: 3 clusters Score -2684348 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -2684350.500000 Penalty: 11636.148438 Iteration 49Q: 3 clusters Score -2684350 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -2684355.750000 Penalty: 11636.148438 Iteration 50Q: 3 clusters Score -2684356 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -2684358.500000 Penalty: 11636.148438 Iteration 51Q: 3 clusters Score -2684358 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -2684359.250000 Penalty: 11636.148438 Iteration 52Q: 3 clusters Score -2684359 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -2684361.250000 Penalty: 11636.148438 Iteration 53Q: 3 clusters Score -2684361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -2684361.000000 Penalty: 11636.148438 Iteration 54Q: 3 clusters Score -2684361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -2684369.500000 Penalty: 11636.148438 Iteration 55Q: 3 clusters Score -2684370 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -2684369.250000 Penalty: 11636.148438 Iteration 56Q: 3 clusters Score -2684369 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -2684369.750000 Penalty: 11636.148438 Iteration 57Q: 3 clusters Score -2684370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10844 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -2684375.250000 Penalty: 11636.148438 Iteration 58Q: 3 clusters Score -2684375 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -2684377.000000 Penalty: 11636.148438 Iteration 59Q: 3 clusters Score -2684377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10857 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -2684371.000000 Penalty: 11636.148438 Iteration 60F: 3 clusters Score -2684371 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10860 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -2684370.500000 Penalty: 11636.148438 Iteration 61Q: 3 clusters Score -2684370 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10860 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -2684369.500000 Penalty: 11636.148438 Iteration 62Q: 3 clusters Score -2684370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10863 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -2684367.000000 Penalty: 11636.148438 Iteration 63Q: 3 clusters Score -2684367 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10867 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -2684370.750000 Penalty: 11636.148438 Iteration 64Q: 3 clusters Score -2684371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -2684375.250000 Penalty: 11636.148438 Iteration 65Q: 3 clusters Score -2684375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -2684376.750000 Penalty: 11636.148438 Iteration 66Q: 3 clusters Score -2684377 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -2684376.750000 Penalty: 11636.148438 Iteration 67F: 3 clusters Score -2684377 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (192884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192884 members Entering Unmasked Estep Score: -40764612.000000 Penalty: 7454.029785 Iteration 0F: 2 clusters Score -4.076461e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96819 members Mstep: Class 2 contains 96065 members Entering Unmasked Estep Score: -40635272.000000 Penalty: 14908.059570 Iteration 0F: 3 clusters Score -4.063527e+07 nChanged 90086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100149 members Mstep: Class 2 contains 92735 members Entering Unmasked Estep Score: -40686556.000000 Penalty: 14908.059570 Iteration 1F: 3 clusters Score -4.068656e+07 nChanged 7892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102515 members Mstep: Class 2 contains 90369 members Entering Unmasked Estep Score: -40689640.000000 Penalty: 14908.059570 Iteration 2Q: 3 clusters Score -4.068964e+07 nChanged 9039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105874 members Mstep: Class 2 contains 87010 members Entering Unmasked Estep Score: -40694292.000000 Penalty: 14908.059570 Iteration 3Q: 3 clusters Score -4.069429e+07 nChanged 10998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110680 members Mstep: Class 2 contains 82204 members Entering Unmasked Estep Score: -40702188.000000 Penalty: 14908.059570 Iteration 4F: 3 clusters Score -4.070219e+07 nChanged 13688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117018 members Mstep: Class 2 contains 75866 members Entering Unmasked Estep Score: -40713996.000000 Penalty: 14908.059570 Iteration 5F: 3 clusters Score -4.0714e+07 nChanged 15724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124352 members Mstep: Class 2 contains 68532 members Entering Unmasked Estep Score: -40729732.000000 Penalty: 14908.059570 Iteration 6F: 3 clusters Score -4.072973e+07 nChanged 16138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131612 members Mstep: Class 2 contains 61272 members Entering Unmasked Estep Score: -40746876.000000 Penalty: 14908.059570 Iteration 7F: 3 clusters Score -4.074688e+07 nChanged 13330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138114 members Mstep: Class 2 contains 54770 members Entering Unmasked Estep Score: -40758876.000000 Penalty: 14908.059570 Iteration 8F: 3 clusters Score -4.075888e+07 nChanged 8795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143505 members Mstep: Class 2 contains 49379 members Entering Unmasked Estep Score: -40764712.000000 Penalty: 14908.059570 Iteration 9Q: 3 clusters Score -4.076471e+07 nChanged 5594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147975 members Mstep: Class 2 contains 44909 members Entering Unmasked Estep Score: -40767944.000000 Penalty: 14908.059570 Iteration 10Q: 3 clusters Score -4.076794e+07 nChanged 4042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151653 members Mstep: Class 2 contains 41231 members Entering Unmasked Estep Score: -40769476.000000 Penalty: 14908.059570 Iteration 11Q: 3 clusters Score -4.076948e+07 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154648 members Mstep: Class 2 contains 38236 members Entering Unmasked Estep Score: -40770436.000000 Penalty: 14908.059570 Iteration 12Q: 3 clusters Score -4.077044e+07 nChanged 2435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157051 members Mstep: Class 2 contains 35833 members Entering Unmasked Estep Score: -40771076.000000 Penalty: 14908.059570 Iteration 13Q: 3 clusters Score -4.077108e+07 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159011 members Mstep: Class 2 contains 33873 members Entering Unmasked Estep Score: -40771496.000000 Penalty: 14908.059570 Iteration 14Q: 3 clusters Score -4.07715e+07 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160545 members Mstep: Class 2 contains 32339 members Entering Unmasked Estep Score: -40771832.000000 Penalty: 14908.059570 Iteration 15Q: 3 clusters Score -4.077183e+07 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161791 members Mstep: Class 2 contains 31093 members Entering Unmasked Estep Score: -40772116.000000 Penalty: 14908.059570 Iteration 16Q: 3 clusters Score -4.077212e+07 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162844 members Mstep: Class 2 contains 30040 members Entering Unmasked Estep Score: -40772288.000000 Penalty: 14908.059570 Iteration 17Q: 3 clusters Score -4.077229e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163656 members Mstep: Class 2 contains 29228 members Entering Unmasked Estep Score: -40772412.000000 Penalty: 14908.059570 Iteration 18Q: 3 clusters Score -4.077241e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164306 members Mstep: Class 2 contains 28578 members Entering Unmasked Estep Score: -40772560.000000 Penalty: 14908.059570 Iteration 19Q: 3 clusters Score -4.077256e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164887 members Mstep: Class 2 contains 27997 members Entering Unmasked Estep Score: -40772744.000000 Penalty: 14908.059570 Iteration 20F: 3 clusters Score -4.077274e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165367 members Mstep: Class 2 contains 27517 members Entering Unmasked Estep Score: -40772644.000000 Penalty: 14908.059570 Iteration 21Q: 3 clusters Score -4.077264e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165770 members Mstep: Class 2 contains 27114 members Entering Unmasked Estep Score: -40772728.000000 Penalty: 14908.059570 Iteration 22Q: 3 clusters Score -4.077273e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166102 members Mstep: Class 2 contains 26782 members Entering Unmasked Estep Score: -40772728.000000 Penalty: 14908.059570 Iteration 23Q: 3 clusters Score -4.077273e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166347 members Mstep: Class 2 contains 26537 members Entering Unmasked Estep Score: -40772680.000000 Penalty: 14908.059570 Iteration 24Q: 3 clusters Score -4.077268e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166558 members Mstep: Class 2 contains 26326 members Entering Unmasked Estep Score: -40772780.000000 Penalty: 14908.059570 Iteration 25Q: 3 clusters Score -4.077278e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166723 members Mstep: Class 2 contains 26161 members Entering Unmasked Estep Score: -40772768.000000 Penalty: 14908.059570 Iteration 26Q: 3 clusters Score -4.077277e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166870 members Mstep: Class 2 contains 26014 members Entering Unmasked Estep Score: -40772792.000000 Penalty: 14908.059570 Iteration 27Q: 3 clusters Score -4.077279e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167003 members Mstep: Class 2 contains 25881 members Entering Unmasked Estep Score: -40772800.000000 Penalty: 14908.059570 Iteration 28Q: 3 clusters Score -4.07728e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167111 members Mstep: Class 2 contains 25773 members Entering Unmasked Estep Score: -40772856.000000 Penalty: 14908.059570 Iteration 29Q: 3 clusters Score -4.077286e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167200 members Mstep: Class 2 contains 25684 members Entering Unmasked Estep Score: -40772772.000000 Penalty: 14908.059570 Iteration 30Q: 3 clusters Score -4.077277e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167282 members Mstep: Class 2 contains 25602 members Entering Unmasked Estep Score: -40772764.000000 Penalty: 14908.059570 Iteration 31Q: 3 clusters Score -4.077276e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167344 members Mstep: Class 2 contains 25540 members Entering Unmasked Estep Score: -40772756.000000 Penalty: 14908.059570 Iteration 32Q: 3 clusters Score -4.077276e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167392 members Mstep: Class 2 contains 25492 members Entering Unmasked Estep Score: -40772736.000000 Penalty: 14908.059570 Iteration 33Q: 3 clusters Score -4.077274e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167427 members Mstep: Class 2 contains 25457 members Entering Unmasked Estep Score: -40772740.000000 Penalty: 14908.059570 Iteration 34Q: 3 clusters Score -4.077274e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167459 members Mstep: Class 2 contains 25425 members Entering Unmasked Estep Score: -40772768.000000 Penalty: 14908.059570 Iteration 35Q: 3 clusters Score -4.077277e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167490 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -40772788.000000 Penalty: 14908.059570 Iteration 36Q: 3 clusters Score -4.077279e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167520 members Mstep: Class 2 contains 25364 members Entering Unmasked Estep Score: -40772772.000000 Penalty: 14908.059570 Iteration 37Q: 3 clusters Score -4.077277e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167548 members Mstep: Class 2 contains 25336 members Entering Unmasked Estep Score: -40772764.000000 Penalty: 14908.059570 Iteration 38Q: 3 clusters Score -4.077276e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167574 members Mstep: Class 2 contains 25310 members Entering Unmasked Estep Score: -40772812.000000 Penalty: 14908.059570 Iteration 39Q: 3 clusters Score -4.077281e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167591 members Mstep: Class 2 contains 25293 members Entering Unmasked Estep Score: -40772812.000000 Penalty: 14908.059570 Iteration 40F: 3 clusters Score -4.077281e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167605 members Mstep: Class 2 contains 25279 members Entering Unmasked Estep Score: -40772792.000000 Penalty: 14908.059570 Iteration 41Q: 3 clusters Score -4.077279e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167614 members Mstep: Class 2 contains 25270 members Entering Unmasked Estep Score: -40772788.000000 Penalty: 14908.059570 Iteration 42Q: 3 clusters Score -4.077279e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167625 members Mstep: Class 2 contains 25259 members Entering Unmasked Estep Score: -40772816.000000 Penalty: 14908.059570 Iteration 43Q: 3 clusters Score -4.077282e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167638 members Mstep: Class 2 contains 25246 members Entering Unmasked Estep Score: -40772820.000000 Penalty: 14908.059570 Iteration 44Q: 3 clusters Score -4.077282e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167651 members Mstep: Class 2 contains 25233 members Entering Unmasked Estep Score: -40772828.000000 Penalty: 14908.059570 Iteration 45Q: 3 clusters Score -4.077283e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167666 members Mstep: Class 2 contains 25218 members Entering Unmasked Estep Score: -40772848.000000 Penalty: 14908.059570 Iteration 46Q: 3 clusters Score -4.077285e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167684 members Mstep: Class 2 contains 25200 members Entering Unmasked Estep Score: -40772860.000000 Penalty: 14908.059570 Iteration 47Q: 3 clusters Score -4.077286e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167697 members Mstep: Class 2 contains 25187 members Entering Unmasked Estep Score: -40772856.000000 Penalty: 14908.059570 Iteration 48Q: 3 clusters Score -4.077286e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167707 members Mstep: Class 2 contains 25177 members Entering Unmasked Estep Score: -40772848.000000 Penalty: 14908.059570 Iteration 49Q: 3 clusters Score -4.077285e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167714 members Mstep: Class 2 contains 25170 members Entering Unmasked Estep Score: -40772844.000000 Penalty: 14908.059570 Iteration 50Q: 3 clusters Score -4.077284e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167721 members Mstep: Class 2 contains 25163 members Entering Unmasked Estep Score: -40772856.000000 Penalty: 14908.059570 Iteration 51Q: 3 clusters Score -4.077286e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167729 members Mstep: Class 2 contains 25155 members Entering Unmasked Estep Score: -40772884.000000 Penalty: 14908.059570 Iteration 52Q: 3 clusters Score -4.077288e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167736 members Mstep: Class 2 contains 25148 members Entering Unmasked Estep Score: -40772852.000000 Penalty: 14908.059570 Iteration 53Q: 3 clusters Score -4.077285e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167742 members Mstep: Class 2 contains 25142 members Entering Unmasked Estep Score: -40772844.000000 Penalty: 14908.059570 Iteration 54Q: 3 clusters Score -4.077284e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167745 members Mstep: Class 2 contains 25139 members Entering Unmasked Estep Score: -40772828.000000 Penalty: 14908.059570 Iteration 55Q: 3 clusters Score -4.077283e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167745 members Mstep: Class 2 contains 25139 members Entering Unmasked Estep Score: -40772828.000000 Penalty: 14908.059570 Iteration 56F: 3 clusters Score -4.077283e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 1476 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 17313 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 10 contains 6769 members Mstep: Class 11 contains 877 members Mstep: Class 12 contains 167745 members Mstep: Class 13 contains 25139 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 55227 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 26223 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep Score: -119207224.000000 Penalty: 170510.218750 Splitting cluster 12 changes total score from -119191296.000000 to -119207224.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 15 (1341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Entering Unmasked Estep Score: -269985.281250 Penalty: 4410.717285 Iteration 0F: 2 clusters Score -269985.3 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 669 members Entering Unmasked Estep Score: -265532.875000 Penalty: 8821.434570 Iteration 0F: 3 clusters Score -265532.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -266055.125000 Penalty: 8821.434570 Iteration 1F: 3 clusters Score -266055.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -266321.593750 Penalty: 8821.434570 Iteration 2F: 3 clusters Score -266321.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -266505.000000 Penalty: 8821.434570 Iteration 3Q: 3 clusters Score -266505 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -266690.968750 Penalty: 8821.434570 Iteration 4Q: 3 clusters Score -266691 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -266827.750000 Penalty: 8821.434570 Iteration 5Q: 3 clusters Score -266827.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -266998.093750 Penalty: 8821.434570 Iteration 6Q: 3 clusters Score -266998.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -267140.218750 Penalty: 8821.434570 Iteration 7Q: 3 clusters Score -267140.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -267275.562500 Penalty: 8821.434570 Iteration 8Q: 3 clusters Score -267275.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -267375.718750 Penalty: 8821.434570 Iteration 9Q: 3 clusters Score -267375.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -267453.656250 Penalty: 8821.434570 Iteration 10Q: 3 clusters Score -267453.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -267509.906250 Penalty: 8821.434570 Iteration 11Q: 3 clusters Score -267509.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -267541.781250 Penalty: 8821.434570 Iteration 12Q: 3 clusters Score -267541.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -267553.812500 Penalty: 8821.434570 Iteration 13Q: 3 clusters Score -267553.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -267561.875000 Penalty: 8821.434570 Iteration 14Q: 3 clusters Score -267561.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -267583.437500 Penalty: 8821.434570 Iteration 15Q: 3 clusters Score -267583.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -267605.312500 Penalty: 8821.434570 Iteration 16Q: 3 clusters Score -267605.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -267630.875000 Penalty: 8821.434570 Iteration 17Q: 3 clusters Score -267630.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -267719.812500 Penalty: 8821.434570 Iteration 18Q: 3 clusters Score -267719.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -267817.156250 Penalty: 8821.434570 Iteration 19Q: 3 clusters Score -267817.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -267861.093750 Penalty: 8821.434570 Iteration 20F: 3 clusters Score -267861.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -267891.781250 Penalty: 8821.434570 Iteration 21Q: 3 clusters Score -267891.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -267915.750000 Penalty: 8821.434570 Iteration 22Q: 3 clusters Score -267915.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -267926.031250 Penalty: 8821.434570 Iteration 23Q: 3 clusters Score -267926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -267934.687500 Penalty: 8821.434570 Iteration 24Q: 3 clusters Score -267934.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -267940.406250 Penalty: 8821.434570 Iteration 25Q: 3 clusters Score -267940.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -267940.406250 Penalty: 8821.434570 Iteration 26F: 3 clusters Score -267940.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Entering Unmasked Estep Score: -2195030.000000 Penalty: 5658.485840 Iteration 0F: 2 clusters Score -2195030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -2184591.000000 Penalty: 11316.971680 Iteration 0F: 3 clusters Score -2184591 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -2186640.250000 Penalty: 11316.971680 Iteration 1F: 3 clusters Score -2186640 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2187109.250000 Penalty: 11316.971680 Iteration 2F: 3 clusters Score -2187109 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -2187366.250000 Penalty: 11316.971680 Iteration 3Q: 3 clusters Score -2187366 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -2187554.000000 Penalty: 11316.971680 Iteration 4Q: 3 clusters Score -2187554 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -2187672.750000 Penalty: 11316.971680 Iteration 5Q: 3 clusters Score -2187673 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -2187788.750000 Penalty: 11316.971680 Iteration 6Q: 3 clusters Score -2187789 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -2187872.750000 Penalty: 11316.971680 Iteration 7Q: 3 clusters Score -2187873 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -2187931.250000 Penalty: 11316.971680 Iteration 8Q: 3 clusters Score -2187931 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -2187998.000000 Penalty: 11316.971680 Iteration 9Q: 3 clusters Score -2187998 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -2188050.250000 Penalty: 11316.971680 Iteration 10Q: 3 clusters Score -2188050 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -2188100.750000 Penalty: 11316.971680 Iteration 11Q: 3 clusters Score -2188101 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -2188141.000000 Penalty: 11316.971680 Iteration 12Q: 3 clusters Score -2188141 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -2188187.500000 Penalty: 11316.971680 Iteration 13Q: 3 clusters Score -2188188 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -2188229.500000 Penalty: 11316.971680 Iteration 14Q: 3 clusters Score -2188230 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -2188260.500000 Penalty: 11316.971680 Iteration 15Q: 3 clusters Score -2188260 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -2188291.500000 Penalty: 11316.971680 Iteration 16Q: 3 clusters Score -2188292 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -2188324.750000 Penalty: 11316.971680 Iteration 17Q: 3 clusters Score -2188325 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -2188353.000000 Penalty: 11316.971680 Iteration 18Q: 3 clusters Score -2188353 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -2188385.250000 Penalty: 11316.971680 Iteration 19Q: 3 clusters Score -2188385 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -2188411.500000 Penalty: 11316.971680 Iteration 20F: 3 clusters Score -2188412 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -2188446.750000 Penalty: 11316.971680 Iteration 21Q: 3 clusters Score -2188447 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -2188482.750000 Penalty: 11316.971680 Iteration 22Q: 3 clusters Score -2188483 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -2188521.750000 Penalty: 11316.971680 Iteration 23Q: 3 clusters Score -2188522 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -2188545.000000 Penalty: 11316.971680 Iteration 24Q: 3 clusters Score -2188545 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -2188581.750000 Penalty: 11316.971680 Iteration 25Q: 3 clusters Score -2188582 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -2188620.000000 Penalty: 11316.971680 Iteration 26Q: 3 clusters Score -2188620 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -2188664.000000 Penalty: 11316.971680 Iteration 27Q: 3 clusters Score -2188664 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -2188716.500000 Penalty: 11316.971680 Iteration 28Q: 3 clusters Score -2188716 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -2188776.750000 Penalty: 11316.971680 Iteration 29Q: 3 clusters Score -2188777 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -2188841.500000 Penalty: 11316.971680 Iteration 30Q: 3 clusters Score -2188842 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -2188892.750000 Penalty: 11316.971680 Iteration 31Q: 3 clusters Score -2188893 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -2188941.500000 Penalty: 11316.971680 Iteration 32Q: 3 clusters Score -2188942 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -2188992.250000 Penalty: 11316.971680 Iteration 33Q: 3 clusters Score -2188992 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -2189039.000000 Penalty: 11316.971680 Iteration 34Q: 3 clusters Score -2189039 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -2189088.500000 Penalty: 11316.971680 Iteration 35Q: 3 clusters Score -2189088 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -2189133.500000 Penalty: 11316.971680 Iteration 36Q: 3 clusters Score -2189134 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -2189174.500000 Penalty: 11316.971680 Iteration 37Q: 3 clusters Score -2189174 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -2189218.000000 Penalty: 11316.971680 Iteration 38Q: 3 clusters Score -2189218 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -2189254.000000 Penalty: 11316.971680 Iteration 39Q: 3 clusters Score -2189254 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -2189298.750000 Penalty: 11316.971680 Iteration 40F: 3 clusters Score -2189299 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -2189343.000000 Penalty: 11316.971680 Iteration 41Q: 3 clusters Score -2189343 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -2189385.750000 Penalty: 11316.971680 Iteration 42Q: 3 clusters Score -2189386 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -2189432.500000 Penalty: 11316.971680 Iteration 43Q: 3 clusters Score -2189432 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -2189475.750000 Penalty: 11316.971680 Iteration 44Q: 3 clusters Score -2189476 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -2189512.750000 Penalty: 11316.971680 Iteration 45Q: 3 clusters Score -2189513 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -2189544.250000 Penalty: 11316.971680 Iteration 46Q: 3 clusters Score -2189544 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -2189578.250000 Penalty: 11316.971680 Iteration 47Q: 3 clusters Score -2189578 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -2189593.250000 Penalty: 11316.971680 Iteration 48Q: 3 clusters Score -2189593 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -2189618.500000 Penalty: 11316.971680 Iteration 49Q: 3 clusters Score -2189618 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2189642.500000 Penalty: 11316.971680 Iteration 50Q: 3 clusters Score -2189642 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -2189656.000000 Penalty: 11316.971680 Iteration 51Q: 3 clusters Score -2189656 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -2189670.250000 Penalty: 11316.971680 Iteration 52Q: 3 clusters Score -2189670 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -2189689.000000 Penalty: 11316.971680 Iteration 53Q: 3 clusters Score -2189689 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -2189699.250000 Penalty: 11316.971680 Iteration 54Q: 3 clusters Score -2189699 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -2189718.500000 Penalty: 11316.971680 Iteration 55Q: 3 clusters Score -2189718 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -2189730.500000 Penalty: 11316.971680 Iteration 56Q: 3 clusters Score -2189730 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -2189745.000000 Penalty: 11316.971680 Iteration 57Q: 3 clusters Score -2189745 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -2189765.750000 Penalty: 11316.971680 Iteration 58Q: 3 clusters Score -2189766 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -2189776.750000 Penalty: 11316.971680 Iteration 59Q: 3 clusters Score -2189777 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -2189789.250000 Penalty: 11316.971680 Iteration 60F: 3 clusters Score -2189789 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -2189810.000000 Penalty: 11316.971680 Iteration 61Q: 3 clusters Score -2189810 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -2189819.750000 Penalty: 11316.971680 Iteration 62Q: 3 clusters Score -2189820 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -2189828.750000 Penalty: 11316.971680 Iteration 63Q: 3 clusters Score -2189829 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -2189836.750000 Penalty: 11316.971680 Iteration 64Q: 3 clusters Score -2189837 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -2189841.500000 Penalty: 11316.971680 Iteration 65Q: 3 clusters Score -2189842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -2189838.250000 Penalty: 11316.971680 Iteration 66Q: 3 clusters Score -2189838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -2189838.500000 Penalty: 11316.971680 Iteration 67Q: 3 clusters Score -2189838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -2189838.500000 Penalty: 11316.971680 Iteration 68F: 3 clusters Score -2189838 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Entering Unmasked Estep Score: -1152190.125000 Penalty: 5286.632324 Iteration 0F: 2 clusters Score -1152190 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1144780.750000 Penalty: 10573.264648 Iteration 0F: 3 clusters Score -1144781 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -1146012.375000 Penalty: 10573.264648 Iteration 1F: 3 clusters Score -1146012 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1146330.375000 Penalty: 10573.264648 Iteration 2F: 3 clusters Score -1146330 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1146498.250000 Penalty: 10573.264648 Iteration 3Q: 3 clusters Score -1146498 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1146589.500000 Penalty: 10573.264648 Iteration 4Q: 3 clusters Score -1146590 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -1146659.875000 Penalty: 10573.264648 Iteration 5Q: 3 clusters Score -1146660 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1146707.625000 Penalty: 10573.264648 Iteration 6Q: 3 clusters Score -1146708 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -1146751.250000 Penalty: 10573.264648 Iteration 7Q: 3 clusters Score -1146751 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -1146788.000000 Penalty: 10573.264648 Iteration 8Q: 3 clusters Score -1146788 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -1146818.750000 Penalty: 10573.264648 Iteration 9Q: 3 clusters Score -1146819 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -1146843.750000 Penalty: 10573.264648 Iteration 10Q: 3 clusters Score -1146844 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1146857.875000 Penalty: 10573.264648 Iteration 11Q: 3 clusters Score -1146858 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1146872.875000 Penalty: 10573.264648 Iteration 12Q: 3 clusters Score -1146873 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1146886.000000 Penalty: 10573.264648 Iteration 13Q: 3 clusters Score -1146886 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1146896.000000 Penalty: 10573.264648 Iteration 14Q: 3 clusters Score -1146896 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1146902.125000 Penalty: 10573.264648 Iteration 15Q: 3 clusters Score -1146902 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1146911.625000 Penalty: 10573.264648 Iteration 16Q: 3 clusters Score -1146912 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -1146922.000000 Penalty: 10573.264648 Iteration 17Q: 3 clusters Score -1146922 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -1146928.625000 Penalty: 10573.264648 Iteration 18Q: 3 clusters Score -1146929 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1146934.500000 Penalty: 10573.264648 Iteration 19Q: 3 clusters Score -1146934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1146936.750000 Penalty: 10573.264648 Iteration 20F: 3 clusters Score -1146937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -1146939.750000 Penalty: 10573.264648 Iteration 21Q: 3 clusters Score -1146940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -1146941.375000 Penalty: 10573.264648 Iteration 22Q: 3 clusters Score -1146941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1146940.250000 Penalty: 10573.264648 Iteration 23Q: 3 clusters Score -1146940 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1146939.875000 Penalty: 10573.264648 Iteration 24Q: 3 clusters Score -1146940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1146939.875000 Penalty: 10573.264648 Iteration 25F: 3 clusters Score -1146940 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (55227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55227 members Entering Unmasked Estep Score: -11755950.000000 Penalty: 6688.014648 Iteration 0F: 2 clusters Score -1.175595e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27608 members Mstep: Class 2 contains 27619 members Entering Unmasked Estep Score: -11717211.000000 Penalty: 13376.029297 Iteration 0F: 3 clusters Score -1.171721e+07 nChanged 24372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27412 members Mstep: Class 2 contains 27815 members Entering Unmasked Estep Score: -11730051.000000 Penalty: 13376.029297 Iteration 1F: 3 clusters Score -1.173005e+07 nChanged 2815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27331 members Mstep: Class 2 contains 27896 members Entering Unmasked Estep Score: -11731040.000000 Penalty: 13376.029297 Iteration 2F: 3 clusters Score -1.173104e+07 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27241 members Mstep: Class 2 contains 27986 members Entering Unmasked Estep Score: -11731793.000000 Penalty: 13376.029297 Iteration 3Q: 3 clusters Score -1.173179e+07 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27129 members Mstep: Class 2 contains 28098 members Entering Unmasked Estep Score: -11732492.000000 Penalty: 13376.029297 Iteration 4Q: 3 clusters Score -1.173249e+07 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26996 members Mstep: Class 2 contains 28231 members Entering Unmasked Estep Score: -11733078.000000 Penalty: 13376.029297 Iteration 5Q: 3 clusters Score -1.173308e+07 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26864 members Mstep: Class 2 contains 28363 members Entering Unmasked Estep Score: -11733703.000000 Penalty: 13376.029297 Iteration 6Q: 3 clusters Score -1.17337e+07 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26749 members Mstep: Class 2 contains 28478 members Entering Unmasked Estep Score: -11734576.000000 Penalty: 13376.029297 Iteration 7Q: 3 clusters Score -1.173458e+07 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26664 members Mstep: Class 2 contains 28563 members Entering Unmasked Estep Score: -11736026.000000 Penalty: 13376.029297 Iteration 8Q: 3 clusters Score -1.173603e+07 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 28700 members Entering Unmasked Estep Score: -11738551.000000 Penalty: 13376.029297 Iteration 9Q: 3 clusters Score -1.173855e+07 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26146 members Mstep: Class 2 contains 29081 members Entering Unmasked Estep Score: -11742497.000000 Penalty: 13376.029297 Iteration 10F: 3 clusters Score -1.17425e+07 nChanged 4148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24854 members Mstep: Class 2 contains 30373 members Entering Unmasked Estep Score: -11747128.000000 Penalty: 13376.029297 Iteration 11F: 3 clusters Score -1.174713e+07 nChanged 4402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22592 members Mstep: Class 2 contains 32635 members Entering Unmasked Estep Score: -11752149.000000 Penalty: 13376.029297 Iteration 12F: 3 clusters Score -1.175215e+07 nChanged 3935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19995 members Mstep: Class 2 contains 35232 members Entering Unmasked Estep Score: -11757096.000000 Penalty: 13376.029297 Iteration 13F: 3 clusters Score -1.17571e+07 nChanged 2597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18156 members Mstep: Class 2 contains 37071 members Entering Unmasked Estep Score: -11760981.000000 Penalty: 13376.029297 Iteration 14Q: 3 clusters Score -1.176098e+07 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17006 members Mstep: Class 2 contains 38221 members Entering Unmasked Estep Score: -11762720.000000 Penalty: 13376.029297 Iteration 15Q: 3 clusters Score -1.176272e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16331 members Mstep: Class 2 contains 38896 members Entering Unmasked Estep Score: -11763193.000000 Penalty: 13376.029297 Iteration 16Q: 3 clusters Score -1.176319e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 39312 members Entering Unmasked Estep Score: -11763376.000000 Penalty: 13376.029297 Iteration 17Q: 3 clusters Score -1.176338e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Mstep: Class 2 contains 39584 members Entering Unmasked Estep Score: -11763460.000000 Penalty: 13376.029297 Iteration 18Q: 3 clusters Score -1.176346e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 39777 members Entering Unmasked Estep Score: -11763513.000000 Penalty: 13376.029297 Iteration 19Q: 3 clusters Score -1.176351e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 39942 members Entering Unmasked Estep Score: -11763524.000000 Penalty: 13376.029297 Iteration 20F: 3 clusters Score -1.176352e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 40072 members Entering Unmasked Estep Score: -11763557.000000 Penalty: 13376.029297 Iteration 21Q: 3 clusters Score -1.176356e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15052 members Mstep: Class 2 contains 40175 members Entering Unmasked Estep Score: -11763548.000000 Penalty: 13376.029297 Iteration 22Q: 3 clusters Score -1.176355e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14982 members Mstep: Class 2 contains 40245 members Entering Unmasked Estep Score: -11763572.000000 Penalty: 13376.029297 Iteration 23Q: 3 clusters Score -1.176357e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14935 members Mstep: Class 2 contains 40292 members Entering Unmasked Estep Score: -11763561.000000 Penalty: 13376.029297 Iteration 24Q: 3 clusters Score -1.176356e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 40336 members Entering Unmasked Estep Score: -11763584.000000 Penalty: 13376.029297 Iteration 25Q: 3 clusters Score -1.176358e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14861 members Mstep: Class 2 contains 40366 members Entering Unmasked Estep Score: -11763602.000000 Penalty: 13376.029297 Iteration 26Q: 3 clusters Score -1.17636e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14836 members Mstep: Class 2 contains 40391 members Entering Unmasked Estep Score: -11763598.000000 Penalty: 13376.029297 Iteration 27Q: 3 clusters Score -1.17636e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14813 members Mstep: Class 2 contains 40414 members Entering Unmasked Estep Score: -11763604.000000 Penalty: 13376.029297 Iteration 28Q: 3 clusters Score -1.17636e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 40430 members Entering Unmasked Estep Score: -11763599.000000 Penalty: 13376.029297 Iteration 29Q: 3 clusters Score -1.17636e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14787 members Mstep: Class 2 contains 40440 members Entering Unmasked Estep Score: -11763609.000000 Penalty: 13376.029297 Iteration 30Q: 3 clusters Score -1.176361e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14777 members Mstep: Class 2 contains 40450 members Entering Unmasked Estep Score: -11763605.000000 Penalty: 13376.029297 Iteration 31Q: 3 clusters Score -1.17636e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 40453 members Entering Unmasked Estep Score: -11763604.000000 Penalty: 13376.029297 Iteration 32Q: 3 clusters Score -1.17636e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14770 members Mstep: Class 2 contains 40457 members Entering Unmasked Estep Score: -11763606.000000 Penalty: 13376.029297 Iteration 33Q: 3 clusters Score -1.176361e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14767 members Mstep: Class 2 contains 40460 members Entering Unmasked Estep Score: -11763602.000000 Penalty: 13376.029297 Iteration 34Q: 3 clusters Score -1.17636e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14764 members Mstep: Class 2 contains 40463 members Entering Unmasked Estep Score: -11763600.000000 Penalty: 13376.029297 Iteration 35Q: 3 clusters Score -1.17636e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14762 members Mstep: Class 2 contains 40465 members Entering Unmasked Estep Score: -11763600.000000 Penalty: 13376.029297 Iteration 36Q: 3 clusters Score -1.17636e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14762 members Mstep: Class 2 contains 40465 members Entering Unmasked Estep Score: -11763600.000000 Penalty: 13376.029297 Iteration 37F: 3 clusters Score -1.17636e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 1476 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 17313 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 10 contains 6769 members Mstep: Class 11 contains 877 members Mstep: Class 12 contains 167745 members Mstep: Class 13 contains 25139 members Mstep: Class 14 contains 40465 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 14762 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 26223 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep Score: -119213304.000000 Penalty: 178629.750000 Splitting cluster 19 changes total score from -119191296.000000 to -119213304.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 20 (34498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34498 members Entering Unmasked Estep Score: -7327911.000000 Penalty: 6399.802246 Iteration 0F: 2 clusters Score -7327911 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17211 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -7302049.500000 Penalty: 12799.604492 Iteration 0F: 3 clusters Score -7302050 nChanged 14787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 17638 members Entering Unmasked Estep Score: -7309742.500000 Penalty: 12799.604492 Iteration 1F: 3 clusters Score -7309742 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16705 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -7310520.500000 Penalty: 12799.604492 Iteration 2F: 3 clusters Score -7310520 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16466 members Mstep: Class 2 contains 18032 members Entering Unmasked Estep Score: -7311086.500000 Penalty: 12799.604492 Iteration 3Q: 3 clusters Score -7311086 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16145 members Mstep: Class 2 contains 18353 members Entering Unmasked Estep Score: -7311490.500000 Penalty: 12799.604492 Iteration 4Q: 3 clusters Score -7311490 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -7311789.000000 Penalty: 12799.604492 Iteration 5Q: 3 clusters Score -7311789 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15332 members Mstep: Class 2 contains 19166 members Entering Unmasked Estep Score: -7312108.000000 Penalty: 12799.604492 Iteration 6Q: 3 clusters Score -7312108 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 19673 members Entering Unmasked Estep Score: -7312383.000000 Penalty: 12799.604492 Iteration 7Q: 3 clusters Score -7312383 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14251 members Mstep: Class 2 contains 20247 members Entering Unmasked Estep Score: -7312670.500000 Penalty: 12799.604492 Iteration 8Q: 3 clusters Score -7312670 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -7312987.000000 Penalty: 12799.604492 Iteration 9Q: 3 clusters Score -7312987 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12702 members Mstep: Class 2 contains 21796 members Entering Unmasked Estep Score: -7313335.000000 Penalty: 12799.604492 Iteration 10Q: 3 clusters Score -7313335 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 22844 members Entering Unmasked Estep Score: -7313888.500000 Penalty: 12799.604492 Iteration 11Q: 3 clusters Score -7313888 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 24135 members Entering Unmasked Estep Score: -7314638.500000 Penalty: 12799.604492 Iteration 12Q: 3 clusters Score -7314638 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 25636 members Entering Unmasked Estep Score: -7315629.500000 Penalty: 12799.604492 Iteration 13Q: 3 clusters Score -7315630 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 27285 members Entering Unmasked Estep Score: -7316831.000000 Penalty: 12799.604492 Iteration 14Q: 3 clusters Score -7316831 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 28871 members Entering Unmasked Estep Score: -7318059.500000 Penalty: 12799.604492 Iteration 15Q: 3 clusters Score -7318060 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 30275 members Entering Unmasked Estep Score: -7319208.500000 Penalty: 12799.604492 Iteration 16Q: 3 clusters Score -7319208 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 31370 members Entering Unmasked Estep Score: -7320100.500000 Penalty: 12799.604492 Iteration 17Q: 3 clusters Score -7320100 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 32183 members Entering Unmasked Estep Score: -7320806.000000 Penalty: 12799.604492 Iteration 18Q: 3 clusters Score -7320806 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 32713 members Entering Unmasked Estep Score: -7321282.500000 Penalty: 12799.604492 Iteration 19Q: 3 clusters Score -7321282 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 33052 members Entering Unmasked Estep Score: -7321634.000000 Penalty: 12799.604492 Iteration 20F: 3 clusters Score -7321634 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 33250 members Entering Unmasked Estep Score: -7321850.500000 Penalty: 12799.604492 Iteration 21Q: 3 clusters Score -7321850 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 33375 members Entering Unmasked Estep Score: -7321981.000000 Penalty: 12799.604492 Iteration 22Q: 3 clusters Score -7321981 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 33474 members Entering Unmasked Estep Score: -7322072.500000 Penalty: 12799.604492 Iteration 23Q: 3 clusters Score -7322072 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 33530 members Entering Unmasked Estep Score: -7322146.000000 Penalty: 12799.604492 Iteration 24Q: 3 clusters Score -7322146 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 33571 members Entering Unmasked Estep Score: -7322195.500000 Penalty: 12799.604492 Iteration 25Q: 3 clusters Score -7322196 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 33599 members Entering Unmasked Estep Score: -7322225.500000 Penalty: 12799.604492 Iteration 26Q: 3 clusters Score -7322226 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 33623 members Entering Unmasked Estep Score: -7322252.500000 Penalty: 12799.604492 Iteration 27Q: 3 clusters Score -7322252 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 33640 members Entering Unmasked Estep Score: -7322282.500000 Penalty: 12799.604492 Iteration 28Q: 3 clusters Score -7322282 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 33656 members Entering Unmasked Estep Score: -7322303.000000 Penalty: 12799.604492 Iteration 29Q: 3 clusters Score -7322303 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 33671 members Entering Unmasked Estep Score: -7322330.000000 Penalty: 12799.604492 Iteration 30Q: 3 clusters Score -7322330 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 33680 members Entering Unmasked Estep Score: -7322341.500000 Penalty: 12799.604492 Iteration 31Q: 3 clusters Score -7322342 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 33684 members Entering Unmasked Estep Score: -7322359.000000 Penalty: 12799.604492 Iteration 32Q: 3 clusters Score -7322359 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 33688 members Entering Unmasked Estep Score: -7322360.000000 Penalty: 12799.604492 Iteration 33Q: 3 clusters Score -7322360 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 33694 members Entering Unmasked Estep Score: -7322375.000000 Penalty: 12799.604492 Iteration 34Q: 3 clusters Score -7322375 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 33697 members Entering Unmasked Estep Score: -7322381.500000 Penalty: 12799.604492 Iteration 35Q: 3 clusters Score -7322382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 33702 members Entering Unmasked Estep Score: -7322383.500000 Penalty: 12799.604492 Iteration 36Q: 3 clusters Score -7322384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 33704 members Entering Unmasked Estep Score: -7322384.000000 Penalty: 12799.604492 Iteration 37Q: 3 clusters Score -7322384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 33704 members Entering Unmasked Estep Score: -7322384.000000 Penalty: 12799.604492 Iteration 38F: 3 clusters Score -7322384 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (26223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26223 members Entering Unmasked Estep Score: -5439200.000000 Penalty: 6231.814941 Iteration 0F: 2 clusters Score -5439200 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13124 members Mstep: Class 2 contains 13099 members Entering Unmasked Estep Score: -5418813.500000 Penalty: 12463.629883 Iteration 0F: 3 clusters Score -5418814 nChanged 11007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13273 members Mstep: Class 2 contains 12950 members Entering Unmasked Estep Score: -5425337.500000 Penalty: 12463.629883 Iteration 1F: 3 clusters Score -5425338 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13723 members Mstep: Class 2 contains 12500 members Entering Unmasked Estep Score: -5427080.000000 Penalty: 12463.629883 Iteration 2F: 3 clusters Score -5427080 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14625 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -5428788.000000 Penalty: 12463.629883 Iteration 3F: 3 clusters Score -5428788 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15995 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -5430616.000000 Penalty: 12463.629883 Iteration 4F: 3 clusters Score -5430616 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17617 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -5432496.500000 Penalty: 12463.629883 Iteration 5F: 3 clusters Score -5432496 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19202 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -5434158.500000 Penalty: 12463.629883 Iteration 6F: 3 clusters Score -5434158 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20616 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -5435504.500000 Penalty: 12463.629883 Iteration 7F: 3 clusters Score -5435504 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21799 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -5436557.000000 Penalty: 12463.629883 Iteration 8Q: 3 clusters Score -5436557 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22684 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -5437356.500000 Penalty: 12463.629883 Iteration 9Q: 3 clusters Score -5437356 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23382 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -5437947.000000 Penalty: 12463.629883 Iteration 10Q: 3 clusters Score -5437947 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23911 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -5438412.000000 Penalty: 12463.629883 Iteration 11Q: 3 clusters Score -5438412 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24288 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -5438707.000000 Penalty: 12463.629883 Iteration 12Q: 3 clusters Score -5438707 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24564 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -5438922.500000 Penalty: 12463.629883 Iteration 13Q: 3 clusters Score -5438922 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24737 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -5439073.000000 Penalty: 12463.629883 Iteration 14Q: 3 clusters Score -5439073 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24863 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -5439166.500000 Penalty: 12463.629883 Iteration 15Q: 3 clusters Score -5439166 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24960 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -5439223.500000 Penalty: 12463.629883 Iteration 16Q: 3 clusters Score -5439224 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25030 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -5439268.000000 Penalty: 12463.629883 Iteration 17Q: 3 clusters Score -5439268 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25079 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -5439307.500000 Penalty: 12463.629883 Iteration 18Q: 3 clusters Score -5439308 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25114 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -5439327.000000 Penalty: 12463.629883 Iteration 19Q: 3 clusters Score -5439327 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25144 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -5439343.500000 Penalty: 12463.629883 Iteration 20F: 3 clusters Score -5439344 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25175 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -5439363.500000 Penalty: 12463.629883 Iteration 21Q: 3 clusters Score -5439364 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25194 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -5439384.500000 Penalty: 12463.629883 Iteration 22Q: 3 clusters Score -5439384 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25205 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -5439389.000000 Penalty: 12463.629883 Iteration 23Q: 3 clusters Score -5439389 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25215 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -5439398.000000 Penalty: 12463.629883 Iteration 24Q: 3 clusters Score -5439398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25221 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -5439399.500000 Penalty: 12463.629883 Iteration 25Q: 3 clusters Score -5439400 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25223 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -5439394.000000 Penalty: 12463.629883 Iteration 26Q: 3 clusters Score -5439394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25225 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -5439399.000000 Penalty: 12463.629883 Iteration 27Q: 3 clusters Score -5439399 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25225 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -5439399.000000 Penalty: 12463.629883 Iteration 28F: 3 clusters Score -5439399 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 1476 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 17313 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 10 contains 6769 members Mstep: Class 11 contains 877 members Mstep: Class 12 contains 167745 members Mstep: Class 13 contains 25139 members Mstep: Class 14 contains 40465 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 998 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 14762 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 25225 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep Score: -119211720.000000 Penalty: 186749.281250 Splitting cluster 21 changes total score from -119191296.000000 to -119211720.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 22 (2456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Entering Unmasked Estep Score: -513574.656250 Penalty: 4781.352051 Iteration 0F: 2 clusters Score -513574.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -508266.687500 Penalty: 9562.704102 Iteration 0F: 3 clusters Score -508266.7 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -509356.843750 Penalty: 9562.704102 Iteration 1F: 3 clusters Score -509356.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -510443.156250 Penalty: 9562.704102 Iteration 2F: 3 clusters Score -510443.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -511392.656250 Penalty: 9562.704102 Iteration 3F: 3 clusters Score -511392.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -511832.656250 Penalty: 9562.704102 Iteration 4F: 3 clusters Score -511832.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -512149.500000 Penalty: 9562.704102 Iteration 5F: 3 clusters Score -512149.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -512343.187500 Penalty: 9562.704102 Iteration 6Q: 3 clusters Score -512343.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -512460.343750 Penalty: 9562.704102 Iteration 7Q: 3 clusters Score -512460.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -512530.843750 Penalty: 9562.704102 Iteration 8Q: 3 clusters Score -512530.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -512575.843750 Penalty: 9562.704102 Iteration 9Q: 3 clusters Score -512575.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -512593.312500 Penalty: 9562.704102 Iteration 10Q: 3 clusters Score -512593.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -512599.031250 Penalty: 9562.704102 Iteration 11Q: 3 clusters Score -512599 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -512599.781250 Penalty: 9562.704102 Iteration 12Q: 3 clusters Score -512599.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -512599.781250 Penalty: 9562.704102 Iteration 13F: 3 clusters Score -512599.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (10703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10703 members Entering Unmasked Estep Score: -2178749.000000 Penalty: 5682.946289 Iteration 0F: 2 clusters Score -2178749 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -2168097.500000 Penalty: 11365.892578 Iteration 0F: 3 clusters Score -2168098 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -2170313.750000 Penalty: 11365.892578 Iteration 1F: 3 clusters Score -2170314 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -2170840.250000 Penalty: 11365.892578 Iteration 2F: 3 clusters Score -2170840 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -2171176.250000 Penalty: 11365.892578 Iteration 3Q: 3 clusters Score -2171176 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -2171499.750000 Penalty: 11365.892578 Iteration 4Q: 3 clusters Score -2171500 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -2171785.750000 Penalty: 11365.892578 Iteration 5Q: 3 clusters Score -2171786 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -2172012.500000 Penalty: 11365.892578 Iteration 6Q: 3 clusters Score -2172012 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -2172195.000000 Penalty: 11365.892578 Iteration 7Q: 3 clusters Score -2172195 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -2172366.000000 Penalty: 11365.892578 Iteration 8Q: 3 clusters Score -2172366 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -2172526.750000 Penalty: 11365.892578 Iteration 9Q: 3 clusters Score -2172527 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -2172680.250000 Penalty: 11365.892578 Iteration 10Q: 3 clusters Score -2172680 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -2172829.250000 Penalty: 11365.892578 Iteration 11Q: 3 clusters Score -2172829 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -2172957.500000 Penalty: 11365.892578 Iteration 12Q: 3 clusters Score -2172958 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -2173095.500000 Penalty: 11365.892578 Iteration 13Q: 3 clusters Score -2173096 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -2173243.000000 Penalty: 11365.892578 Iteration 14Q: 3 clusters Score -2173243 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -2173401.500000 Penalty: 11365.892578 Iteration 15Q: 3 clusters Score -2173402 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -2173550.250000 Penalty: 11365.892578 Iteration 16Q: 3 clusters Score -2173550 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -2173707.500000 Penalty: 11365.892578 Iteration 17Q: 3 clusters Score -2173708 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -2173841.500000 Penalty: 11365.892578 Iteration 18Q: 3 clusters Score -2173842 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -2173973.750000 Penalty: 11365.892578 Iteration 19Q: 3 clusters Score -2173974 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -2174088.000000 Penalty: 11365.892578 Iteration 20F: 3 clusters Score -2174088 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -2174204.250000 Penalty: 11365.892578 Iteration 21Q: 3 clusters Score -2174204 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -2174328.250000 Penalty: 11365.892578 Iteration 22Q: 3 clusters Score -2174328 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -2174444.750000 Penalty: 11365.892578 Iteration 23Q: 3 clusters Score -2174445 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -2174551.000000 Penalty: 11365.892578 Iteration 24Q: 3 clusters Score -2174551 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -2174636.750000 Penalty: 11365.892578 Iteration 25Q: 3 clusters Score -2174637 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -2174693.000000 Penalty: 11365.892578 Iteration 26Q: 3 clusters Score -2174693 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -2174752.000000 Penalty: 11365.892578 Iteration 27Q: 3 clusters Score -2174752 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -2174786.000000 Penalty: 11365.892578 Iteration 28Q: 3 clusters Score -2174786 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -2174831.000000 Penalty: 11365.892578 Iteration 29Q: 3 clusters Score -2174831 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2174876.750000 Penalty: 11365.892578 Iteration 30Q: 3 clusters Score -2174877 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -2174904.000000 Penalty: 11365.892578 Iteration 31Q: 3 clusters Score -2174904 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -2174923.500000 Penalty: 11365.892578 Iteration 32Q: 3 clusters Score -2174924 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -2174944.000000 Penalty: 11365.892578 Iteration 33Q: 3 clusters Score -2174944 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -2174953.750000 Penalty: 11365.892578 Iteration 34Q: 3 clusters Score -2174954 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -2174970.750000 Penalty: 11365.892578 Iteration 35Q: 3 clusters Score -2174971 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -2174990.250000 Penalty: 11365.892578 Iteration 36Q: 3 clusters Score -2174990 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -2174997.000000 Penalty: 11365.892578 Iteration 37Q: 3 clusters Score -2174997 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -2175006.000000 Penalty: 11365.892578 Iteration 38Q: 3 clusters Score -2175006 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -2175011.500000 Penalty: 11365.892578 Iteration 39Q: 3 clusters Score -2175012 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -2175018.500000 Penalty: 11365.892578 Iteration 40F: 3 clusters Score -2175018 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -2175016.750000 Penalty: 11365.892578 Iteration 41Q: 3 clusters Score -2175017 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -2175016.750000 Penalty: 11365.892578 Iteration 42Q: 3 clusters Score -2175017 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -2175021.000000 Penalty: 11365.892578 Iteration 43Q: 3 clusters Score -2175021 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -2175026.000000 Penalty: 11365.892578 Iteration 44Q: 3 clusters Score -2175026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -2175030.000000 Penalty: 11365.892578 Iteration 45Q: 3 clusters Score -2175030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -2175032.750000 Penalty: 11365.892578 Iteration 46Q: 3 clusters Score -2175033 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -2175035.500000 Penalty: 11365.892578 Iteration 47Q: 3 clusters Score -2175036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -2175035.000000 Penalty: 11365.892578 Iteration 48Q: 3 clusters Score -2175035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -2175032.750000 Penalty: 11365.892578 Iteration 49Q: 3 clusters Score -2175033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -2175037.000000 Penalty: 11365.892578 Iteration 50Q: 3 clusters Score -2175037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -2175037.250000 Penalty: 11365.892578 Iteration 51Q: 3 clusters Score -2175037 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -2175037.250000 Penalty: 11365.892578 Iteration 52F: 3 clusters Score -2175037 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 1330 members Mstep: Class 3 contains 1476 members Mstep: Class 4 contains 500 members Mstep: Class 6 contains 15621 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 13345 members Mstep: Class 12 contains 167745 members Mstep: Class 15 contains 1341 members Mstep: Class 17 contains 10284 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 14762 members Mstep: Class 20 contains 34498 members Mstep: Class 21 contains 25225 members Mstep: Class 22 contains 2456 members Mstep: Class 23 contains 10703 members Entering Unmasked Estep ConsiderDeletion Score: -119218120.000000 Penalty: 186749.281250 Iteration 39Q: 24 clusters Score -1.192181e+08 nChanged 12809 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 167590 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1473 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 17389 members Mstep: Class 6 contains 15900 members Mstep: Class 7 contains 6477 members Mstep: Class 8 contains 1343 members Mstep: Class 9 contains 13283 members Mstep: Class 10 contains 6927 members Mstep: Class 11 contains 873 members Mstep: Class 12 contains 167686 members Mstep: Class 13 contains 25212 members Mstep: Class 14 contains 40096 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 9534 members Mstep: Class 18 contains 5827 members Mstep: Class 19 contains 14804 members Mstep: Class 20 contains 34690 members Mstep: Class 21 contains 25013 members Mstep: Class 22 contains 2454 members Mstep: Class 23 contains 10850 members Entering Unmasked Estep ConsiderDeletion Score: -119227808.000000 Penalty: 186749.281250 Iteration 40F: 24 clusters Score -1.192278e+08 nChanged 8970 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 166218 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1485 members Mstep: Class 4 contains 516 members Mstep: Class 5 contains 17766 members Mstep: Class 6 contains 15811 members Mstep: Class 7 contains 6488 members Mstep: Class 8 contains 1339 members Mstep: Class 9 contains 13038 members Mstep: Class 10 contains 7666 members Mstep: Class 11 contains 863 members Mstep: Class 12 contains 167160 members Mstep: Class 13 contains 27338 members Mstep: Class 14 contains 40434 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 1030 members Mstep: Class 17 contains 8918 members Mstep: Class 18 contains 5659 members Mstep: Class 19 contains 14268 members Mstep: Class 20 contains 34684 members Mstep: Class 21 contains 24951 members Mstep: Class 22 contains 2450 members Mstep: Class 23 contains 10881 members Entering Unmasked Estep ConsiderDeletion Score: -119231920.000000 Penalty: 186749.281250 Iteration 41Q: 24 clusters Score -1.192319e+08 nChanged 5117 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 165377 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1469 members Mstep: Class 4 contains 518 members Mstep: Class 5 contains 17928 members Mstep: Class 6 contains 15795 members Mstep: Class 7 contains 6490 members Mstep: Class 8 contains 1336 members Mstep: Class 9 contains 12922 members Mstep: Class 10 contains 7884 members Mstep: Class 11 contains 861 members Mstep: Class 12 contains 167023 members Mstep: Class 13 contains 28785 members Mstep: Class 14 contains 40637 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 965 members Mstep: Class 17 contains 8425 members Mstep: Class 18 contains 5679 members Mstep: Class 19 contains 13850 members Mstep: Class 20 contains 34704 members Mstep: Class 21 contains 24981 members Mstep: Class 22 contains 2446 members Mstep: Class 23 contains 10891 members Entering Unmasked Estep ConsiderDeletion Score: -119233216.000000 Penalty: 186749.281250 Iteration 42Q: 24 clusters Score -1.192332e+08 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 164814 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1461 members Mstep: Class 4 contains 521 members Mstep: Class 5 contains 18042 members Mstep: Class 6 contains 15774 members Mstep: Class 7 contains 6494 members Mstep: Class 8 contains 1336 members Mstep: Class 9 contains 12843 members Mstep: Class 10 contains 7949 members Mstep: Class 11 contains 858 members Mstep: Class 12 contains 166848 members Mstep: Class 13 contains 29959 members Mstep: Class 14 contains 40820 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 901 members Mstep: Class 17 contains 8003 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 13525 members Mstep: Class 20 contains 34704 members Mstep: Class 21 contains 25066 members Mstep: Class 22 contains 2445 members Mstep: Class 23 contains 10880 members Entering Unmasked Estep ConsiderDeletion Score: -119234160.000000 Penalty: 186749.281250 Iteration 43Q: 24 clusters Score -1.192342e+08 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 164350 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1458 members Mstep: Class 4 contains 525 members Mstep: Class 5 contains 18135 members Mstep: Class 6 contains 15758 members Mstep: Class 7 contains 6495 members Mstep: Class 8 contains 1336 members Mstep: Class 9 contains 12801 members Mstep: Class 10 contains 7982 members Mstep: Class 11 contains 854 members Mstep: Class 12 contains 166670 members Mstep: Class 13 contains 30978 members Mstep: Class 14 contains 40949 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 857 members Mstep: Class 17 contains 7638 members Mstep: Class 18 contains 5756 members Mstep: Class 19 contains 13262 members Mstep: Class 20 contains 34716 members Mstep: Class 21 contains 25152 members Mstep: Class 22 contains 2444 members Mstep: Class 23 contains 10850 members Entering Unmasked Estep ConsiderDeletion Score: -119234568.000000 Penalty: 186749.281250 Iteration 44Q: 24 clusters Score -1.192346e+08 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 163987 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1456 members Mstep: Class 4 contains 531 members Mstep: Class 5 contains 18214 members Mstep: Class 6 contains 15736 members Mstep: Class 7 contains 6507 members Mstep: Class 8 contains 1335 members Mstep: Class 9 contains 12765 members Mstep: Class 10 contains 8001 members Mstep: Class 11 contains 848 members Mstep: Class 12 contains 166528 members Mstep: Class 13 contains 31838 members Mstep: Class 14 contains 41038 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 829 members Mstep: Class 17 contains 7326 members Mstep: Class 18 contains 5762 members Mstep: Class 19 contains 13061 members Mstep: Class 20 contains 34705 members Mstep: Class 21 contains 25211 members Mstep: Class 22 contains 2442 members Mstep: Class 23 contains 10846 members Entering Unmasked Estep ConsiderDeletion Score: -119234944.000000 Penalty: 186749.281250 Iteration 45Q: 24 clusters Score -1.192349e+08 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 163710 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1453 members Mstep: Class 4 contains 535 members Mstep: Class 5 contains 18277 members Mstep: Class 6 contains 15721 members Mstep: Class 7 contains 6524 members Mstep: Class 8 contains 1335 members Mstep: Class 9 contains 12741 members Mstep: Class 10 contains 8017 members Mstep: Class 11 contains 844 members Mstep: Class 12 contains 166312 members Mstep: Class 13 contains 32577 members Mstep: Class 14 contains 41097 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 811 members Mstep: Class 17 contains 7083 members Mstep: Class 18 contains 5765 members Mstep: Class 19 contains 12907 members Mstep: Class 20 contains 34702 members Mstep: Class 21 contains 25263 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10851 members Entering Unmasked Estep ConsiderDeletion Score: -119235432.000000 Penalty: 186749.281250 Iteration 46Q: 24 clusters Score -1.192354e+08 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 163450 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1449 members Mstep: Class 4 contains 543 members Mstep: Class 5 contains 18346 members Mstep: Class 6 contains 15711 members Mstep: Class 7 contains 6537 members Mstep: Class 8 contains 1335 members Mstep: Class 9 contains 12724 members Mstep: Class 10 contains 8024 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 166108 members Mstep: Class 13 contains 33235 members Mstep: Class 14 contains 41144 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 797 members Mstep: Class 17 contains 6860 members Mstep: Class 18 contains 5750 members Mstep: Class 19 contains 12779 members Mstep: Class 20 contains 34709 members Mstep: Class 21 contains 25326 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10862 members Entering Unmasked Estep ConsiderDeletion Score: -119235216.000000 Penalty: 186749.281250 Iteration 47Q: 24 clusters Score -1.192352e+08 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 163222 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1447 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18400 members Mstep: Class 6 contains 15695 members Mstep: Class 7 contains 6555 members Mstep: Class 8 contains 1335 members Mstep: Class 9 contains 12719 members Mstep: Class 10 contains 8029 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165924 members Mstep: Class 13 contains 33808 members Mstep: Class 14 contains 41162 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 794 members Mstep: Class 17 contains 6696 members Mstep: Class 18 contains 5742 members Mstep: Class 19 contains 12671 members Mstep: Class 20 contains 34716 members Mstep: Class 21 contains 25365 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10866 members Entering Unmasked Estep ConsiderDeletion Score: -119235112.000000 Penalty: 186749.281250 Iteration 48Q: 24 clusters Score -1.192351e+08 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 163012 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1447 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18455 members Mstep: Class 6 contains 15683 members Mstep: Class 7 contains 6589 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12710 members Mstep: Class 10 contains 8032 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165753 members Mstep: Class 13 contains 34338 members Mstep: Class 14 contains 41169 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 794 members Mstep: Class 17 contains 6536 members Mstep: Class 18 contains 5748 members Mstep: Class 19 contains 12592 members Mstep: Class 20 contains 34715 members Mstep: Class 21 contains 25398 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10842 members Entering Unmasked Estep ConsiderDeletion Score: -119235560.000000 Penalty: 186749.281250 Iteration 49Q: 24 clusters Score -1.192356e+08 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 162808 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1446 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18522 members Mstep: Class 6 contains 15673 members Mstep: Class 7 contains 6630 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12690 members Mstep: Class 10 contains 8037 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165613 members Mstep: Class 13 contains 34808 members Mstep: Class 14 contains 41172 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 794 members Mstep: Class 17 contains 6389 members Mstep: Class 18 contains 5735 members Mstep: Class 19 contains 12526 members Mstep: Class 20 contains 34720 members Mstep: Class 21 contains 25422 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10828 members Entering Unmasked Estep ConsiderDeletion Score: -119235672.000000 Penalty: 186749.281250 Iteration 50Q: 24 clusters Score -1.192357e+08 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 162622 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1446 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18573 members Mstep: Class 6 contains 15676 members Mstep: Class 7 contains 6685 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12688 members Mstep: Class 10 contains 8039 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165531 members Mstep: Class 13 contains 35166 members Mstep: Class 14 contains 41171 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 794 members Mstep: Class 17 contains 6241 members Mstep: Class 18 contains 5710 members Mstep: Class 19 contains 12482 members Mstep: Class 20 contains 34735 members Mstep: Class 21 contains 25455 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10799 members Entering Unmasked Estep ConsiderDeletion Score: -119235984.000000 Penalty: 186749.281250 Iteration 51Q: 24 clusters Score -1.19236e+08 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 162452 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18611 members Mstep: Class 6 contains 15679 members Mstep: Class 7 contains 6744 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12684 members Mstep: Class 10 contains 8042 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165438 members Mstep: Class 13 contains 35481 members Mstep: Class 14 contains 41176 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 792 members Mstep: Class 17 contains 6109 members Mstep: Class 18 contains 5723 members Mstep: Class 19 contains 12438 members Mstep: Class 20 contains 34740 members Mstep: Class 21 contains 25490 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10769 members Entering Unmasked Estep ConsiderDeletion Score: -119235992.000000 Penalty: 186749.281250 Iteration 52Q: 24 clusters Score -1.19236e+08 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 162319 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18633 members Mstep: Class 6 contains 15676 members Mstep: Class 7 contains 6802 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12686 members Mstep: Class 10 contains 8039 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165330 members Mstep: Class 13 contains 35781 members Mstep: Class 14 contains 41188 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 789 members Mstep: Class 17 contains 5997 members Mstep: Class 18 contains 5728 members Mstep: Class 19 contains 12387 members Mstep: Class 20 contains 34744 members Mstep: Class 21 contains 25529 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10740 members Entering Unmasked Estep ConsiderDeletion Score: -119236280.000000 Penalty: 186749.281250 Iteration 53Q: 24 clusters Score -1.192363e+08 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 162214 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18663 members Mstep: Class 6 contains 15674 members Mstep: Class 7 contains 6862 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12679 members Mstep: Class 10 contains 8039 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165236 members Mstep: Class 13 contains 36030 members Mstep: Class 14 contains 41199 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 788 members Mstep: Class 17 contains 5899 members Mstep: Class 18 contains 5737 members Mstep: Class 19 contains 12347 members Mstep: Class 20 contains 34749 members Mstep: Class 21 contains 25556 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10696 members Entering Unmasked Estep ConsiderDeletion Score: -119236336.000000 Penalty: 186749.281250 Iteration 54Q: 24 clusters Score -1.192363e+08 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 162106 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18686 members Mstep: Class 6 contains 15672 members Mstep: Class 7 contains 6915 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12677 members Mstep: Class 10 contains 8040 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165159 members Mstep: Class 13 contains 36246 members Mstep: Class 14 contains 41210 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 788 members Mstep: Class 17 contains 5794 members Mstep: Class 18 contains 5744 members Mstep: Class 19 contains 12319 members Mstep: Class 20 contains 34762 members Mstep: Class 21 contains 25596 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10654 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 8110.049316 but Gain 8119.531250 Score: -119236688.000000 Penalty: 178629.750000 Iteration 55Q: 23 clusters Score -1.192367e+08 nChanged 6345 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 162004 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18703 members Mstep: Class 6 contains 15676 members Mstep: Class 7 contains 6954 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12680 members Mstep: Class 10 contains 8037 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 167354 members Mstep: Class 13 contains 36451 members Mstep: Class 14 contains 41218 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 787 members Mstep: Class 18 contains 5744 members Mstep: Class 19 contains 12291 members Mstep: Class 20 contains 34763 members Mstep: Class 21 contains 29066 members Mstep: Class 22 contains 2440 members Mstep: Class 23 contains 10640 members Entering Unmasked Estep ConsiderDeletion Score: -119243384.000000 Penalty: 178629.750000 Iteration 56Q: 23 clusters Score -1.192434e+08 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 161984 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18732 members Mstep: Class 6 contains 15698 members Mstep: Class 7 contains 6996 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12695 members Mstep: Class 10 contains 8045 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 166717 members Mstep: Class 13 contains 36724 members Mstep: Class 14 contains 41261 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 788 members Mstep: Class 18 contains 5744 members Mstep: Class 19 contains 12275 members Mstep: Class 20 contains 34778 members Mstep: Class 21 contains 29297 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10633 members Entering Unmasked Estep ConsiderDeletion Score: -119243448.000000 Penalty: 178629.750000 Iteration 57Q: 23 clusters Score -1.192434e+08 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 161919 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18751 members Mstep: Class 6 contains 15704 members Mstep: Class 7 contains 7034 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12687 members Mstep: Class 10 contains 8047 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 166350 members Mstep: Class 13 contains 36961 members Mstep: Class 14 contains 41269 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 788 members Mstep: Class 18 contains 5749 members Mstep: Class 19 contains 12261 members Mstep: Class 20 contains 34782 members Mstep: Class 21 contains 29445 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10620 members Entering Unmasked Estep ConsiderDeletion Score: -119243912.000000 Penalty: 178629.750000 Iteration 58Q: 23 clusters Score -1.192439e+08 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 161811 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18759 members Mstep: Class 6 contains 15704 members Mstep: Class 7 contains 7070 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12685 members Mstep: Class 10 contains 8049 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 166087 members Mstep: Class 13 contains 37177 members Mstep: Class 14 contains 41276 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 787 members Mstep: Class 18 contains 5755 members Mstep: Class 19 contains 12229 members Mstep: Class 20 contains 34787 members Mstep: Class 21 contains 29550 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10641 members Entering Unmasked Estep ConsiderDeletion Score: -119244064.000000 Penalty: 178629.750000 Iteration 59Q: 23 clusters Score -1.192441e+08 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 161685 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1445 members Mstep: Class 4 contains 544 members Mstep: Class 5 contains 18765 members Mstep: Class 6 contains 15708 members Mstep: Class 7 contains 7099 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12672 members Mstep: Class 10 contains 8050 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165907 members Mstep: Class 13 contains 37361 members Mstep: Class 14 contains 41283 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 788 members Mstep: Class 18 contains 5764 members Mstep: Class 19 contains 12198 members Mstep: Class 20 contains 34796 members Mstep: Class 21 contains 29610 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10681 members Entering Unmasked Estep ConsiderDeletion Score: -119245056.000000 Penalty: 178629.750000 Iteration 60F: 23 clusters Score -1.192451e+08 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 161553 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1447 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18788 members Mstep: Class 6 contains 15714 members Mstep: Class 7 contains 7178 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12660 members Mstep: Class 10 contains 8052 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165741 members Mstep: Class 13 contains 37522 members Mstep: Class 14 contains 41296 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 792 members Mstep: Class 18 contains 5767 members Mstep: Class 19 contains 12170 members Mstep: Class 20 contains 34799 members Mstep: Class 21 contains 29649 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10690 members Entering Unmasked Estep ConsiderDeletion Score: -119246000.000000 Penalty: 178629.750000 Iteration 61Q: 23 clusters Score -1.19246e+08 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 161376 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1438 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18808 members Mstep: Class 6 contains 15711 members Mstep: Class 7 contains 7256 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12658 members Mstep: Class 10 contains 8062 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165626 members Mstep: Class 13 contains 37677 members Mstep: Class 14 contains 41302 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 785 members Mstep: Class 18 contains 5774 members Mstep: Class 19 contains 12142 members Mstep: Class 20 contains 34796 members Mstep: Class 21 contains 29681 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10726 members Entering Unmasked Estep ConsiderDeletion Score: -119246296.000000 Penalty: 178629.750000 Iteration 62Q: 23 clusters Score -1.192463e+08 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 161195 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1436 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18831 members Mstep: Class 6 contains 15709 members Mstep: Class 7 contains 7321 members Mstep: Class 8 contains 1334 members Mstep: Class 9 contains 12661 members Mstep: Class 10 contains 8068 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165516 members Mstep: Class 13 contains 37810 members Mstep: Class 14 contains 41307 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 784 members Mstep: Class 18 contains 5785 members Mstep: Class 19 contains 12117 members Mstep: Class 20 contains 34797 members Mstep: Class 21 contains 29697 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10784 members Entering Unmasked Estep ConsiderDeletion Score: -119246656.000000 Penalty: 178629.750000 Iteration 63Q: 23 clusters Score -1.192467e+08 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 161013 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18855 members Mstep: Class 6 contains 15701 members Mstep: Class 7 contains 7377 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12651 members Mstep: Class 10 contains 8074 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165437 members Mstep: Class 13 contains 37924 members Mstep: Class 14 contains 41311 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 783 members Mstep: Class 18 contains 5812 members Mstep: Class 19 contains 12095 members Mstep: Class 20 contains 34795 members Mstep: Class 21 contains 29713 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10846 members Entering Unmasked Estep ConsiderDeletion Score: -119246520.000000 Penalty: 178629.750000 Iteration 64Q: 23 clusters Score -1.192465e+08 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 160837 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18876 members Mstep: Class 6 contains 15700 members Mstep: Class 7 contains 7418 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12645 members Mstep: Class 10 contains 8079 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165363 members Mstep: Class 13 contains 38024 members Mstep: Class 14 contains 41317 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 782 members Mstep: Class 18 contains 5835 members Mstep: Class 19 contains 12075 members Mstep: Class 20 contains 34792 members Mstep: Class 21 contains 29723 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 10922 members Entering Unmasked Estep ConsiderDeletion Score: -119246736.000000 Penalty: 178629.750000 Iteration 65Q: 23 clusters Score -1.192467e+08 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 160671 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1429 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18895 members Mstep: Class 6 contains 15700 members Mstep: Class 7 contains 7454 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12631 members Mstep: Class 10 contains 8083 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165303 members Mstep: Class 13 contains 38115 members Mstep: Class 14 contains 41322 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 781 members Mstep: Class 18 contains 5849 members Mstep: Class 19 contains 12052 members Mstep: Class 20 contains 34792 members Mstep: Class 21 contains 29738 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11004 members Entering Unmasked Estep ConsiderDeletion Score: -119246848.000000 Penalty: 178629.750000 Iteration 66Q: 23 clusters Score -1.192468e+08 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 160517 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18920 members Mstep: Class 6 contains 15696 members Mstep: Class 7 contains 7503 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12634 members Mstep: Class 10 contains 8084 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165251 members Mstep: Class 13 contains 38188 members Mstep: Class 14 contains 41327 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 780 members Mstep: Class 18 contains 5849 members Mstep: Class 19 contains 12028 members Mstep: Class 20 contains 34789 members Mstep: Class 21 contains 29745 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11081 members Entering Unmasked Estep ConsiderDeletion Score: -119246768.000000 Penalty: 178629.750000 Iteration 67Q: 23 clusters Score -1.192468e+08 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 160337 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18943 members Mstep: Class 6 contains 15695 members Mstep: Class 7 contains 7534 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12633 members Mstep: Class 10 contains 8087 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165216 members Mstep: Class 13 contains 38260 members Mstep: Class 14 contains 41331 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 780 members Mstep: Class 18 contains 5853 members Mstep: Class 19 contains 12014 members Mstep: Class 20 contains 34793 members Mstep: Class 21 contains 29749 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11168 members Entering Unmasked Estep ConsiderDeletion Score: -119246728.000000 Penalty: 178629.750000 Iteration 68Q: 23 clusters Score -1.192467e+08 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 160197 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18968 members Mstep: Class 6 contains 15694 members Mstep: Class 7 contains 7544 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12628 members Mstep: Class 10 contains 8089 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165174 members Mstep: Class 13 contains 38327 members Mstep: Class 14 contains 41332 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 780 members Mstep: Class 18 contains 5855 members Mstep: Class 19 contains 12003 members Mstep: Class 20 contains 34794 members Mstep: Class 21 contains 29751 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11257 members Entering Unmasked Estep ConsiderDeletion Score: -119246928.000000 Penalty: 178629.750000 Iteration 69Q: 23 clusters Score -1.192469e+08 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 160067 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18983 members Mstep: Class 6 contains 15692 members Mstep: Class 7 contains 7564 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12631 members Mstep: Class 10 contains 8093 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165138 members Mstep: Class 13 contains 38380 members Mstep: Class 14 contains 41333 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 780 members Mstep: Class 18 contains 5860 members Mstep: Class 19 contains 11990 members Mstep: Class 20 contains 34799 members Mstep: Class 21 contains 29752 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11331 members Entering Unmasked Estep ConsiderDeletion Score: -119246984.000000 Penalty: 178629.750000 Iteration 70Q: 23 clusters Score -1.19247e+08 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159941 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 18999 members Mstep: Class 6 contains 15691 members Mstep: Class 7 contains 7584 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12639 members Mstep: Class 10 contains 8093 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165097 members Mstep: Class 13 contains 38444 members Mstep: Class 14 contains 41339 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 780 members Mstep: Class 18 contains 5866 members Mstep: Class 19 contains 11978 members Mstep: Class 20 contains 34800 members Mstep: Class 21 contains 29751 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11391 members Entering Unmasked Estep ConsiderDeletion Score: -119247072.000000 Penalty: 178629.750000 Iteration 71Q: 23 clusters Score -1.192471e+08 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159820 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19015 members Mstep: Class 6 contains 15689 members Mstep: Class 7 contains 7608 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12654 members Mstep: Class 10 contains 8092 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165049 members Mstep: Class 13 contains 38497 members Mstep: Class 14 contains 41346 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5862 members Mstep: Class 19 contains 11972 members Mstep: Class 20 contains 34798 members Mstep: Class 21 contains 29751 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11461 members Entering Unmasked Estep ConsiderDeletion Score: -119247080.000000 Penalty: 178629.750000 Iteration 72Q: 23 clusters Score -1.192471e+08 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159708 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19038 members Mstep: Class 6 contains 15688 members Mstep: Class 7 contains 7626 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12660 members Mstep: Class 10 contains 8088 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 165017 members Mstep: Class 13 contains 38550 members Mstep: Class 14 contains 41349 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5860 members Mstep: Class 19 contains 11963 members Mstep: Class 20 contains 34804 members Mstep: Class 21 contains 29751 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11512 members Entering Unmasked Estep ConsiderDeletion Score: -119247360.000000 Penalty: 178629.750000 Iteration 73Q: 23 clusters Score -1.192474e+08 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159589 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19054 members Mstep: Class 6 contains 15686 members Mstep: Class 7 contains 7640 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12665 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 164984 members Mstep: Class 13 contains 38600 members Mstep: Class 14 contains 41349 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5872 members Mstep: Class 19 contains 11960 members Mstep: Class 20 contains 34805 members Mstep: Class 21 contains 29753 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11567 members Entering Unmasked Estep ConsiderDeletion Score: -119247248.000000 Penalty: 178629.750000 Iteration 74Q: 23 clusters Score -1.192472e+08 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159449 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19070 members Mstep: Class 6 contains 15686 members Mstep: Class 7 contains 7650 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12673 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 164943 members Mstep: Class 13 contains 38661 members Mstep: Class 14 contains 41350 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5877 members Mstep: Class 19 contains 11958 members Mstep: Class 20 contains 34800 members Mstep: Class 21 contains 29756 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11651 members Entering Unmasked Estep ConsiderDeletion Score: -119247400.000000 Penalty: 178629.750000 Iteration 75Q: 23 clusters Score -1.192474e+08 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159322 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19094 members Mstep: Class 6 contains 15685 members Mstep: Class 7 contains 7656 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12682 members Mstep: Class 10 contains 8089 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 164919 members Mstep: Class 13 contains 38703 members Mstep: Class 14 contains 41350 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5887 members Mstep: Class 19 contains 11958 members Mstep: Class 20 contains 34797 members Mstep: Class 21 contains 29756 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11716 members Entering Unmasked Estep ConsiderDeletion Score: -119247488.000000 Penalty: 178629.750000 Iteration 76Q: 23 clusters Score -1.192475e+08 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159222 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19114 members Mstep: Class 6 contains 15683 members Mstep: Class 7 contains 7665 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12679 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 164893 members Mstep: Class 13 contains 38745 members Mstep: Class 14 contains 41355 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5897 members Mstep: Class 19 contains 11955 members Mstep: Class 20 contains 34796 members Mstep: Class 21 contains 29756 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11764 members Entering Unmasked Estep ConsiderDeletion Score: -119247480.000000 Penalty: 178629.750000 Iteration 77Q: 23 clusters Score -1.192475e+08 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 159147 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19122 members Mstep: Class 6 contains 15682 members Mstep: Class 7 contains 7675 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12682 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 164861 members Mstep: Class 13 contains 38774 members Mstep: Class 14 contains 41353 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5912 members Mstep: Class 19 contains 11953 members Mstep: Class 20 contains 34794 members Mstep: Class 21 contains 29758 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11811 members Entering Unmasked Estep ConsiderDeletion Score: -119247704.000000 Penalty: 178629.750000 Iteration 78Q: 23 clusters Score -1.192477e+08 nChanged 202 Entering ConstructFrom: Score: -119247704.000000 Penalty: 178629.750000 Entering ConstructFrom: Trying to split cluster 1 (159056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159056 members Entering Unmasked Estep Score: -33576500.000000 Penalty: 7335.919434 Iteration 0F: 2 clusters Score -3.35765e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79569 members Mstep: Class 2 contains 79487 members Entering Unmasked Estep Score: -33469346.000000 Penalty: 14671.838867 Iteration 0F: 3 clusters Score -3.346935e+07 nChanged 74040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79479 members Mstep: Class 2 contains 79577 members Entering Unmasked Estep Score: -33510894.000000 Penalty: 14671.838867 Iteration 1F: 3 clusters Score -3.351089e+07 nChanged 5551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79534 members Mstep: Class 2 contains 79522 members Entering Unmasked Estep Score: -33512134.000000 Penalty: 14671.838867 Iteration 2Q: 3 clusters Score -3.351213e+07 nChanged 5223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79581 members Mstep: Class 2 contains 79475 members Entering Unmasked Estep Score: -33513530.000000 Penalty: 14671.838867 Iteration 3Q: 3 clusters Score -3.351353e+07 nChanged 5063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79502 members Mstep: Class 2 contains 79554 members Entering Unmasked Estep Score: -33514898.000000 Penalty: 14671.838867 Iteration 4Q: 3 clusters Score -3.35149e+07 nChanged 5330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79242 members Mstep: Class 2 contains 79814 members Entering Unmasked Estep Score: -33516736.000000 Penalty: 14671.838867 Iteration 5Q: 3 clusters Score -3.351674e+07 nChanged 5540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78788 members Mstep: Class 2 contains 80268 members Entering Unmasked Estep Score: -33518454.000000 Penalty: 14671.838867 Iteration 6Q: 3 clusters Score -3.351845e+07 nChanged 6115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78101 members Mstep: Class 2 contains 80955 members Entering Unmasked Estep Score: -33520788.000000 Penalty: 14671.838867 Iteration 7Q: 3 clusters Score -3.352079e+07 nChanged 6857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77246 members Mstep: Class 2 contains 81810 members Entering Unmasked Estep Score: -33523754.000000 Penalty: 14671.838867 Iteration 8Q: 3 clusters Score -3.352375e+07 nChanged 7712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76496 members Mstep: Class 2 contains 82560 members Entering Unmasked Estep Score: -33527596.000000 Penalty: 14671.838867 Iteration 9Q: 3 clusters Score -3.35276e+07 nChanged 7933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76017 members Mstep: Class 2 contains 83039 members Entering Unmasked Estep Score: -33531674.000000 Penalty: 14671.838867 Iteration 10Q: 3 clusters Score -3.353167e+07 nChanged 8032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76219 members Mstep: Class 2 contains 82837 members Entering Unmasked Estep Score: -33536014.000000 Penalty: 14671.838867 Iteration 11F: 3 clusters Score -3.353601e+07 nChanged 8276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77523 members Mstep: Class 2 contains 81533 members Entering Unmasked Estep Score: -33541528.000000 Penalty: 14671.838867 Iteration 12F: 3 clusters Score -3.354153e+07 nChanged 9144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80101 members Mstep: Class 2 contains 78955 members Entering Unmasked Estep Score: -33550012.000000 Penalty: 14671.838867 Iteration 13F: 3 clusters Score -3.355001e+07 nChanged 10994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84253 members Mstep: Class 2 contains 74803 members Entering Unmasked Estep Score: -33564572.000000 Penalty: 14671.838867 Iteration 14F: 3 clusters Score -3.356457e+07 nChanged 11908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89193 members Mstep: Class 2 contains 69863 members Entering Unmasked Estep Score: -33582256.000000 Penalty: 14671.838867 Iteration 15F: 3 clusters Score -3.358226e+07 nChanged 9068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93265 members Mstep: Class 2 contains 65791 members Entering Unmasked Estep Score: -33594916.000000 Penalty: 14671.838867 Iteration 16F: 3 clusters Score -3.359492e+07 nChanged 5122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96177 members Mstep: Class 2 contains 62879 members Entering Unmasked Estep Score: -33601280.000000 Penalty: 14671.838867 Iteration 17Q: 3 clusters Score -3.360128e+07 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97937 members Mstep: Class 2 contains 61119 members Entering Unmasked Estep Score: -33603200.000000 Penalty: 14671.838867 Iteration 18Q: 3 clusters Score -3.36032e+07 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99023 members Mstep: Class 2 contains 60033 members Entering Unmasked Estep Score: -33603696.000000 Penalty: 14671.838867 Iteration 19Q: 3 clusters Score -3.36037e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99730 members Mstep: Class 2 contains 59326 members Entering Unmasked Estep Score: -33603876.000000 Penalty: 14671.838867 Iteration 20F: 3 clusters Score -3.360388e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100229 members Mstep: Class 2 contains 58827 members Entering Unmasked Estep Score: -33603980.000000 Penalty: 14671.838867 Iteration 21Q: 3 clusters Score -3.360398e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100583 members Mstep: Class 2 contains 58473 members Entering Unmasked Estep Score: -33603964.000000 Penalty: 14671.838867 Iteration 22Q: 3 clusters Score -3.360396e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100837 members Mstep: Class 2 contains 58219 members Entering Unmasked Estep Score: -33604028.000000 Penalty: 14671.838867 Iteration 23Q: 3 clusters Score -3.360403e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101014 members Mstep: Class 2 contains 58042 members Entering Unmasked Estep Score: -33604044.000000 Penalty: 14671.838867 Iteration 24Q: 3 clusters Score -3.360404e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101155 members Mstep: Class 2 contains 57901 members Entering Unmasked Estep Score: -33604064.000000 Penalty: 14671.838867 Iteration 25Q: 3 clusters Score -3.360406e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101236 members Mstep: Class 2 contains 57820 members Entering Unmasked Estep Score: -33604072.000000 Penalty: 14671.838867 Iteration 26Q: 3 clusters Score -3.360407e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101302 members Mstep: Class 2 contains 57754 members Entering Unmasked Estep Score: -33604112.000000 Penalty: 14671.838867 Iteration 27Q: 3 clusters Score -3.360411e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101348 members Mstep: Class 2 contains 57708 members Entering Unmasked Estep Score: -33604072.000000 Penalty: 14671.838867 Iteration 28Q: 3 clusters Score -3.360407e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101388 members Mstep: Class 2 contains 57668 members Entering Unmasked Estep Score: -33604068.000000 Penalty: 14671.838867 Iteration 29Q: 3 clusters Score -3.360407e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101413 members Mstep: Class 2 contains 57643 members Entering Unmasked Estep Score: -33604068.000000 Penalty: 14671.838867 Iteration 30Q: 3 clusters Score -3.360407e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101430 members Mstep: Class 2 contains 57626 members Entering Unmasked Estep Score: -33604076.000000 Penalty: 14671.838867 Iteration 31Q: 3 clusters Score -3.360408e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101442 members Mstep: Class 2 contains 57614 members Entering Unmasked Estep Score: -33604096.000000 Penalty: 14671.838867 Iteration 32Q: 3 clusters Score -3.36041e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101448 members Mstep: Class 2 contains 57608 members Entering Unmasked Estep Score: -33604104.000000 Penalty: 14671.838867 Iteration 33Q: 3 clusters Score -3.36041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101451 members Mstep: Class 2 contains 57605 members Entering Unmasked Estep Score: -33604092.000000 Penalty: 14671.838867 Iteration 34Q: 3 clusters Score -3.360409e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101453 members Mstep: Class 2 contains 57603 members Entering Unmasked Estep Score: -33604088.000000 Penalty: 14671.838867 Iteration 35Q: 3 clusters Score -3.360409e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101453 members Mstep: Class 2 contains 57603 members Entering Unmasked Estep Score: -33604088.000000 Penalty: 14671.838867 Iteration 36F: 3 clusters Score -3.360409e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101453 members Mstep: Class 2 contains 1331 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19141 members Mstep: Class 6 contains 15682 members Mstep: Class 7 contains 7682 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12689 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 164829 members Mstep: Class 13 contains 38810 members Mstep: Class 14 contains 41351 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 17 contains 57603 members Mstep: Class 18 contains 5909 members Mstep: Class 19 contains 11953 members Mstep: Class 20 contains 34794 members Mstep: Class 21 contains 29759 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11869 members Entering Unmasked Estep Score: -119272848.000000 Penalty: 186749.281250 Splitting cluster 1 changes total score from -119247704.000000 to -119272848.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 2 (1331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Entering Unmasked Estep Score: -233621.187500 Penalty: 4406.132812 Iteration 0F: 2 clusters Score -233621.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -229542.750000 Penalty: 8812.265625 Iteration 0F: 3 clusters Score -229542.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -230664.296875 Penalty: 8812.265625 Iteration 1F: 3 clusters Score -230664.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -231236.781250 Penalty: 8812.265625 Iteration 2F: 3 clusters Score -231236.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -231731.812500 Penalty: 8812.265625 Iteration 3F: 3 clusters Score -231731.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -232367.421875 Penalty: 8812.265625 Iteration 4F: 3 clusters Score -232367.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -233062.046875 Penalty: 8812.265625 Iteration 5F: 3 clusters Score -233062 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -233734.578125 Penalty: 8812.265625 Iteration 6Q: 3 clusters Score -233734.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -234059.296875 Penalty: 8812.265625 Iteration 7Q: 3 clusters Score -234059.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -234232.593750 Penalty: 8812.265625 Iteration 8Q: 3 clusters Score -234232.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -234307.375000 Penalty: 8812.265625 Iteration 9Q: 3 clusters Score -234307.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -234396.640625 Penalty: 8812.265625 Iteration 10Q: 3 clusters Score -234396.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -234486.125000 Penalty: 8812.265625 Iteration 11Q: 3 clusters Score -234486.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -234539.828125 Penalty: 8812.265625 Iteration 12Q: 3 clusters Score -234539.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -234549.312500 Penalty: 8812.265625 Iteration 13Q: 3 clusters Score -234549.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -234557.875000 Penalty: 8812.265625 Iteration 14Q: 3 clusters Score -234557.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -234571.250000 Penalty: 8812.265625 Iteration 15Q: 3 clusters Score -234571.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -234577.359375 Penalty: 8812.265625 Iteration 16Q: 3 clusters Score -234577.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -234581.093750 Penalty: 8812.265625 Iteration 17Q: 3 clusters Score -234581.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -234588.890625 Penalty: 8812.265625 Iteration 18Q: 3 clusters Score -234588.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -234602.359375 Penalty: 8812.265625 Iteration 19F: 3 clusters Score -234602.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -234705.140625 Penalty: 8812.265625 Iteration 20F: 3 clusters Score -234705.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -235283.359375 Penalty: 8812.265625 Iteration 21Q: 3 clusters Score -235283.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -235389.375000 Penalty: 8812.265625 Iteration 22Q: 3 clusters Score -235389.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -235508.218750 Penalty: 8812.265625 Iteration 23Q: 3 clusters Score -235508.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -235805.093750 Penalty: 8812.265625 Iteration 24Q: 3 clusters Score -235805.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -235942.156250 Penalty: 8812.265625 Iteration 25Q: 3 clusters Score -235942.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -235970.250000 Penalty: 8812.265625 Iteration 26Q: 3 clusters Score -235970.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -235980.984375 Penalty: 8812.265625 Iteration 27Q: 3 clusters Score -235981 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -235986.281250 Penalty: 8812.265625 Iteration 28Q: 3 clusters Score -235986.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -236000.171875 Penalty: 8812.265625 Iteration 29Q: 3 clusters Score -236000.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -236021.062500 Penalty: 8812.265625 Iteration 30Q: 3 clusters Score -236021.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -236044.140625 Penalty: 8812.265625 Iteration 31Q: 3 clusters Score -236044.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -236048.078125 Penalty: 8812.265625 Iteration 32Q: 3 clusters Score -236048.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -236048.078125 Penalty: 8812.265625 Iteration 33F: 3 clusters Score -236048.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101453 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19141 members Mstep: Class 6 contains 15682 members Mstep: Class 7 contains 7682 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12689 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 835 members Mstep: Class 12 contains 164829 members Mstep: Class 13 contains 38810 members Mstep: Class 14 contains 41351 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 17 contains 57603 members Mstep: Class 18 contains 5909 members Mstep: Class 19 contains 11953 members Mstep: Class 20 contains 34794 members Mstep: Class 21 contains 29759 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11869 members Mstep: Class 24 contains 859 members Entering Unmasked Estep Score: -119271536.000000 Penalty: 194868.812500 Splitting cluster 2 changes total score from -119247704.000000 to -119271536.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 3 (1426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Entering Unmasked Estep Score: -264429.625000 Penalty: 4448.359863 Iteration 0F: 2 clusters Score -264429.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -260204.750000 Penalty: 8896.719727 Iteration 0F: 3 clusters Score -260204.8 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -260890.843750 Penalty: 8896.719727 Iteration 1F: 3 clusters Score -260890.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -261210.406250 Penalty: 8896.719727 Iteration 2F: 3 clusters Score -261210.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -261385.703125 Penalty: 8896.719727 Iteration 3Q: 3 clusters Score -261385.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -261539.078125 Penalty: 8896.719727 Iteration 4Q: 3 clusters Score -261539.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -261711.359375 Penalty: 8896.719727 Iteration 5Q: 3 clusters Score -261711.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -261823.500000 Penalty: 8896.719727 Iteration 6Q: 3 clusters Score -261823.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -261867.281250 Penalty: 8896.719727 Iteration 7Q: 3 clusters Score -261867.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -261910.937500 Penalty: 8896.719727 Iteration 8Q: 3 clusters Score -261910.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -261938.171875 Penalty: 8896.719727 Iteration 9Q: 3 clusters Score -261938.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -261964.234375 Penalty: 8896.719727 Iteration 10Q: 3 clusters Score -261964.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -261999.343750 Penalty: 8896.719727 Iteration 11Q: 3 clusters Score -261999.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -262049.578125 Penalty: 8896.719727 Iteration 12Q: 3 clusters Score -262049.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -262075.140625 Penalty: 8896.719727 Iteration 13Q: 3 clusters Score -262075.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -262088.281250 Penalty: 8896.719727 Iteration 14Q: 3 clusters Score -262088.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -262135.406250 Penalty: 8896.719727 Iteration 15Q: 3 clusters Score -262135.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -262151.375000 Penalty: 8896.719727 Iteration 16Q: 3 clusters Score -262151.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -262165.250000 Penalty: 8896.719727 Iteration 17Q: 3 clusters Score -262165.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -262181.375000 Penalty: 8896.719727 Iteration 18Q: 3 clusters Score -262181.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -262190.718750 Penalty: 8896.719727 Iteration 19Q: 3 clusters Score -262190.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -262223.531250 Penalty: 8896.719727 Iteration 20F: 3 clusters Score -262223.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -262327.218750 Penalty: 8896.719727 Iteration 21Q: 3 clusters Score -262327.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -262348.937500 Penalty: 8896.719727 Iteration 22Q: 3 clusters Score -262348.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -262367.562500 Penalty: 8896.719727 Iteration 23Q: 3 clusters Score -262367.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -262369.093750 Penalty: 8896.719727 Iteration 24Q: 3 clusters Score -262369.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -262369.093750 Penalty: 8896.719727 Iteration 25F: 3 clusters Score -262369.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Entering Unmasked Estep Score: -89985.000000 Penalty: 3868.156982 Iteration 0F: 2 clusters Score -89985 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -86653.492188 Penalty: 7736.313965 Iteration 0F: 3 clusters Score -86653.49 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -87132.171875 Penalty: 7736.313965 Iteration 1F: 3 clusters Score -87132.17 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -87522.203125 Penalty: 7736.313965 Iteration 2F: 3 clusters Score -87522.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -87823.062500 Penalty: 7736.313965 Iteration 3Q: 3 clusters Score -87823.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -87988.703125 Penalty: 7736.313965 Iteration 4Q: 3 clusters Score -87988.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -88026.687500 Penalty: 7736.313965 Iteration 5Q: 3 clusters Score -88026.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -88056.085938 Penalty: 7736.313965 Iteration 6Q: 3 clusters Score -88056.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -88066.851562 Penalty: 7736.313965 Iteration 7Q: 3 clusters Score -88066.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -88082.546875 Penalty: 7736.313965 Iteration 8Q: 3 clusters Score -88082.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -88106.640625 Penalty: 7736.313965 Iteration 9Q: 3 clusters Score -88106.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -88130.757812 Penalty: 7736.313965 Iteration 10Q: 3 clusters Score -88130.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -88143.242188 Penalty: 7736.313965 Iteration 11Q: 3 clusters Score -88143.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -88179.570312 Penalty: 7736.313965 Iteration 12Q: 3 clusters Score -88179.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -88245.414062 Penalty: 7736.313965 Iteration 13Q: 3 clusters Score -88245.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -88312.320312 Penalty: 7736.313965 Iteration 14Q: 3 clusters Score -88312.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -88394.210938 Penalty: 7736.313965 Iteration 15Q: 3 clusters Score -88394.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -88440.078125 Penalty: 7736.313965 Iteration 16Q: 3 clusters Score -88440.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -88493.960938 Penalty: 7736.313965 Iteration 17Q: 3 clusters Score -88493.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -88518.351562 Penalty: 7736.313965 Iteration 18Q: 3 clusters Score -88518.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -88548.554688 Penalty: 7736.313965 Iteration 19Q: 3 clusters Score -88548.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -88560.164062 Penalty: 7736.313965 Iteration 20F: 3 clusters Score -88560.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (19141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19141 members Entering Unmasked Estep Score: -4057022.750000 Penalty: 6038.997559 Iteration 0F: 2 clusters Score -4057023 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -4041058.750000 Penalty: 12077.995117 Iteration 0F: 3 clusters Score -4041059 nChanged 7696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -4045066.500000 Penalty: 12077.995117 Iteration 1F: 3 clusters Score -4045066 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -4045655.750000 Penalty: 12077.995117 Iteration 2F: 3 clusters Score -4045656 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -4046032.250000 Penalty: 12077.995117 Iteration 3Q: 3 clusters Score -4046032 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8505 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -4046319.000000 Penalty: 12077.995117 Iteration 4Q: 3 clusters Score -4046319 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 10910 members Entering Unmasked Estep Score: -4046521.750000 Penalty: 12077.995117 Iteration 5Q: 3 clusters Score -4046522 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -4046717.750000 Penalty: 12077.995117 Iteration 6Q: 3 clusters Score -4046718 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -4046914.250000 Penalty: 12077.995117 Iteration 7Q: 3 clusters Score -4046914 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -4047124.000000 Penalty: 12077.995117 Iteration 8Q: 3 clusters Score -4047124 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -4047311.000000 Penalty: 12077.995117 Iteration 9Q: 3 clusters Score -4047311 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 12633 members Entering Unmasked Estep Score: -4047526.250000 Penalty: 12077.995117 Iteration 10Q: 3 clusters Score -4047526 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 13074 members Entering Unmasked Estep Score: -4047786.250000 Penalty: 12077.995117 Iteration 11Q: 3 clusters Score -4047786 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -4048067.000000 Penalty: 12077.995117 Iteration 12Q: 3 clusters Score -4048067 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -4048417.000000 Penalty: 12077.995117 Iteration 13Q: 3 clusters Score -4048417 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 14695 members Entering Unmasked Estep Score: -4048795.000000 Penalty: 12077.995117 Iteration 14Q: 3 clusters Score -4048795 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 15283 members Entering Unmasked Estep Score: -4049194.000000 Penalty: 12077.995117 Iteration 15Q: 3 clusters Score -4049194 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 15871 members Entering Unmasked Estep Score: -4049613.500000 Penalty: 12077.995117 Iteration 16Q: 3 clusters Score -4049614 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 16370 members Entering Unmasked Estep Score: -4049981.000000 Penalty: 12077.995117 Iteration 17Q: 3 clusters Score -4049981 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 16834 members Entering Unmasked Estep Score: -4050343.750000 Penalty: 12077.995117 Iteration 18Q: 3 clusters Score -4050344 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 17189 members Entering Unmasked Estep Score: -4050614.500000 Penalty: 12077.995117 Iteration 19Q: 3 clusters Score -4050614 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 17453 members Entering Unmasked Estep Score: -4050825.500000 Penalty: 12077.995117 Iteration 20F: 3 clusters Score -4050826 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 17663 members Entering Unmasked Estep Score: -4050978.750000 Penalty: 12077.995117 Iteration 21Q: 3 clusters Score -4050979 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 17809 members Entering Unmasked Estep Score: -4051118.750000 Penalty: 12077.995117 Iteration 22Q: 3 clusters Score -4051119 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -4051215.500000 Penalty: 12077.995117 Iteration 23Q: 3 clusters Score -4051216 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 18005 members Entering Unmasked Estep Score: -4051315.750000 Penalty: 12077.995117 Iteration 24Q: 3 clusters Score -4051316 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 18069 members Entering Unmasked Estep Score: -4051390.250000 Penalty: 12077.995117 Iteration 25Q: 3 clusters Score -4051390 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 18132 members Entering Unmasked Estep Score: -4051468.500000 Penalty: 12077.995117 Iteration 26Q: 3 clusters Score -4051468 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -4051519.000000 Penalty: 12077.995117 Iteration 27Q: 3 clusters Score -4051519 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -4051555.750000 Penalty: 12077.995117 Iteration 28Q: 3 clusters Score -4051556 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 18239 members Entering Unmasked Estep Score: -4051576.750000 Penalty: 12077.995117 Iteration 29Q: 3 clusters Score -4051577 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 18260 members Entering Unmasked Estep Score: -4051590.750000 Penalty: 12077.995117 Iteration 30Q: 3 clusters Score -4051591 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 18278 members Entering Unmasked Estep Score: -4051607.250000 Penalty: 12077.995117 Iteration 31Q: 3 clusters Score -4051607 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 18287 members Entering Unmasked Estep Score: -4051621.000000 Penalty: 12077.995117 Iteration 32Q: 3 clusters Score -4051621 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 18299 members Entering Unmasked Estep Score: -4051635.000000 Penalty: 12077.995117 Iteration 33Q: 3 clusters Score -4051635 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -4051642.750000 Penalty: 12077.995117 Iteration 34Q: 3 clusters Score -4051643 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 18309 members Entering Unmasked Estep Score: -4051644.500000 Penalty: 12077.995117 Iteration 35Q: 3 clusters Score -4051644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 18312 members Entering Unmasked Estep Score: -4051650.750000 Penalty: 12077.995117 Iteration 36Q: 3 clusters Score -4051651 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 18315 members Entering Unmasked Estep Score: -4051657.000000 Penalty: 12077.995117 Iteration 37Q: 3 clusters Score -4051657 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 18320 members Entering Unmasked Estep Score: -4051659.500000 Penalty: 12077.995117 Iteration 38Q: 3 clusters Score -4051660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 18327 members Entering Unmasked Estep Score: -4051667.000000 Penalty: 12077.995117 Iteration 39Q: 3 clusters Score -4051667 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 18337 members Entering Unmasked Estep Score: -4051678.750000 Penalty: 12077.995117 Iteration 40F: 3 clusters Score -4051679 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -4051688.000000 Penalty: 12077.995117 Iteration 41Q: 3 clusters Score -4051688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 18347 members Entering Unmasked Estep Score: -4051694.500000 Penalty: 12077.995117 Iteration 42Q: 3 clusters Score -4051694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 18350 members Entering Unmasked Estep Score: -4051692.000000 Penalty: 12077.995117 Iteration 43Q: 3 clusters Score -4051692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 18354 members Entering Unmasked Estep Score: -4051700.750000 Penalty: 12077.995117 Iteration 44Q: 3 clusters Score -4051701 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 18358 members Entering Unmasked Estep Score: -4051704.250000 Penalty: 12077.995117 Iteration 45Q: 3 clusters Score -4051704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 18360 members Entering Unmasked Estep Score: -4051704.750000 Penalty: 12077.995117 Iteration 46Q: 3 clusters Score -4051705 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 18368 members Entering Unmasked Estep Score: -4051716.750000 Penalty: 12077.995117 Iteration 47Q: 3 clusters Score -4051717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 18369 members Entering Unmasked Estep Score: -4051713.750000 Penalty: 12077.995117 Iteration 48Q: 3 clusters Score -4051714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 18368 members Entering Unmasked Estep Score: -4051717.250000 Penalty: 12077.995117 Iteration 49Q: 3 clusters Score -4051717 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 18370 members Entering Unmasked Estep Score: -4051718.500000 Penalty: 12077.995117 Iteration 50Q: 3 clusters Score -4051718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 18370 members Entering Unmasked Estep Score: -4051718.500000 Penalty: 12077.995117 Iteration 51F: 3 clusters Score -4051718 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (15682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Entering Unmasked Estep Score: -3363415.750000 Penalty: 5916.914551 Iteration 0F: 2 clusters Score -3363416 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -3349533.750000 Penalty: 11833.829102 Iteration 0F: 3 clusters Score -3349534 nChanged 6182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -3352996.250000 Penalty: 11833.829102 Iteration 1F: 3 clusters Score -3352996 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -3353587.750000 Penalty: 11833.829102 Iteration 2F: 3 clusters Score -3353588 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -3354059.000000 Penalty: 11833.829102 Iteration 3F: 3 clusters Score -3354059 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -3354453.750000 Penalty: 11833.829102 Iteration 4Q: 3 clusters Score -3354454 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -3354876.750000 Penalty: 11833.829102 Iteration 5Q: 3 clusters Score -3354877 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -3355339.250000 Penalty: 11833.829102 Iteration 6Q: 3 clusters Score -3355339 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -3355814.250000 Penalty: 11833.829102 Iteration 7Q: 3 clusters Score -3355814 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -3356305.250000 Penalty: 11833.829102 Iteration 8Q: 3 clusters Score -3356305 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -3356802.500000 Penalty: 11833.829102 Iteration 9Q: 3 clusters Score -3356802 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -3357342.250000 Penalty: 11833.829102 Iteration 10Q: 3 clusters Score -3357342 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 11923 members Entering Unmasked Estep Score: -3357818.750000 Penalty: 11833.829102 Iteration 11Q: 3 clusters Score -3357819 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 12429 members Entering Unmasked Estep Score: -3358234.500000 Penalty: 11833.829102 Iteration 12Q: 3 clusters Score -3358234 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -3358592.000000 Penalty: 11833.829102 Iteration 13Q: 3 clusters Score -3358592 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 13199 members Entering Unmasked Estep Score: -3358849.000000 Penalty: 11833.829102 Iteration 14Q: 3 clusters Score -3358849 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -3359082.750000 Penalty: 11833.829102 Iteration 15Q: 3 clusters Score -3359083 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -3359238.500000 Penalty: 11833.829102 Iteration 16Q: 3 clusters Score -3359238 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 13819 members Entering Unmasked Estep Score: -3359359.000000 Penalty: 11833.829102 Iteration 17Q: 3 clusters Score -3359359 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 13941 members Entering Unmasked Estep Score: -3359445.000000 Penalty: 11833.829102 Iteration 18Q: 3 clusters Score -3359445 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 14030 members Entering Unmasked Estep Score: -3359511.500000 Penalty: 11833.829102 Iteration 19Q: 3 clusters Score -3359512 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 14087 members Entering Unmasked Estep Score: -3359556.250000 Penalty: 11833.829102 Iteration 20F: 3 clusters Score -3359556 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 14139 members Entering Unmasked Estep Score: -3359591.250000 Penalty: 11833.829102 Iteration 21Q: 3 clusters Score -3359591 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -3359611.250000 Penalty: 11833.829102 Iteration 22Q: 3 clusters Score -3359611 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 14201 members Entering Unmasked Estep Score: -3359631.500000 Penalty: 11833.829102 Iteration 23Q: 3 clusters Score -3359632 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 14221 members Entering Unmasked Estep Score: -3359648.500000 Penalty: 11833.829102 Iteration 24Q: 3 clusters Score -3359648 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -3359670.750000 Penalty: 11833.829102 Iteration 25Q: 3 clusters Score -3359671 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -3359681.000000 Penalty: 11833.829102 Iteration 26Q: 3 clusters Score -3359681 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 14282 members Entering Unmasked Estep Score: -3359690.500000 Penalty: 11833.829102 Iteration 27Q: 3 clusters Score -3359690 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 14295 members Entering Unmasked Estep Score: -3359696.750000 Penalty: 11833.829102 Iteration 28Q: 3 clusters Score -3359697 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -3359698.250000 Penalty: 11833.829102 Iteration 29Q: 3 clusters Score -3359698 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 14314 members Entering Unmasked Estep Score: -3359716.500000 Penalty: 11833.829102 Iteration 30Q: 3 clusters Score -3359716 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 14319 members Entering Unmasked Estep Score: -3359717.500000 Penalty: 11833.829102 Iteration 31Q: 3 clusters Score -3359718 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 14325 members Entering Unmasked Estep Score: -3359725.500000 Penalty: 11833.829102 Iteration 32Q: 3 clusters Score -3359726 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 14334 members Entering Unmasked Estep Score: -3359722.250000 Penalty: 11833.829102 Iteration 33Q: 3 clusters Score -3359722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -3359728.500000 Penalty: 11833.829102 Iteration 34Q: 3 clusters Score -3359728 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -3359730.000000 Penalty: 11833.829102 Iteration 35Q: 3 clusters Score -3359730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -3359732.250000 Penalty: 11833.829102 Iteration 36Q: 3 clusters Score -3359732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 14351 members Entering Unmasked Estep Score: -3359727.750000 Penalty: 11833.829102 Iteration 37Q: 3 clusters Score -3359728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -3359731.250000 Penalty: 11833.829102 Iteration 38Q: 3 clusters Score -3359731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -3359733.750000 Penalty: 11833.829102 Iteration 39Q: 3 clusters Score -3359734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -3359733.750000 Penalty: 11833.829102 Iteration 40F: 3 clusters Score -3359734 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Entering Unmasked Estep Score: -1618620.375000 Penalty: 5479.813965 Iteration 0F: 2 clusters Score -1618620 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1609793.875000 Penalty: 10959.627930 Iteration 0F: 3 clusters Score -1609794 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1611480.125000 Penalty: 10959.627930 Iteration 1F: 3 clusters Score -1611480 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1612043.125000 Penalty: 10959.627930 Iteration 2F: 3 clusters Score -1612043 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1612527.125000 Penalty: 10959.627930 Iteration 3F: 3 clusters Score -1612527 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1612870.875000 Penalty: 10959.627930 Iteration 4Q: 3 clusters Score -1612871 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1613176.625000 Penalty: 10959.627930 Iteration 5Q: 3 clusters Score -1613177 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -1613439.750000 Penalty: 10959.627930 Iteration 6Q: 3 clusters Score -1613440 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -1613656.625000 Penalty: 10959.627930 Iteration 7Q: 3 clusters Score -1613657 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -1613849.125000 Penalty: 10959.627930 Iteration 8Q: 3 clusters Score -1613849 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1614040.875000 Penalty: 10959.627930 Iteration 9Q: 3 clusters Score -1614041 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -1614201.125000 Penalty: 10959.627930 Iteration 10Q: 3 clusters Score -1614201 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1614328.750000 Penalty: 10959.627930 Iteration 11Q: 3 clusters Score -1614329 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1614433.500000 Penalty: 10959.627930 Iteration 12Q: 3 clusters Score -1614434 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1614515.750000 Penalty: 10959.627930 Iteration 13Q: 3 clusters Score -1614516 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -1614581.000000 Penalty: 10959.627930 Iteration 14Q: 3 clusters Score -1614581 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1614629.875000 Penalty: 10959.627930 Iteration 15Q: 3 clusters Score -1614630 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1614662.250000 Penalty: 10959.627930 Iteration 16Q: 3 clusters Score -1614662 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1614699.000000 Penalty: 10959.627930 Iteration 17Q: 3 clusters Score -1614699 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1614734.250000 Penalty: 10959.627930 Iteration 18Q: 3 clusters Score -1614734 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1614764.250000 Penalty: 10959.627930 Iteration 19Q: 3 clusters Score -1614764 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1614780.875000 Penalty: 10959.627930 Iteration 20F: 3 clusters Score -1614781 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1614796.875000 Penalty: 10959.627930 Iteration 21Q: 3 clusters Score -1614797 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1614798.125000 Penalty: 10959.627930 Iteration 22Q: 3 clusters Score -1614798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1614809.625000 Penalty: 10959.627930 Iteration 23Q: 3 clusters Score -1614810 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -1614813.625000 Penalty: 10959.627930 Iteration 24Q: 3 clusters Score -1614814 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -1614822.625000 Penalty: 10959.627930 Iteration 25Q: 3 clusters Score -1614823 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -1614822.875000 Penalty: 10959.627930 Iteration 26Q: 3 clusters Score -1614823 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1614829.625000 Penalty: 10959.627930 Iteration 27Q: 3 clusters Score -1614830 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1614845.250000 Penalty: 10959.627930 Iteration 28Q: 3 clusters Score -1614845 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -1614857.375000 Penalty: 10959.627930 Iteration 29Q: 3 clusters Score -1614857 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1614865.250000 Penalty: 10959.627930 Iteration 30Q: 3 clusters Score -1614865 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -1614869.000000 Penalty: 10959.627930 Iteration 31Q: 3 clusters Score -1614869 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -1614877.000000 Penalty: 10959.627930 Iteration 32Q: 3 clusters Score -1614877 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1614890.750000 Penalty: 10959.627930 Iteration 33Q: 3 clusters Score -1614891 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -1614897.875000 Penalty: 10959.627930 Iteration 34Q: 3 clusters Score -1614898 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -1614903.250000 Penalty: 10959.627930 Iteration 35Q: 3 clusters Score -1614903 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1614904.250000 Penalty: 10959.627930 Iteration 36Q: 3 clusters Score -1614904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1614906.625000 Penalty: 10959.627930 Iteration 37Q: 3 clusters Score -1614907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -1614912.750000 Penalty: 10959.627930 Iteration 38Q: 3 clusters Score -1614913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -1614914.500000 Penalty: 10959.627930 Iteration 39Q: 3 clusters Score -1614914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1614916.375000 Penalty: 10959.627930 Iteration 40F: 3 clusters Score -1614916 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Entering Unmasked Estep Score: -268591.812500 Penalty: 4407.052246 Iteration 0F: 2 clusters Score -268591.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -264152.218750 Penalty: 8814.104492 Iteration 0F: 3 clusters Score -264152.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -264600.093750 Penalty: 8814.104492 Iteration 1F: 3 clusters Score -264600.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -264769.250000 Penalty: 8814.104492 Iteration 2F: 3 clusters Score -264769.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -264846.125000 Penalty: 8814.104492 Iteration 3Q: 3 clusters Score -264846.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -264912.250000 Penalty: 8814.104492 Iteration 4Q: 3 clusters Score -264912.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -264982.250000 Penalty: 8814.104492 Iteration 5Q: 3 clusters Score -264982.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -265047.375000 Penalty: 8814.104492 Iteration 6Q: 3 clusters Score -265047.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -265097.468750 Penalty: 8814.104492 Iteration 7Q: 3 clusters Score -265097.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -265120.843750 Penalty: 8814.104492 Iteration 8Q: 3 clusters Score -265120.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -265134.062500 Penalty: 8814.104492 Iteration 9Q: 3 clusters Score -265134.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -265145.562500 Penalty: 8814.104492 Iteration 10Q: 3 clusters Score -265145.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -265150.000000 Penalty: 8814.104492 Iteration 11Q: 3 clusters Score -265150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -265156.500000 Penalty: 8814.104492 Iteration 12Q: 3 clusters Score -265156.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -265158.468750 Penalty: 8814.104492 Iteration 13Q: 3 clusters Score -265158.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -265162.406250 Penalty: 8814.104492 Iteration 14Q: 3 clusters Score -265162.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -265167.031250 Penalty: 8814.104492 Iteration 15Q: 3 clusters Score -265167 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -265170.125000 Penalty: 8814.104492 Iteration 16Q: 3 clusters Score -265170.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -265173.218750 Penalty: 8814.104492 Iteration 17Q: 3 clusters Score -265173.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -265173.218750 Penalty: 8814.104492 Iteration 18F: 3 clusters Score -265173.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Entering Unmasked Estep Score: -2553666.250000 Penalty: 5787.200684 Iteration 0F: 2 clusters Score -2553666 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -2541743.750000 Penalty: 11574.401367 Iteration 0F: 3 clusters Score -2541744 nChanged 4886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -2544567.750000 Penalty: 11574.401367 Iteration 1F: 3 clusters Score -2544568 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -2545096.750000 Penalty: 11574.401367 Iteration 2F: 3 clusters Score -2545097 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -2545391.250000 Penalty: 11574.401367 Iteration 3Q: 3 clusters Score -2545391 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -2545605.250000 Penalty: 11574.401367 Iteration 4Q: 3 clusters Score -2545605 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -2545796.500000 Penalty: 11574.401367 Iteration 5Q: 3 clusters Score -2545796 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -2545950.250000 Penalty: 11574.401367 Iteration 6Q: 3 clusters Score -2545950 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -2546094.500000 Penalty: 11574.401367 Iteration 7Q: 3 clusters Score -2546094 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -2546211.500000 Penalty: 11574.401367 Iteration 8Q: 3 clusters Score -2546212 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -2546308.250000 Penalty: 11574.401367 Iteration 9Q: 3 clusters Score -2546308 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -2546396.750000 Penalty: 11574.401367 Iteration 10Q: 3 clusters Score -2546397 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -2546464.500000 Penalty: 11574.401367 Iteration 11Q: 3 clusters Score -2546464 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -2546535.250000 Penalty: 11574.401367 Iteration 12Q: 3 clusters Score -2546535 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -2546603.000000 Penalty: 11574.401367 Iteration 13Q: 3 clusters Score -2546603 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -2546647.000000 Penalty: 11574.401367 Iteration 14Q: 3 clusters Score -2546647 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -2546702.000000 Penalty: 11574.401367 Iteration 15Q: 3 clusters Score -2546702 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -2546769.750000 Penalty: 11574.401367 Iteration 16Q: 3 clusters Score -2546770 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -2546827.500000 Penalty: 11574.401367 Iteration 17Q: 3 clusters Score -2546828 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -2546888.500000 Penalty: 11574.401367 Iteration 18Q: 3 clusters Score -2546888 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -2546942.000000 Penalty: 11574.401367 Iteration 19Q: 3 clusters Score -2546942 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -2547002.250000 Penalty: 11574.401367 Iteration 20F: 3 clusters Score -2547002 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -2547074.500000 Penalty: 11574.401367 Iteration 21Q: 3 clusters Score -2547074 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -2547129.500000 Penalty: 11574.401367 Iteration 22Q: 3 clusters Score -2547130 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -2547204.000000 Penalty: 11574.401367 Iteration 23Q: 3 clusters Score -2547204 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -2547277.750000 Penalty: 11574.401367 Iteration 24Q: 3 clusters Score -2547278 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -2547350.750000 Penalty: 11574.401367 Iteration 25Q: 3 clusters Score -2547351 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -2547423.500000 Penalty: 11574.401367 Iteration 26Q: 3 clusters Score -2547424 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -2547514.250000 Penalty: 11574.401367 Iteration 27Q: 3 clusters Score -2547514 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -2547616.500000 Penalty: 11574.401367 Iteration 28Q: 3 clusters Score -2547616 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -2547707.750000 Penalty: 11574.401367 Iteration 29Q: 3 clusters Score -2547708 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -2547794.500000 Penalty: 11574.401367 Iteration 30Q: 3 clusters Score -2547794 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -2547889.500000 Penalty: 11574.401367 Iteration 31Q: 3 clusters Score -2547890 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -2548013.750000 Penalty: 11574.401367 Iteration 32Q: 3 clusters Score -2548014 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -2548115.250000 Penalty: 11574.401367 Iteration 33Q: 3 clusters Score -2548115 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -2548203.750000 Penalty: 11574.401367 Iteration 34Q: 3 clusters Score -2548204 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -2548297.000000 Penalty: 11574.401367 Iteration 35Q: 3 clusters Score -2548297 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -2548379.500000 Penalty: 11574.401367 Iteration 36Q: 3 clusters Score -2548380 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -2548430.000000 Penalty: 11574.401367 Iteration 37Q: 3 clusters Score -2548430 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -2548488.750000 Penalty: 11574.401367 Iteration 38Q: 3 clusters Score -2548489 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -2548536.500000 Penalty: 11574.401367 Iteration 39Q: 3 clusters Score -2548536 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -2548595.500000 Penalty: 11574.401367 Iteration 40F: 3 clusters Score -2548596 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -2548650.750000 Penalty: 11574.401367 Iteration 41Q: 3 clusters Score -2548651 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -2548702.250000 Penalty: 11574.401367 Iteration 42Q: 3 clusters Score -2548702 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -2548750.250000 Penalty: 11574.401367 Iteration 43Q: 3 clusters Score -2548750 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -2548786.000000 Penalty: 11574.401367 Iteration 44Q: 3 clusters Score -2548786 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -2548798.250000 Penalty: 11574.401367 Iteration 45Q: 3 clusters Score -2548798 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -2548817.500000 Penalty: 11574.401367 Iteration 46Q: 3 clusters Score -2548818 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -2548837.750000 Penalty: 11574.401367 Iteration 47Q: 3 clusters Score -2548838 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -2548861.250000 Penalty: 11574.401367 Iteration 48Q: 3 clusters Score -2548861 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -2548872.750000 Penalty: 11574.401367 Iteration 49Q: 3 clusters Score -2548873 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -2548880.250000 Penalty: 11574.401367 Iteration 50Q: 3 clusters Score -2548880 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -2548894.500000 Penalty: 11574.401367 Iteration 51Q: 3 clusters Score -2548894 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -2548903.750000 Penalty: 11574.401367 Iteration 52Q: 3 clusters Score -2548904 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10384 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -2548914.750000 Penalty: 11574.401367 Iteration 53Q: 3 clusters Score -2548915 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -2548919.250000 Penalty: 11574.401367 Iteration 54Q: 3 clusters Score -2548919 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10403 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -2548922.000000 Penalty: 11574.401367 Iteration 55Q: 3 clusters Score -2548922 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -2548928.750000 Penalty: 11574.401367 Iteration 56Q: 3 clusters Score -2548929 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -2548937.000000 Penalty: 11574.401367 Iteration 57Q: 3 clusters Score -2548937 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10436 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -2548950.500000 Penalty: 11574.401367 Iteration 58Q: 3 clusters Score -2548950 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -2548956.000000 Penalty: 11574.401367 Iteration 59Q: 3 clusters Score -2548956 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -2548962.750000 Penalty: 11574.401367 Iteration 60F: 3 clusters Score -2548963 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -2548972.000000 Penalty: 11574.401367 Iteration 61Q: 3 clusters Score -2548972 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -2548983.250000 Penalty: 11574.401367 Iteration 62Q: 3 clusters Score -2548983 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -2548985.000000 Penalty: 11574.401367 Iteration 63Q: 3 clusters Score -2548985 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -2548992.250000 Penalty: 11574.401367 Iteration 64Q: 3 clusters Score -2548992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -2548994.750000 Penalty: 11574.401367 Iteration 65Q: 3 clusters Score -2548995 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -2548998.500000 Penalty: 11574.401367 Iteration 66Q: 3 clusters Score -2548998 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -2549003.500000 Penalty: 11574.401367 Iteration 67Q: 3 clusters Score -2549004 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -2549012.750000 Penalty: 11574.401367 Iteration 68Q: 3 clusters Score -2549013 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -2549015.750000 Penalty: 11574.401367 Iteration 69Q: 3 clusters Score -2549016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -2549015.750000 Penalty: 11574.401367 Iteration 70Q: 3 clusters Score -2549016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -2549016.500000 Penalty: 11574.401367 Iteration 71Q: 3 clusters Score -2549016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -2549015.500000 Penalty: 11574.401367 Iteration 72Q: 3 clusters Score -2549016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -2549020.750000 Penalty: 11574.401367 Iteration 73Q: 3 clusters Score -2549021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -2549018.500000 Penalty: 11574.401367 Iteration 74Q: 3 clusters Score -2549018 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -2549018.500000 Penalty: 11574.401367 Iteration 75F: 3 clusters Score -2549018 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Entering Unmasked Estep Score: -1656714.250000 Penalty: 5511.510254 Iteration 0F: 2 clusters Score -1656714 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1647731.250000 Penalty: 11023.020508 Iteration 0F: 3 clusters Score -1647731 nChanged 2841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1649540.375000 Penalty: 11023.020508 Iteration 1F: 3 clusters Score -1649540 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1650005.375000 Penalty: 11023.020508 Iteration 2F: 3 clusters Score -1650005 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1650386.750000 Penalty: 11023.020508 Iteration 3F: 3 clusters Score -1650387 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1650739.125000 Penalty: 11023.020508 Iteration 4Q: 3 clusters Score -1650739 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -1651116.250000 Penalty: 11023.020508 Iteration 5Q: 3 clusters Score -1651116 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -1651516.500000 Penalty: 11023.020508 Iteration 6Q: 3 clusters Score -1651516 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1651964.750000 Penalty: 11023.020508 Iteration 7Q: 3 clusters Score -1651965 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1652405.125000 Penalty: 11023.020508 Iteration 8Q: 3 clusters Score -1652405 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1652751.750000 Penalty: 11023.020508 Iteration 9Q: 3 clusters Score -1652752 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1653052.375000 Penalty: 11023.020508 Iteration 10Q: 3 clusters Score -1653052 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1653344.750000 Penalty: 11023.020508 Iteration 11Q: 3 clusters Score -1653345 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1653586.000000 Penalty: 11023.020508 Iteration 12Q: 3 clusters Score -1653586 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1653768.375000 Penalty: 11023.020508 Iteration 13Q: 3 clusters Score -1653768 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1653871.625000 Penalty: 11023.020508 Iteration 14Q: 3 clusters Score -1653872 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1653962.500000 Penalty: 11023.020508 Iteration 15Q: 3 clusters Score -1653962 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1654052.125000 Penalty: 11023.020508 Iteration 16Q: 3 clusters Score -1654052 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1654163.500000 Penalty: 11023.020508 Iteration 17Q: 3 clusters Score -1654164 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -1654282.000000 Penalty: 11023.020508 Iteration 18Q: 3 clusters Score -1654282 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1654395.875000 Penalty: 11023.020508 Iteration 19Q: 3 clusters Score -1654396 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1654464.500000 Penalty: 11023.020508 Iteration 20F: 3 clusters Score -1654464 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1654519.500000 Penalty: 11023.020508 Iteration 21Q: 3 clusters Score -1654520 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1654555.375000 Penalty: 11023.020508 Iteration 22Q: 3 clusters Score -1654555 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1654577.375000 Penalty: 11023.020508 Iteration 23Q: 3 clusters Score -1654577 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1654593.500000 Penalty: 11023.020508 Iteration 24Q: 3 clusters Score -1654594 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1654599.500000 Penalty: 11023.020508 Iteration 25Q: 3 clusters Score -1654600 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1654613.250000 Penalty: 11023.020508 Iteration 26Q: 3 clusters Score -1654613 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1654622.500000 Penalty: 11023.020508 Iteration 27Q: 3 clusters Score -1654622 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1654624.625000 Penalty: 11023.020508 Iteration 28Q: 3 clusters Score -1654625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1654623.750000 Penalty: 11023.020508 Iteration 29Q: 3 clusters Score -1654624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1654623.250000 Penalty: 11023.020508 Iteration 30Q: 3 clusters Score -1654623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -1654622.750000 Penalty: 11023.020508 Iteration 31Q: 3 clusters Score -1654623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -1654626.000000 Penalty: 11023.020508 Iteration 32Q: 3 clusters Score -1654626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1654628.875000 Penalty: 11023.020508 Iteration 33Q: 3 clusters Score -1654629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1654628.750000 Penalty: 11023.020508 Iteration 34Q: 3 clusters Score -1654629 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1654627.875000 Penalty: 11023.020508 Iteration 35Q: 3 clusters Score -1654628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -1654627.250000 Penalty: 11023.020508 Iteration 36Q: 3 clusters Score -1654627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1654627.750000 Penalty: 11023.020508 Iteration 37Q: 3 clusters Score -1654628 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1654627.750000 Penalty: 11023.020508 Iteration 38F: 3 clusters Score -1654628 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Entering Unmasked Estep Score: -149775.171875 Penalty: 4120.551758 Iteration 0F: 2 clusters Score -149775.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -146137.484375 Penalty: 8241.103516 Iteration 0F: 3 clusters Score -146137.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -146783.484375 Penalty: 8241.103516 Iteration 1F: 3 clusters Score -146783.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -147293.546875 Penalty: 8241.103516 Iteration 2F: 3 clusters Score -147293.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -147872.953125 Penalty: 8241.103516 Iteration 3F: 3 clusters Score -147873 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -148640.250000 Penalty: 8241.103516 Iteration 4F: 3 clusters Score -148640.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -149236.406250 Penalty: 8241.103516 Iteration 5F: 3 clusters Score -149236.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -149859.625000 Penalty: 8241.103516 Iteration 6F: 3 clusters Score -149859.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -150502.531250 Penalty: 8241.103516 Iteration 7Q: 3 clusters Score -150502.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -151008.718750 Penalty: 8241.103516 Iteration 8Q: 3 clusters Score -151008.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -151301.562500 Penalty: 8241.103516 Iteration 9Q: 3 clusters Score -151301.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -151412.625000 Penalty: 8241.103516 Iteration 10Q: 3 clusters Score -151412.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -151487.046875 Penalty: 8241.103516 Iteration 11Q: 3 clusters Score -151487 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -151493.890625 Penalty: 8241.103516 Iteration 12Q: 3 clusters Score -151493.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -151493.890625 Penalty: 8241.103516 Iteration 13F: 3 clusters Score -151493.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101453 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19141 members Mstep: Class 6 contains 15682 members Mstep: Class 7 contains 7682 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12689 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 439 members Mstep: Class 12 contains 164829 members Mstep: Class 13 contains 38810 members Mstep: Class 14 contains 41351 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 17 contains 57603 members Mstep: Class 18 contains 5909 members Mstep: Class 19 contains 11953 members Mstep: Class 20 contains 34794 members Mstep: Class 21 contains 29759 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11869 members Mstep: Class 24 contains 859 members Mstep: Class 25 contains 396 members Entering Unmasked Estep Score: -119269224.000000 Penalty: 202988.343750 Splitting cluster 11 changes total score from -119247704.000000 to -119269224.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 12 (164829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164829 members Entering Unmasked Estep Score: -34865612.000000 Penalty: 7357.756836 Iteration 0F: 2 clusters Score -3.486561e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82123 members Mstep: Class 2 contains 82706 members Entering Unmasked Estep Score: -34754512.000000 Penalty: 14715.513672 Iteration 0F: 3 clusters Score -3.475451e+07 nChanged 76856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79811 members Mstep: Class 2 contains 85018 members Entering Unmasked Estep Score: -34797808.000000 Penalty: 14715.513672 Iteration 1F: 3 clusters Score -3.479781e+07 nChanged 5714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78099 members Mstep: Class 2 contains 86730 members Entering Unmasked Estep Score: -34799164.000000 Penalty: 14715.513672 Iteration 2Q: 3 clusters Score -3.479916e+07 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75464 members Mstep: Class 2 contains 89365 members Entering Unmasked Estep Score: -34800628.000000 Penalty: 14715.513672 Iteration 3Q: 3 clusters Score -3.480063e+07 nChanged 6057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71587 members Mstep: Class 2 contains 93242 members Entering Unmasked Estep Score: -34802552.000000 Penalty: 14715.513672 Iteration 4Q: 3 clusters Score -3.480255e+07 nChanged 6913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66016 members Mstep: Class 2 contains 98813 members Entering Unmasked Estep Score: -34805288.000000 Penalty: 14715.513672 Iteration 5Q: 3 clusters Score -3.480529e+07 nChanged 8463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58307 members Mstep: Class 2 contains 106522 members Entering Unmasked Estep Score: -34809512.000000 Penalty: 14715.513672 Iteration 6F: 3 clusters Score -3.480951e+07 nChanged 10548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48171 members Mstep: Class 2 contains 116658 members Entering Unmasked Estep Score: -34816616.000000 Penalty: 14715.513672 Iteration 7F: 3 clusters Score -3.481662e+07 nChanged 12631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35730 members Mstep: Class 2 contains 129099 members Entering Unmasked Estep Score: -34826392.000000 Penalty: 14715.513672 Iteration 8F: 3 clusters Score -3.482639e+07 nChanged 13053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 142090 members Entering Unmasked Estep Score: -34838104.000000 Penalty: 14715.513672 Iteration 9F: 3 clusters Score -3.48381e+07 nChanged 10614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12145 members Mstep: Class 2 contains 152684 members Entering Unmasked Estep Score: -34848216.000000 Penalty: 14715.513672 Iteration 10F: 3 clusters Score -3.484822e+07 nChanged 6307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 158983 members Entering Unmasked Estep Score: -34854208.000000 Penalty: 14715.513672 Iteration 11Q: 3 clusters Score -3.485421e+07 nChanged 3025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 161990 members Entering Unmasked Estep Score: -34857016.000000 Penalty: 14715.513672 Iteration 12Q: 3 clusters Score -3.485702e+07 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 163165 members Entering Unmasked Estep Score: -34858100.000000 Penalty: 14715.513672 Iteration 13Q: 3 clusters Score -3.48581e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 163623 members Entering Unmasked Estep Score: -34858576.000000 Penalty: 14715.513672 Iteration 14Q: 3 clusters Score -3.485858e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 163826 members Entering Unmasked Estep Score: -34858776.000000 Penalty: 14715.513672 Iteration 15Q: 3 clusters Score -3.485878e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 163909 members Entering Unmasked Estep Score: -34858848.000000 Penalty: 14715.513672 Iteration 16Q: 3 clusters Score -3.485885e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 163965 members Entering Unmasked Estep Score: -34858988.000000 Penalty: 14715.513672 Iteration 17Q: 3 clusters Score -3.485899e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 164009 members Entering Unmasked Estep Score: -34859040.000000 Penalty: 14715.513672 Iteration 18Q: 3 clusters Score -3.485904e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 164036 members Entering Unmasked Estep Score: -34859112.000000 Penalty: 14715.513672 Iteration 19Q: 3 clusters Score -3.485911e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 164052 members Entering Unmasked Estep Score: -34859148.000000 Penalty: 14715.513672 Iteration 20F: 3 clusters Score -3.485915e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 164056 members Entering Unmasked Estep Score: -34859152.000000 Penalty: 14715.513672 Iteration 21Q: 3 clusters Score -3.485915e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 164062 members Entering Unmasked Estep Score: -34859140.000000 Penalty: 14715.513672 Iteration 22Q: 3 clusters Score -3.485914e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 164064 members Entering Unmasked Estep Score: -34859132.000000 Penalty: 14715.513672 Iteration 23Q: 3 clusters Score -3.485913e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 164065 members Entering Unmasked Estep Score: -34859132.000000 Penalty: 14715.513672 Iteration 24Q: 3 clusters Score -3.485913e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 164071 members Entering Unmasked Estep Score: -34859160.000000 Penalty: 14715.513672 Iteration 25Q: 3 clusters Score -3.485916e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 164075 members Entering Unmasked Estep Score: -34859140.000000 Penalty: 14715.513672 Iteration 26Q: 3 clusters Score -3.485914e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 164077 members Entering Unmasked Estep Score: -34859176.000000 Penalty: 14715.513672 Iteration 27Q: 3 clusters Score -3.485918e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 164080 members Entering Unmasked Estep Score: -34859172.000000 Penalty: 14715.513672 Iteration 28Q: 3 clusters Score -3.485917e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 164084 members Entering Unmasked Estep Score: -34859180.000000 Penalty: 14715.513672 Iteration 29Q: 3 clusters Score -3.485918e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 164085 members Entering Unmasked Estep Score: -34859172.000000 Penalty: 14715.513672 Iteration 30Q: 3 clusters Score -3.485917e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 164086 members Entering Unmasked Estep Score: -34859184.000000 Penalty: 14715.513672 Iteration 31Q: 3 clusters Score -3.485918e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 164085 members Entering Unmasked Estep Score: -34859184.000000 Penalty: 14715.513672 Iteration 32Q: 3 clusters Score -3.485918e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 164085 members Entering Unmasked Estep Score: -34859184.000000 Penalty: 14715.513672 Iteration 33F: 3 clusters Score -3.485918e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (38810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38810 members Entering Unmasked Estep Score: -8263276.000000 Penalty: 6471.939941 Iteration 0F: 2 clusters Score -8263276 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19499 members Mstep: Class 2 contains 19311 members Entering Unmasked Estep Score: -8234922.500000 Penalty: 12943.879883 Iteration 0F: 3 clusters Score -8234922 nChanged 16702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19983 members Mstep: Class 2 contains 18827 members Entering Unmasked Estep Score: -8244155.000000 Penalty: 12943.879883 Iteration 1F: 3 clusters Score -8244155 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20317 members Mstep: Class 2 contains 18493 members Entering Unmasked Estep Score: -8245379.500000 Penalty: 12943.879883 Iteration 2F: 3 clusters Score -8245380 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20696 members Mstep: Class 2 contains 18114 members Entering Unmasked Estep Score: -8246445.500000 Penalty: 12943.879883 Iteration 3F: 3 clusters Score -8246446 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21101 members Mstep: Class 2 contains 17709 members Entering Unmasked Estep Score: -8247350.000000 Penalty: 12943.879883 Iteration 4Q: 3 clusters Score -8247350 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21559 members Mstep: Class 2 contains 17251 members Entering Unmasked Estep Score: -8248227.000000 Penalty: 12943.879883 Iteration 5Q: 3 clusters Score -8248227 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22174 members Mstep: Class 2 contains 16636 members Entering Unmasked Estep Score: -8249097.000000 Penalty: 12943.879883 Iteration 6Q: 3 clusters Score -8249097 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22852 members Mstep: Class 2 contains 15958 members Entering Unmasked Estep Score: -8249962.500000 Penalty: 12943.879883 Iteration 7Q: 3 clusters Score -8249962 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23658 members Mstep: Class 2 contains 15152 members Entering Unmasked Estep Score: -8250749.000000 Penalty: 12943.879883 Iteration 8Q: 3 clusters Score -8250749 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24525 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -8251506.500000 Penalty: 12943.879883 Iteration 9Q: 3 clusters Score -8251506 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25456 members Mstep: Class 2 contains 13354 members Entering Unmasked Estep Score: -8252277.000000 Penalty: 12943.879883 Iteration 10Q: 3 clusters Score -8252277 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26370 members Mstep: Class 2 contains 12440 members Entering Unmasked Estep Score: -8253016.000000 Penalty: 12943.879883 Iteration 11Q: 3 clusters Score -8253016 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27236 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -8253664.500000 Penalty: 12943.879883 Iteration 12Q: 3 clusters Score -8253664 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28113 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -8254280.000000 Penalty: 12943.879883 Iteration 13Q: 3 clusters Score -8254280 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28954 members Mstep: Class 2 contains 9856 members Entering Unmasked Estep Score: -8254851.000000 Penalty: 12943.879883 Iteration 14Q: 3 clusters Score -8254851 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29745 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -8255308.500000 Penalty: 12943.879883 Iteration 15Q: 3 clusters Score -8255308 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30419 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -8255698.000000 Penalty: 12943.879883 Iteration 16Q: 3 clusters Score -8255698 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31020 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -8256002.500000 Penalty: 12943.879883 Iteration 17Q: 3 clusters Score -8256002 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31569 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -8256350.500000 Penalty: 12943.879883 Iteration 18Q: 3 clusters Score -8256350 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32041 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -8256598.000000 Penalty: 12943.879883 Iteration 19Q: 3 clusters Score -8256598 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32450 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -8256836.000000 Penalty: 12943.879883 Iteration 20F: 3 clusters Score -8256836 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32813 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -8257022.500000 Penalty: 12943.879883 Iteration 21Q: 3 clusters Score -8257022 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33145 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -8257232.000000 Penalty: 12943.879883 Iteration 22Q: 3 clusters Score -8257232 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33458 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -8257459.000000 Penalty: 12943.879883 Iteration 23Q: 3 clusters Score -8257459 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33751 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -8257651.500000 Penalty: 12943.879883 Iteration 24Q: 3 clusters Score -8257652 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34012 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -8257834.000000 Penalty: 12943.879883 Iteration 25Q: 3 clusters Score -8257834 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34237 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -8257955.500000 Penalty: 12943.879883 Iteration 26Q: 3 clusters Score -8257956 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34418 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -8258039.000000 Penalty: 12943.879883 Iteration 27Q: 3 clusters Score -8258039 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34565 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -8258141.500000 Penalty: 12943.879883 Iteration 28Q: 3 clusters Score -8258142 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34708 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -8258206.000000 Penalty: 12943.879883 Iteration 29Q: 3 clusters Score -8258206 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34844 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -8258265.000000 Penalty: 12943.879883 Iteration 30Q: 3 clusters Score -8258265 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34930 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -8258314.500000 Penalty: 12943.879883 Iteration 31Q: 3 clusters Score -8258314 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34991 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -8258352.500000 Penalty: 12943.879883 Iteration 32Q: 3 clusters Score -8258352 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35020 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -8258338.000000 Penalty: 12943.879883 Iteration 33Q: 3 clusters Score -8258338 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35047 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -8258354.500000 Penalty: 12943.879883 Iteration 34Q: 3 clusters Score -8258354 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35073 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -8258354.500000 Penalty: 12943.879883 Iteration 35Q: 3 clusters Score -8258354 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35097 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -8258380.000000 Penalty: 12943.879883 Iteration 36Q: 3 clusters Score -8258380 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35111 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -8258378.500000 Penalty: 12943.879883 Iteration 37Q: 3 clusters Score -8258378 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35116 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -8258380.000000 Penalty: 12943.879883 Iteration 38Q: 3 clusters Score -8258380 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35117 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -8258378.000000 Penalty: 12943.879883 Iteration 39Q: 3 clusters Score -8258378 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35119 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -8258380.500000 Penalty: 12943.879883 Iteration 40F: 3 clusters Score -8258380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35123 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -8258375.000000 Penalty: 12943.879883 Iteration 41Q: 3 clusters Score -8258375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35123 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -8258376.500000 Penalty: 12943.879883 Iteration 42Q: 3 clusters Score -8258376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35124 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -8258376.500000 Penalty: 12943.879883 Iteration 43Q: 3 clusters Score -8258376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35124 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -8258376.500000 Penalty: 12943.879883 Iteration 44F: 3 clusters Score -8258376 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (41351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41351 members Entering Unmasked Estep Score: -8813352.000000 Penalty: 6510.784668 Iteration 0F: 2 clusters Score -8813352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 20730 members Entering Unmasked Estep Score: -8783282.000000 Penalty: 13021.569336 Iteration 0F: 3 clusters Score -8783282 nChanged 17922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20597 members Mstep: Class 2 contains 20754 members Entering Unmasked Estep Score: -8792717.000000 Penalty: 13021.569336 Iteration 1F: 3 clusters Score -8792717 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20536 members Mstep: Class 2 contains 20815 members Entering Unmasked Estep Score: -8793551.000000 Penalty: 13021.569336 Iteration 2F: 3 clusters Score -8793551 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 20892 members Entering Unmasked Estep Score: -8794065.000000 Penalty: 13021.569336 Iteration 3Q: 3 clusters Score -8794065 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20381 members Mstep: Class 2 contains 20970 members Entering Unmasked Estep Score: -8794502.000000 Penalty: 13021.569336 Iteration 4Q: 3 clusters Score -8794502 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20311 members Mstep: Class 2 contains 21040 members Entering Unmasked Estep Score: -8794959.000000 Penalty: 13021.569336 Iteration 5Q: 3 clusters Score -8794959 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20197 members Mstep: Class 2 contains 21154 members Entering Unmasked Estep Score: -8795329.000000 Penalty: 13021.569336 Iteration 6Q: 3 clusters Score -8795329 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20101 members Mstep: Class 2 contains 21250 members Entering Unmasked Estep Score: -8795653.000000 Penalty: 13021.569336 Iteration 7Q: 3 clusters Score -8795653 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19968 members Mstep: Class 2 contains 21383 members Entering Unmasked Estep Score: -8795997.000000 Penalty: 13021.569336 Iteration 8Q: 3 clusters Score -8795997 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19808 members Mstep: Class 2 contains 21543 members Entering Unmasked Estep Score: -8796401.000000 Penalty: 13021.569336 Iteration 9Q: 3 clusters Score -8796401 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19534 members Mstep: Class 2 contains 21817 members Entering Unmasked Estep Score: -8796757.000000 Penalty: 13021.569336 Iteration 10Q: 3 clusters Score -8796757 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19198 members Mstep: Class 2 contains 22153 members Entering Unmasked Estep Score: -8797213.000000 Penalty: 13021.569336 Iteration 11Q: 3 clusters Score -8797213 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18743 members Mstep: Class 2 contains 22608 members Entering Unmasked Estep Score: -8797675.000000 Penalty: 13021.569336 Iteration 12Q: 3 clusters Score -8797675 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18216 members Mstep: Class 2 contains 23135 members Entering Unmasked Estep Score: -8798137.000000 Penalty: 13021.569336 Iteration 13Q: 3 clusters Score -8798137 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17562 members Mstep: Class 2 contains 23789 members Entering Unmasked Estep Score: -8798709.000000 Penalty: 13021.569336 Iteration 14Q: 3 clusters Score -8798709 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16777 members Mstep: Class 2 contains 24574 members Entering Unmasked Estep Score: -8799260.000000 Penalty: 13021.569336 Iteration 15Q: 3 clusters Score -8799260 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15807 members Mstep: Class 2 contains 25544 members Entering Unmasked Estep Score: -8799950.000000 Penalty: 13021.569336 Iteration 16Q: 3 clusters Score -8799950 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14736 members Mstep: Class 2 contains 26615 members Entering Unmasked Estep Score: -8800603.000000 Penalty: 13021.569336 Iteration 17Q: 3 clusters Score -8800603 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 27770 members Entering Unmasked Estep Score: -8801356.000000 Penalty: 13021.569336 Iteration 18Q: 3 clusters Score -8801356 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 28996 members Entering Unmasked Estep Score: -8802099.000000 Penalty: 13021.569336 Iteration 19Q: 3 clusters Score -8802099 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 30212 members Entering Unmasked Estep Score: -8802781.000000 Penalty: 13021.569336 Iteration 20F: 3 clusters Score -8802781 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 31423 members Entering Unmasked Estep Score: -8803443.000000 Penalty: 13021.569336 Iteration 21Q: 3 clusters Score -8803443 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 32631 members Entering Unmasked Estep Score: -8804138.000000 Penalty: 13021.569336 Iteration 22Q: 3 clusters Score -8804138 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 33751 members Entering Unmasked Estep Score: -8804750.000000 Penalty: 13021.569336 Iteration 23Q: 3 clusters Score -8804750 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 34737 members Entering Unmasked Estep Score: -8805278.000000 Penalty: 13021.569336 Iteration 24Q: 3 clusters Score -8805278 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 35572 members Entering Unmasked Estep Score: -8805754.000000 Penalty: 13021.569336 Iteration 25Q: 3 clusters Score -8805754 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 36283 members Entering Unmasked Estep Score: -8806173.000000 Penalty: 13021.569336 Iteration 26Q: 3 clusters Score -8806173 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 36897 members Entering Unmasked Estep Score: -8806528.000000 Penalty: 13021.569336 Iteration 27Q: 3 clusters Score -8806528 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 37410 members Entering Unmasked Estep Score: -8806778.000000 Penalty: 13021.569336 Iteration 28Q: 3 clusters Score -8806778 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 37823 members Entering Unmasked Estep Score: -8807033.000000 Penalty: 13021.569336 Iteration 29Q: 3 clusters Score -8807033 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 38157 members Entering Unmasked Estep Score: -8807198.000000 Penalty: 13021.569336 Iteration 30Q: 3 clusters Score -8807198 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 38432 members Entering Unmasked Estep Score: -8807336.000000 Penalty: 13021.569336 Iteration 31Q: 3 clusters Score -8807336 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 38652 members Entering Unmasked Estep Score: -8807467.000000 Penalty: 13021.569336 Iteration 32Q: 3 clusters Score -8807467 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 38844 members Entering Unmasked Estep Score: -8807573.000000 Penalty: 13021.569336 Iteration 33Q: 3 clusters Score -8807573 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 38997 members Entering Unmasked Estep Score: -8807642.000000 Penalty: 13021.569336 Iteration 34Q: 3 clusters Score -8807642 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 39100 members Entering Unmasked Estep Score: -8807709.000000 Penalty: 13021.569336 Iteration 35Q: 3 clusters Score -8807709 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 39198 members Entering Unmasked Estep Score: -8807767.000000 Penalty: 13021.569336 Iteration 36Q: 3 clusters Score -8807767 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 39285 members Entering Unmasked Estep Score: -8807805.000000 Penalty: 13021.569336 Iteration 37Q: 3 clusters Score -8807805 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 39345 members Entering Unmasked Estep Score: -8807831.000000 Penalty: 13021.569336 Iteration 38Q: 3 clusters Score -8807831 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 39386 members Entering Unmasked Estep Score: -8807863.000000 Penalty: 13021.569336 Iteration 39Q: 3 clusters Score -8807863 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 39418 members Entering Unmasked Estep Score: -8807883.000000 Penalty: 13021.569336 Iteration 40F: 3 clusters Score -8807883 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 39459 members Entering Unmasked Estep Score: -8807912.000000 Penalty: 13021.569336 Iteration 41Q: 3 clusters Score -8807912 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 39492 members Entering Unmasked Estep Score: -8807931.000000 Penalty: 13021.569336 Iteration 42Q: 3 clusters Score -8807931 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 39526 members Entering Unmasked Estep Score: -8807954.000000 Penalty: 13021.569336 Iteration 43Q: 3 clusters Score -8807954 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 39547 members Entering Unmasked Estep Score: -8807952.000000 Penalty: 13021.569336 Iteration 44Q: 3 clusters Score -8807952 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 39561 members Entering Unmasked Estep Score: -8807964.000000 Penalty: 13021.569336 Iteration 45Q: 3 clusters Score -8807964 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 39571 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -8808006.000000 Penalty: 13021.569336 Iteration 50Q: 3 clusters Score -8808006 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 39634 members Entering Unmasked Estep Score: -8808017.000000 Penalty: 13021.569336 Iteration 51Q: 3 clusters Score -8808017 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 39643 members Entering Unmasked Estep Score: -8808026.000000 Penalty: 13021.569336 Iteration 52Q: 3 clusters Score -8808026 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 39649 members Entering Unmasked Estep Score: -8808042.000000 Penalty: 13021.569336 Iteration 53Q: 3 clusters Score -8808042 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 39659 members Entering Unmasked Estep Score: -8808043.000000 Penalty: 13021.569336 Iteration 54Q: 3 clusters Score -8808043 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 39671 members Entering Unmasked Estep Score: -8808044.000000 Penalty: 13021.569336 Iteration 55Q: 3 clusters Score -8808044 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 39682 members Entering Unmasked Estep Score: -8808047.000000 Penalty: 13021.569336 Iteration 56Q: 3 clusters Score -8808047 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 39687 members Entering Unmasked Estep Score: -8808048.000000 Penalty: 13021.569336 Iteration 57Q: 3 clusters Score -8808048 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 39688 members Entering Unmasked Estep Score: -8808039.000000 Penalty: 13021.569336 Iteration 58Q: 3 clusters Score -8808039 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 39691 members Entering Unmasked Estep Score: -8808046.000000 Penalty: 13021.569336 Iteration 59Q: 3 clusters Score -8808046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 39695 members Entering Unmasked Estep Score: -8808058.000000 Penalty: 13021.569336 Iteration 60F: 3 clusters Score -8808058 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 39698 members Entering Unmasked Estep Score: -8808054.000000 Penalty: 13021.569336 Iteration 61Q: 3 clusters Score -8808054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 39698 members Entering Unmasked Estep Score: -8808054.000000 Penalty: 13021.569336 Iteration 62F: 3 clusters Score -8808054 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Entering Unmasked Estep Score: -269985.281250 Penalty: 4410.717285 Iteration 0F: 2 clusters Score -269985.3 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 717 members Entering Unmasked Estep Score: -265597.093750 Penalty: 8821.434570 Iteration 0F: 3 clusters Score -265597.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -266095.125000 Penalty: 8821.434570 Iteration 1F: 3 clusters Score -266095.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -266278.375000 Penalty: 8821.434570 Iteration 2Q: 3 clusters Score -266278.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -266374.687500 Penalty: 8821.434570 Iteration 3Q: 3 clusters Score -266374.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -266462.125000 Penalty: 8821.434570 Iteration 4Q: 3 clusters Score -266462.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -266582.687500 Penalty: 8821.434570 Iteration 5Q: 3 clusters Score -266582.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -266675.093750 Penalty: 8821.434570 Iteration 6Q: 3 clusters Score -266675.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -266732.531250 Penalty: 8821.434570 Iteration 7Q: 3 clusters Score -266732.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -266767.500000 Penalty: 8821.434570 Iteration 8Q: 3 clusters Score -266767.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -266786.468750 Penalty: 8821.434570 Iteration 9Q: 3 clusters Score -266786.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -266798.562500 Penalty: 8821.434570 Iteration 10Q: 3 clusters Score -266798.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -266805.187500 Penalty: 8821.434570 Iteration 11Q: 3 clusters Score -266805.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -266813.625000 Penalty: 8821.434570 Iteration 12Q: 3 clusters Score -266813.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -266815.906250 Penalty: 8821.434570 Iteration 13Q: 3 clusters Score -266815.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -266818.531250 Penalty: 8821.434570 Iteration 14Q: 3 clusters Score -266818.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -266828.625000 Penalty: 8821.434570 Iteration 15Q: 3 clusters Score -266828.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -266838.781250 Penalty: 8821.434570 Iteration 16Q: 3 clusters Score -266838.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -266847.156250 Penalty: 8821.434570 Iteration 17Q: 3 clusters Score -266847.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -266851.625000 Penalty: 8821.434570 Iteration 18Q: 3 clusters Score -266851.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -266859.531250 Penalty: 8821.434570 Iteration 19Q: 3 clusters Score -266859.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -266865.812500 Penalty: 8821.434570 Iteration 20F: 3 clusters Score -266865.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -266878.625000 Penalty: 8821.434570 Iteration 21Q: 3 clusters Score -266878.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -266887.937500 Penalty: 8821.434570 Iteration 22Q: 3 clusters Score -266887.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -266949.687500 Penalty: 8821.434570 Iteration 23Q: 3 clusters Score -266949.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -267004.968750 Penalty: 8821.434570 Iteration 24Q: 3 clusters Score -267005 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -267046.968750 Penalty: 8821.434570 Iteration 25Q: 3 clusters Score -267047 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -267089.625000 Penalty: 8821.434570 Iteration 26Q: 3 clusters Score -267089.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -267173.281250 Penalty: 8821.434570 Iteration 27Q: 3 clusters Score -267173.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -267322.906250 Penalty: 8821.434570 Iteration 28Q: 3 clusters Score -267322.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -267495.062500 Penalty: 8821.434570 Iteration 29Q: 3 clusters Score -267495.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -267875.812500 Penalty: 8821.434570 Iteration 30Q: 3 clusters Score -267875.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -268117.906250 Penalty: 8821.434570 Iteration 31Q: 3 clusters Score -268117.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -268170.593750 Penalty: 8821.434570 Iteration 32Q: 3 clusters Score -268170.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -268211.937500 Penalty: 8821.434570 Iteration 33Q: 3 clusters Score -268211.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -268258.281250 Penalty: 8821.434570 Iteration 34Q: 3 clusters Score -268258.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -268289.687500 Penalty: 8821.434570 Iteration 35Q: 3 clusters Score -268289.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -268308.687500 Penalty: 8821.434570 Iteration 36Q: 3 clusters Score -268308.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -268347.500000 Penalty: 8821.434570 Iteration 37Q: 3 clusters Score -268347.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -268376.000000 Penalty: 8821.434570 Iteration 38Q: 3 clusters Score -268376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -268427.281250 Penalty: 8821.434570 Iteration 39Q: 3 clusters Score -268427.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -268459.656250 Penalty: 8821.434570 Iteration 40F: 3 clusters Score -268459.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -268485.093750 Penalty: 8821.434570 Iteration 41Q: 3 clusters Score -268485.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -268503.843750 Penalty: 8821.434570 Iteration 42Q: 3 clusters Score -268503.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -268511.687500 Penalty: 8821.434570 Iteration 43Q: 3 clusters Score -268511.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -268523.250000 Penalty: 8821.434570 Iteration 44Q: 3 clusters Score -268523.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -268533.687500 Penalty: 8821.434570 Iteration 45Q: 3 clusters Score -268533.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -268543.906250 Penalty: 8821.434570 Iteration 46Q: 3 clusters Score -268543.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -268556.937500 Penalty: 8821.434570 Iteration 47Q: 3 clusters Score -268556.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -268568.093750 Penalty: 8821.434570 Iteration 48Q: 3 clusters Score -268568.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -268581.937500 Penalty: 8821.434570 Iteration 49Q: 3 clusters Score -268581.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -268607.531250 Penalty: 8821.434570 Iteration 50Q: 3 clusters Score -268607.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -268620.781250 Penalty: 8821.434570 Iteration 51Q: 3 clusters Score -268620.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -268628.656250 Penalty: 8821.434570 Iteration 52Q: 3 clusters Score -268628.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -268634.625000 Penalty: 8821.434570 Iteration 53Q: 3 clusters Score -268634.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -268635.562500 Penalty: 8821.434570 Iteration 54Q: 3 clusters Score -268635.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -268636.250000 Penalty: 8821.434570 Iteration 55Q: 3 clusters Score -268636.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -268636.250000 Penalty: 8821.434570 Iteration 56F: 3 clusters Score -268636.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Entering Unmasked Estep Score: -149699.937500 Penalty: 4078.031738 Iteration 0F: 2 clusters Score -149699.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -145918.937500 Penalty: 8156.063477 Iteration 0F: 3 clusters Score -145918.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -146270.718750 Penalty: 8156.063477 Iteration 1F: 3 clusters Score -146270.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -146361.437500 Penalty: 8156.063477 Iteration 2Q: 3 clusters Score -146361.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -146389.406250 Penalty: 8156.063477 Iteration 3Q: 3 clusters Score -146389.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -146411.250000 Penalty: 8156.063477 Iteration 4Q: 3 clusters Score -146411.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -146429.921875 Penalty: 8156.063477 Iteration 5Q: 3 clusters Score -146429.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -146435.234375 Penalty: 8156.063477 Iteration 6Q: 3 clusters Score -146435.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -146437.640625 Penalty: 8156.063477 Iteration 7Q: 3 clusters Score -146437.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -146437.640625 Penalty: 8156.063477 Iteration 8F: 3 clusters Score -146437.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Entering Unmasked Estep Score: -1212412.500000 Penalty: 5319.091797 Iteration 0F: 2 clusters Score -1212412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -1204729.000000 Penalty: 10638.183594 Iteration 0F: 3 clusters Score -1204729 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -1206064.125000 Penalty: 10638.183594 Iteration 1F: 3 clusters Score -1206064 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -1206394.875000 Penalty: 10638.183594 Iteration 2F: 3 clusters Score -1206395 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1206586.875000 Penalty: 10638.183594 Iteration 3Q: 3 clusters Score -1206587 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1206702.375000 Penalty: 10638.183594 Iteration 4Q: 3 clusters Score -1206702 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1206780.375000 Penalty: 10638.183594 Iteration 5Q: 3 clusters Score -1206780 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1206842.875000 Penalty: 10638.183594 Iteration 6Q: 3 clusters Score -1206843 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1206875.375000 Penalty: 10638.183594 Iteration 7Q: 3 clusters Score -1206875 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -1206904.375000 Penalty: 10638.183594 Iteration 8Q: 3 clusters Score -1206904 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1206927.875000 Penalty: 10638.183594 Iteration 9Q: 3 clusters Score -1206928 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -1206949.375000 Penalty: 10638.183594 Iteration 10Q: 3 clusters Score -1206949 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1206966.500000 Penalty: 10638.183594 Iteration 11Q: 3 clusters Score -1206966 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1206978.750000 Penalty: 10638.183594 Iteration 12Q: 3 clusters Score -1206979 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1206991.375000 Penalty: 10638.183594 Iteration 13Q: 3 clusters Score -1206991 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1206996.625000 Penalty: 10638.183594 Iteration 14Q: 3 clusters Score -1206997 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1206999.375000 Penalty: 10638.183594 Iteration 15Q: 3 clusters Score -1206999 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1207005.625000 Penalty: 10638.183594 Iteration 16Q: 3 clusters Score -1207006 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1207014.375000 Penalty: 10638.183594 Iteration 17Q: 3 clusters Score -1207014 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -1207015.750000 Penalty: 10638.183594 Iteration 18Q: 3 clusters Score -1207016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1207019.375000 Penalty: 10638.183594 Iteration 19Q: 3 clusters Score -1207019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1207023.500000 Penalty: 10638.183594 Iteration 20F: 3 clusters Score -1207024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1207026.125000 Penalty: 10638.183594 Iteration 21Q: 3 clusters Score -1207026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1207030.625000 Penalty: 10638.183594 Iteration 22Q: 3 clusters Score -1207031 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1207035.125000 Penalty: 10638.183594 Iteration 23Q: 3 clusters Score -1207035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1207038.000000 Penalty: 10638.183594 Iteration 24Q: 3 clusters Score -1207038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1207044.000000 Penalty: 10638.183594 Iteration 25Q: 3 clusters Score -1207044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1207045.875000 Penalty: 10638.183594 Iteration 26Q: 3 clusters Score -1207046 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1207050.500000 Penalty: 10638.183594 Iteration 27Q: 3 clusters Score -1207050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1207052.250000 Penalty: 10638.183594 Iteration 28Q: 3 clusters Score -1207052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1207050.125000 Penalty: 10638.183594 Iteration 29Q: 3 clusters Score -1207050 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1207050.125000 Penalty: 10638.183594 Iteration 30F: 3 clusters Score -1207050 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Entering Unmasked Estep Score: -2573346.250000 Penalty: 5750.602051 Iteration 0F: 2 clusters Score -2573346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -2561858.250000 Penalty: 11501.204102 Iteration 0F: 3 clusters Score -2561858 nChanged 4576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -2564305.250000 Penalty: 11501.204102 Iteration 1F: 3 clusters Score -2564305 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -2564809.000000 Penalty: 11501.204102 Iteration 2F: 3 clusters Score -2564809 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -2565131.000000 Penalty: 11501.204102 Iteration 3Q: 3 clusters Score -2565131 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -2565354.000000 Penalty: 11501.204102 Iteration 4Q: 3 clusters Score -2565354 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -2565497.250000 Penalty: 11501.204102 Iteration 5Q: 3 clusters Score -2565497 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -2565607.000000 Penalty: 11501.204102 Iteration 6Q: 3 clusters Score -2565607 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -2565684.750000 Penalty: 11501.204102 Iteration 7Q: 3 clusters Score -2565685 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -2565759.000000 Penalty: 11501.204102 Iteration 8Q: 3 clusters Score -2565759 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -2565823.750000 Penalty: 11501.204102 Iteration 9Q: 3 clusters Score -2565824 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -2565890.000000 Penalty: 11501.204102 Iteration 10Q: 3 clusters Score -2565890 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -2565948.250000 Penalty: 11501.204102 Iteration 11Q: 3 clusters Score -2565948 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -2566008.000000 Penalty: 11501.204102 Iteration 12Q: 3 clusters Score -2566008 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -2566080.000000 Penalty: 11501.204102 Iteration 13Q: 3 clusters Score -2566080 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -2566150.500000 Penalty: 11501.204102 Iteration 14Q: 3 clusters Score -2566150 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -2566223.750000 Penalty: 11501.204102 Iteration 15Q: 3 clusters Score -2566224 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -2566294.000000 Penalty: 11501.204102 Iteration 16Q: 3 clusters Score -2566294 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -2566377.750000 Penalty: 11501.204102 Iteration 17Q: 3 clusters Score -2566378 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -2566475.000000 Penalty: 11501.204102 Iteration 18Q: 3 clusters Score -2566475 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -2566583.750000 Penalty: 11501.204102 Iteration 19Q: 3 clusters Score -2566584 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -2566705.000000 Penalty: 11501.204102 Iteration 20F: 3 clusters Score -2566705 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -2566813.000000 Penalty: 11501.204102 Iteration 21Q: 3 clusters Score -2566813 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -2566934.000000 Penalty: 11501.204102 Iteration 22Q: 3 clusters Score -2566934 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -2567063.250000 Penalty: 11501.204102 Iteration 23Q: 3 clusters Score -2567063 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9476 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -2567166.750000 Penalty: 11501.204102 Iteration 24Q: 3 clusters Score -2567167 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -2567278.500000 Penalty: 11501.204102 Iteration 25Q: 3 clusters Score -2567278 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -2567408.000000 Penalty: 11501.204102 Iteration 26Q: 3 clusters Score -2567408 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -2567535.750000 Penalty: 11501.204102 Iteration 27Q: 3 clusters Score -2567536 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -2567652.500000 Penalty: 11501.204102 Iteration 28Q: 3 clusters Score -2567652 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -2567754.000000 Penalty: 11501.204102 Iteration 29Q: 3 clusters Score -2567754 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -2567830.000000 Penalty: 11501.204102 Iteration 30Q: 3 clusters Score -2567830 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -2567887.250000 Penalty: 11501.204102 Iteration 31Q: 3 clusters Score -2567887 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -2567936.500000 Penalty: 11501.204102 Iteration 32Q: 3 clusters Score -2567936 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10586 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -2567992.750000 Penalty: 11501.204102 Iteration 33Q: 3 clusters Score -2567993 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -2568034.500000 Penalty: 11501.204102 Iteration 34Q: 3 clusters Score -2568034 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -2568075.250000 Penalty: 11501.204102 Iteration 35Q: 3 clusters Score -2568075 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -2568099.750000 Penalty: 11501.204102 Iteration 36Q: 3 clusters Score -2568100 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -2568119.000000 Penalty: 11501.204102 Iteration 37Q: 3 clusters Score -2568119 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -2568141.500000 Penalty: 11501.204102 Iteration 38Q: 3 clusters Score -2568142 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -2568158.750000 Penalty: 11501.204102 Iteration 39Q: 3 clusters Score -2568159 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -2568164.000000 Penalty: 11501.204102 Iteration 40F: 3 clusters Score -2568164 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10818 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -2568176.250000 Penalty: 11501.204102 Iteration 41Q: 3 clusters Score -2568176 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -2568199.000000 Penalty: 11501.204102 Iteration 42Q: 3 clusters Score -2568199 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10857 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -2568210.750000 Penalty: 11501.204102 Iteration 43Q: 3 clusters Score -2568211 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -2568222.750000 Penalty: 11501.204102 Iteration 44Q: 3 clusters Score -2568223 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10881 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -2568236.250000 Penalty: 11501.204102 Iteration 45Q: 3 clusters Score -2568236 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -2568243.250000 Penalty: 11501.204102 Iteration 46Q: 3 clusters Score -2568243 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10899 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -2568256.250000 Penalty: 11501.204102 Iteration 47Q: 3 clusters Score -2568256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -2568259.500000 Penalty: 11501.204102 Iteration 48Q: 3 clusters Score -2568260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -2568260.500000 Penalty: 11501.204102 Iteration 49Q: 3 clusters Score -2568260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -2568266.750000 Penalty: 11501.204102 Iteration 50Q: 3 clusters Score -2568267 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -2568271.000000 Penalty: 11501.204102 Iteration 51Q: 3 clusters Score -2568271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -2568269.750000 Penalty: 11501.204102 Iteration 52Q: 3 clusters Score -2568270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -2568271.250000 Penalty: 11501.204102 Iteration 53Q: 3 clusters Score -2568271 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -2568268.250000 Penalty: 11501.204102 Iteration 54Q: 3 clusters Score -2568268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10924 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -2568277.250000 Penalty: 11501.204102 Iteration 55Q: 3 clusters Score -2568277 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -2568283.750000 Penalty: 11501.204102 Iteration 56Q: 3 clusters Score -2568284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -2568282.250000 Penalty: 11501.204102 Iteration 57Q: 3 clusters Score -2568282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -2568284.250000 Penalty: 11501.204102 Iteration 58Q: 3 clusters Score -2568284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -2568282.000000 Penalty: 11501.204102 Iteration 59Q: 3 clusters Score -2568282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -2568283.750000 Penalty: 11501.204102 Iteration 60F: 3 clusters Score -2568284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -2568285.250000 Penalty: 11501.204102 Iteration 61Q: 3 clusters Score -2568285 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -2568288.250000 Penalty: 11501.204102 Iteration 62Q: 3 clusters Score -2568288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -2568288.250000 Penalty: 11501.204102 Iteration 63F: 3 clusters Score -2568288 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (34794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34794 members Entering Unmasked Estep Score: -7392214.000000 Penalty: 6405.035156 Iteration 0F: 2 clusters Score -7392214 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17389 members Mstep: Class 2 contains 17405 members Entering Unmasked Estep Score: -7366269.000000 Penalty: 12810.070312 Iteration 0F: 3 clusters Score -7366269 nChanged 14918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17293 members Mstep: Class 2 contains 17501 members Entering Unmasked Estep Score: -7374157.500000 Penalty: 12810.070312 Iteration 1F: 3 clusters Score -7374158 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 17568 members Entering Unmasked Estep Score: -7374923.000000 Penalty: 12810.070312 Iteration 2F: 3 clusters Score -7374923 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17082 members Mstep: Class 2 contains 17712 members Entering Unmasked Estep Score: -7375533.000000 Penalty: 12810.070312 Iteration 3Q: 3 clusters Score -7375533 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -7376055.500000 Penalty: 12810.070312 Iteration 4Q: 3 clusters Score -7376056 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16857 members Mstep: Class 2 contains 17937 members Entering Unmasked Estep Score: -7376523.500000 Penalty: 12810.070312 Iteration 5Q: 3 clusters Score -7376524 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16673 members Mstep: Class 2 contains 18121 members Entering Unmasked Estep Score: -7376966.000000 Penalty: 12810.070312 Iteration 6Q: 3 clusters Score -7376966 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16478 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -7377440.500000 Penalty: 12810.070312 Iteration 7Q: 3 clusters Score -7377440 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16286 members Mstep: Class 2 contains 18508 members Entering Unmasked Estep Score: -7377892.500000 Penalty: 12810.070312 Iteration 8Q: 3 clusters Score -7377892 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16086 members Mstep: Class 2 contains 18708 members Entering Unmasked Estep Score: -7378264.000000 Penalty: 12810.070312 Iteration 9Q: 3 clusters Score -7378264 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15869 members Mstep: Class 2 contains 18925 members Entering Unmasked Estep Score: -7378610.000000 Penalty: 12810.070312 Iteration 10Q: 3 clusters Score -7378610 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15617 members Mstep: Class 2 contains 19177 members Entering Unmasked Estep Score: -7378919.000000 Penalty: 12810.070312 Iteration 11Q: 3 clusters Score -7378919 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15376 members Mstep: Class 2 contains 19418 members Entering Unmasked Estep Score: -7379187.000000 Penalty: 12810.070312 Iteration 12Q: 3 clusters Score -7379187 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -7379408.500000 Penalty: 12810.070312 Iteration 13Q: 3 clusters Score -7379408 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14932 members Mstep: Class 2 contains 19862 members Entering Unmasked Estep Score: -7379598.000000 Penalty: 12810.070312 Iteration 14Q: 3 clusters Score -7379598 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14718 members Mstep: Class 2 contains 20076 members Entering Unmasked Estep Score: -7379782.000000 Penalty: 12810.070312 Iteration 15Q: 3 clusters Score -7379782 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14463 members Mstep: Class 2 contains 20331 members Entering Unmasked Estep Score: -7379985.000000 Penalty: 12810.070312 Iteration 16Q: 3 clusters Score -7379985 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 20636 members Entering Unmasked Estep Score: -7380133.000000 Penalty: 12810.070312 Iteration 17Q: 3 clusters Score -7380133 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -7380306.500000 Penalty: 12810.070312 Iteration 18Q: 3 clusters Score -7380306 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13492 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -7380448.000000 Penalty: 12810.070312 Iteration 19Q: 3 clusters Score -7380448 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13207 members Mstep: Class 2 contains 21587 members Entering Unmasked Estep Score: -7380555.000000 Penalty: 12810.070312 Iteration 20F: 3 clusters Score -7380555 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12876 members Mstep: Class 2 contains 21918 members Entering Unmasked Estep Score: -7380670.500000 Penalty: 12810.070312 Iteration 21Q: 3 clusters Score -7380670 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 22287 members Entering Unmasked Estep Score: -7380849.000000 Penalty: 12810.070312 Iteration 22Q: 3 clusters Score -7380849 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 22682 members Entering Unmasked Estep Score: -7380998.000000 Penalty: 12810.070312 Iteration 23Q: 3 clusters Score -7380998 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 23110 members Entering Unmasked Estep Score: -7381158.500000 Penalty: 12810.070312 Iteration 24Q: 3 clusters Score -7381158 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 23597 members Entering Unmasked Estep Score: -7381306.500000 Penalty: 12810.070312 Iteration 25Q: 3 clusters Score -7381306 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10698 members Mstep: Class 2 contains 24096 members Entering Unmasked Estep Score: -7381492.000000 Penalty: 12810.070312 Iteration 26Q: 3 clusters Score -7381492 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 24626 members Entering Unmasked Estep Score: -7381705.500000 Penalty: 12810.070312 Iteration 27Q: 3 clusters Score -7381706 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 25233 members Entering Unmasked Estep Score: -7381959.000000 Penalty: 12810.070312 Iteration 28Q: 3 clusters Score -7381959 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 25889 members Entering Unmasked Estep Score: -7382187.000000 Penalty: 12810.070312 Iteration 29Q: 3 clusters Score -7382187 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 26558 members Entering Unmasked Estep Score: -7382451.000000 Penalty: 12810.070312 Iteration 30Q: 3 clusters Score -7382451 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 27233 members Entering Unmasked Estep Score: -7382763.000000 Penalty: 12810.070312 Iteration 31Q: 3 clusters Score -7382763 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 27937 members Entering Unmasked Estep Score: -7383106.500000 Penalty: 12810.070312 Iteration 32Q: 3 clusters Score -7383106 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 28704 members Entering Unmasked Estep Score: -7383512.000000 Penalty: 12810.070312 Iteration 33Q: 3 clusters Score -7383512 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 29466 members Entering Unmasked Estep Score: -7383946.000000 Penalty: 12810.070312 Iteration 34Q: 3 clusters Score -7383946 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 30165 members Entering Unmasked Estep Score: -7384312.500000 Penalty: 12810.070312 Iteration 35Q: 3 clusters Score -7384312 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 30826 members Entering Unmasked Estep Score: -7384703.500000 Penalty: 12810.070312 Iteration 36Q: 3 clusters Score -7384704 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 31410 members Entering Unmasked Estep Score: -7385061.500000 Penalty: 12810.070312 Iteration 37Q: 3 clusters Score -7385062 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 31863 members Entering Unmasked Estep Score: -7385331.500000 Penalty: 12810.070312 Iteration 38Q: 3 clusters Score -7385332 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 32261 members Entering Unmasked Estep Score: -7385603.500000 Penalty: 12810.070312 Iteration 39Q: 3 clusters Score -7385604 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 32577 members Entering Unmasked Estep Score: -7385810.500000 Penalty: 12810.070312 Iteration 40F: 3 clusters Score -7385810 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 32813 members Entering Unmasked Estep Score: -7385985.000000 Penalty: 12810.070312 Iteration 41Q: 3 clusters Score -7385985 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 32991 members Entering Unmasked Estep Score: -7386113.500000 Penalty: 12810.070312 Iteration 42Q: 3 clusters Score -7386114 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 33132 members Entering Unmasked Estep Score: -7386214.500000 Penalty: 12810.070312 Iteration 43Q: 3 clusters Score -7386214 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 33244 members Entering Unmasked Estep Score: -7386299.000000 Penalty: 12810.070312 Iteration 44Q: 3 clusters Score -7386299 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 33322 members Entering Unmasked Estep Score: -7386356.000000 Penalty: 12810.070312 Iteration 45Q: 3 clusters Score -7386356 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 33385 members Entering Unmasked Estep Score: -7386402.000000 Penalty: 12810.070312 Iteration 46Q: 3 clusters Score -7386402 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 33447 members Entering Unmasked Estep Score: -7386447.500000 Penalty: 12810.070312 Iteration 47Q: 3 clusters Score -7386448 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 33488 members Entering Unmasked Estep Score: -7386481.500000 Penalty: 12810.070312 Iteration 48Q: 3 clusters Score -7386482 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 33519 members Entering Unmasked Estep Score: -7386516.000000 Penalty: 12810.070312 Iteration 49Q: 3 clusters Score -7386516 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 33547 members Entering Unmasked Estep Score: -7386528.000000 Penalty: 12810.070312 Iteration 50Q: 3 clusters Score -7386528 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 33571 members Entering Unmasked Estep Score: -7386542.000000 Penalty: 12810.070312 Iteration 51Q: 3 clusters Score -7386542 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 33584 members Entering Unmasked Estep Score: -7386563.000000 Penalty: 12810.070312 Iteration 52Q: 3 clusters Score -7386563 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 33605 members Entering Unmasked Estep Score: -7386567.000000 Penalty: 12810.070312 Iteration 53Q: 3 clusters Score -7386567 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 33620 members Entering Unmasked Estep Score: -7386583.500000 Penalty: 12810.070312 Iteration 54Q: 3 clusters Score -7386584 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 33631 members Entering Unmasked Estep Score: -7386599.000000 Penalty: 12810.070312 Iteration 55Q: 3 clusters Score -7386599 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 33641 members Entering Unmasked Estep Score: -7386603.500000 Penalty: 12810.070312 Iteration 56Q: 3 clusters Score -7386604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 33652 members Entering Unmasked Estep Score: -7386610.500000 Penalty: 12810.070312 Iteration 57Q: 3 clusters Score -7386610 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 33660 members Entering Unmasked Estep Score: -7386612.500000 Penalty: 12810.070312 Iteration 58Q: 3 clusters Score -7386612 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 33670 members Entering Unmasked Estep Score: -7386628.500000 Penalty: 12810.070312 Iteration 59Q: 3 clusters Score -7386628 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 33676 members Entering Unmasked Estep Score: -7386628.000000 Penalty: 12810.070312 Iteration 60F: 3 clusters Score -7386628 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 33684 members Entering Unmasked Estep Score: -7386636.500000 Penalty: 12810.070312 Iteration 61Q: 3 clusters Score -7386636 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 33691 members Entering Unmasked Estep Score: -7386640.500000 Penalty: 12810.070312 Iteration 62Q: 3 clusters Score -7386640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 33694 members Entering Unmasked Estep Score: -7386646.500000 Penalty: 12810.070312 Iteration 63Q: 3 clusters Score -7386646 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 33698 members Entering Unmasked Estep Score: -7386654.000000 Penalty: 12810.070312 Iteration 64Q: 3 clusters Score -7386654 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 33704 members Entering Unmasked Estep Score: -7386673.500000 Penalty: 12810.070312 Iteration 65Q: 3 clusters Score -7386674 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 33707 members Entering Unmasked Estep Score: -7386681.500000 Penalty: 12810.070312 Iteration 66Q: 3 clusters Score -7386682 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 33709 members Entering Unmasked Estep Score: -7386682.500000 Penalty: 12810.070312 Iteration 67Q: 3 clusters Score -7386682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 33716 members Entering Unmasked Estep Score: -7386679.500000 Penalty: 12810.070312 Iteration 68Q: 3 clusters Score -7386680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 33719 members Entering Unmasked Estep Score: -7386687.000000 Penalty: 12810.070312 Iteration 69Q: 3 clusters Score -7386687 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 33719 members Entering Unmasked Estep Score: -7386689.500000 Penalty: 12810.070312 Iteration 70Q: 3 clusters Score -7386690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 33720 members Entering Unmasked Estep Score: -7386686.000000 Penalty: 12810.070312 Iteration 71Q: 3 clusters Score -7386686 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 33720 members Entering Unmasked Estep Score: -7386686.000000 Penalty: 12810.070312 Iteration 72F: 3 clusters Score -7386686 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (29759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29759 members Entering Unmasked Estep Score: -6216788.000000 Penalty: 6309.293457 Iteration 0F: 2 clusters Score -6216788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14685 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -6194307.000000 Penalty: 12618.586914 Iteration 0F: 3 clusters Score -6194307 nChanged 12435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13698 members Mstep: Class 2 contains 16061 members Entering Unmasked Estep Score: -6201197.000000 Penalty: 12618.586914 Iteration 1F: 3 clusters Score -6201197 nChanged 2007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -6202456.000000 Penalty: 12618.586914 Iteration 2F: 3 clusters Score -6202456 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -6203862.500000 Penalty: 12618.586914 Iteration 3F: 3 clusters Score -6203862 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 18867 members Entering Unmasked Estep Score: -6205257.500000 Penalty: 12618.586914 Iteration 4F: 3 clusters Score -6205258 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 20153 members Entering Unmasked Estep Score: -6206617.000000 Penalty: 12618.586914 Iteration 5F: 3 clusters Score -6206617 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 21437 members Entering Unmasked Estep Score: -6207771.000000 Penalty: 12618.586914 Iteration 6F: 3 clusters Score -6207771 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 22620 members Entering Unmasked Estep Score: -6208703.500000 Penalty: 12618.586914 Iteration 7Q: 3 clusters Score -6208704 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 23570 members Entering Unmasked Estep Score: -6209381.000000 Penalty: 12618.586914 Iteration 8Q: 3 clusters Score -6209381 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 24344 members Entering Unmasked Estep Score: -6209920.500000 Penalty: 12618.586914 Iteration 9Q: 3 clusters Score -6209920 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 24933 members Entering Unmasked Estep Score: -6210276.000000 Penalty: 12618.586914 Iteration 10Q: 3 clusters Score -6210276 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 25441 members Entering Unmasked Estep Score: -6210592.500000 Penalty: 12618.586914 Iteration 11Q: 3 clusters Score -6210592 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 25823 members Entering Unmasked Estep Score: -6210796.500000 Penalty: 12618.586914 Iteration 12Q: 3 clusters Score -6210796 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 26147 members Entering Unmasked Estep Score: -6211035.000000 Penalty: 12618.586914 Iteration 13Q: 3 clusters Score -6211035 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 26419 members Entering Unmasked Estep Score: -6211242.000000 Penalty: 12618.586914 Iteration 14Q: 3 clusters Score -6211242 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 26658 members Entering Unmasked Estep Score: -6211466.000000 Penalty: 12618.586914 Iteration 15Q: 3 clusters Score -6211466 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 26870 members Entering Unmasked Estep Score: -6211734.500000 Penalty: 12618.586914 Iteration 16Q: 3 clusters Score -6211734 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 27050 members Entering Unmasked Estep Score: -6211919.000000 Penalty: 12618.586914 Iteration 17Q: 3 clusters Score -6211919 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 27206 members Entering Unmasked Estep Score: -6212120.500000 Penalty: 12618.586914 Iteration 18Q: 3 clusters Score -6212120 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 27324 members Entering Unmasked Estep Score: -6212235.000000 Penalty: 12618.586914 Iteration 19Q: 3 clusters Score -6212235 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 27407 members Entering Unmasked Estep Score: -6212322.000000 Penalty: 12618.586914 Iteration 20F: 3 clusters Score -6212322 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 27468 members Entering Unmasked Estep Score: -6212374.000000 Penalty: 12618.586914 Iteration 21Q: 3 clusters Score -6212374 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 27516 members Entering Unmasked Estep Score: -6212400.000000 Penalty: 12618.586914 Iteration 22Q: 3 clusters Score -6212400 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 27556 members Entering Unmasked Estep Score: -6212414.500000 Penalty: 12618.586914 Iteration 23Q: 3 clusters Score -6212414 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 27575 members Entering Unmasked Estep Score: -6212421.000000 Penalty: 12618.586914 Iteration 24Q: 3 clusters Score -6212421 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 27603 members Entering Unmasked Estep Score: -6212434.000000 Penalty: 12618.586914 Iteration 25Q: 3 clusters Score -6212434 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 27622 members Entering Unmasked Estep Score: -6212448.000000 Penalty: 12618.586914 Iteration 26Q: 3 clusters Score -6212448 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 27633 members Entering Unmasked Estep Score: -6212460.000000 Penalty: 12618.586914 Iteration 27Q: 3 clusters Score -6212460 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 27639 members Entering Unmasked Estep Score: -6212453.000000 Penalty: 12618.586914 Iteration 28Q: 3 clusters Score -6212453 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 27646 members Entering Unmasked Estep Score: -6212452.500000 Penalty: 12618.586914 Iteration 29Q: 3 clusters Score -6212452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 27655 members Entering Unmasked Estep Score: -6212459.500000 Penalty: 12618.586914 Iteration 30Q: 3 clusters Score -6212460 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 27663 members Entering Unmasked Estep Score: -6212463.000000 Penalty: 12618.586914 Iteration 31Q: 3 clusters Score -6212463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 27666 members Entering Unmasked Estep Score: -6212469.000000 Penalty: 12618.586914 Iteration 32Q: 3 clusters Score -6212469 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 27670 members Entering Unmasked Estep Score: -6212461.500000 Penalty: 12618.586914 Iteration 33Q: 3 clusters Score -6212462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 27671 members Entering Unmasked Estep Score: -6212466.500000 Penalty: 12618.586914 Iteration 34Q: 3 clusters Score -6212466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 27672 members Entering Unmasked Estep Score: -6212463.000000 Penalty: 12618.586914 Iteration 35Q: 3 clusters Score -6212463 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 27672 members Entering Unmasked Estep Score: -6212463.000000 Penalty: 12618.586914 Iteration 36F: 3 clusters Score -6212463 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Entering Unmasked Estep Score: -510447.656250 Penalty: 4777.600098 Iteration 0F: 2 clusters Score -510447.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -505115.312500 Penalty: 9555.200195 Iteration 0F: 3 clusters Score -505115.3 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -505774.781250 Penalty: 9555.200195 Iteration 1F: 3 clusters Score -505774.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -506017.218750 Penalty: 9555.200195 Iteration 2F: 3 clusters Score -506017.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -506319.843750 Penalty: 9555.200195 Iteration 3Q: 3 clusters Score -506319.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -507290.593750 Penalty: 9555.200195 Iteration 4Q: 3 clusters Score -507290.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -508038.437500 Penalty: 9555.200195 Iteration 5F: 3 clusters Score -508038.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -508559.812500 Penalty: 9555.200195 Iteration 6F: 3 clusters Score -508559.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -508907.656250 Penalty: 9555.200195 Iteration 7F: 3 clusters Score -508907.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -509128.406250 Penalty: 9555.200195 Iteration 8Q: 3 clusters Score -509128.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -509277.718750 Penalty: 9555.200195 Iteration 9Q: 3 clusters Score -509277.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -509351.875000 Penalty: 9555.200195 Iteration 10Q: 3 clusters Score -509351.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -509404.625000 Penalty: 9555.200195 Iteration 11Q: 3 clusters Score -509404.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -509438.281250 Penalty: 9555.200195 Iteration 12Q: 3 clusters Score -509438.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -509450.125000 Penalty: 9555.200195 Iteration 13Q: 3 clusters Score -509450.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -509455.875000 Penalty: 9555.200195 Iteration 14Q: 3 clusters Score -509455.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -509458.718750 Penalty: 9555.200195 Iteration 15Q: 3 clusters Score -509458.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -509464.812500 Penalty: 9555.200195 Iteration 16Q: 3 clusters Score -509464.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -509468.437500 Penalty: 9555.200195 Iteration 17Q: 3 clusters Score -509468.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -509469.125000 Penalty: 9555.200195 Iteration 18Q: 3 clusters Score -509469.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -509469.125000 Penalty: 9555.200195 Iteration 19F: 3 clusters Score -509469.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (11869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Entering Unmasked Estep Score: -2429026.000000 Penalty: 5746.282227 Iteration 0F: 2 clusters Score -2429026 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -2417624.750000 Penalty: 11492.564453 Iteration 0F: 3 clusters Score -2417625 nChanged 4467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -2420090.750000 Penalty: 11492.564453 Iteration 1F: 3 clusters Score -2420091 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -2420549.750000 Penalty: 11492.564453 Iteration 2F: 3 clusters Score -2420550 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -2420843.750000 Penalty: 11492.564453 Iteration 3Q: 3 clusters Score -2420844 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -2421025.000000 Penalty: 11492.564453 Iteration 4Q: 3 clusters Score -2421025 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -2421154.000000 Penalty: 11492.564453 Iteration 5Q: 3 clusters Score -2421154 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -2421282.500000 Penalty: 11492.564453 Iteration 6Q: 3 clusters Score -2421282 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -2421364.500000 Penalty: 11492.564453 Iteration 7Q: 3 clusters Score -2421364 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -2421430.000000 Penalty: 11492.564453 Iteration 8Q: 3 clusters Score -2421430 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -2421485.500000 Penalty: 11492.564453 Iteration 9Q: 3 clusters Score -2421486 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -2421544.250000 Penalty: 11492.564453 Iteration 10Q: 3 clusters Score -2421544 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -2421582.750000 Penalty: 11492.564453 Iteration 11Q: 3 clusters Score -2421583 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -2421636.750000 Penalty: 11492.564453 Iteration 12Q: 3 clusters Score -2421637 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -2421677.750000 Penalty: 11492.564453 Iteration 13Q: 3 clusters Score -2421678 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -2421729.250000 Penalty: 11492.564453 Iteration 14Q: 3 clusters Score -2421729 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -2421771.750000 Penalty: 11492.564453 Iteration 15Q: 3 clusters Score -2421772 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -2421815.750000 Penalty: 11492.564453 Iteration 16Q: 3 clusters Score -2421816 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -2421862.250000 Penalty: 11492.564453 Iteration 17Q: 3 clusters Score -2421862 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -2421917.000000 Penalty: 11492.564453 Iteration 18Q: 3 clusters Score -2421917 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -2421976.000000 Penalty: 11492.564453 Iteration 19Q: 3 clusters Score -2421976 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -2422054.000000 Penalty: 11492.564453 Iteration 20F: 3 clusters Score -2422054 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -2422153.000000 Penalty: 11492.564453 Iteration 21Q: 3 clusters Score -2422153 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -2422264.250000 Penalty: 11492.564453 Iteration 22Q: 3 clusters Score -2422264 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -2422372.000000 Penalty: 11492.564453 Iteration 23Q: 3 clusters Score -2422372 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -2422479.500000 Penalty: 11492.564453 Iteration 24Q: 3 clusters Score -2422480 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -2422603.000000 Penalty: 11492.564453 Iteration 25Q: 3 clusters Score -2422603 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -2422726.750000 Penalty: 11492.564453 Iteration 26Q: 3 clusters Score -2422727 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -2422848.750000 Penalty: 11492.564453 Iteration 27Q: 3 clusters Score -2422849 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 9051 members Entering Unmasked Estep Score: -2422976.250000 Penalty: 11492.564453 Iteration 28Q: 3 clusters Score -2422976 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -2423110.500000 Penalty: 11492.564453 Iteration 29Q: 3 clusters Score -2423110 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -2423242.000000 Penalty: 11492.564453 Iteration 30Q: 3 clusters Score -2423242 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -2423366.500000 Penalty: 11492.564453 Iteration 31Q: 3 clusters Score -2423366 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -2423486.250000 Penalty: 11492.564453 Iteration 32Q: 3 clusters Score -2423486 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -2423580.750000 Penalty: 11492.564453 Iteration 33Q: 3 clusters Score -2423581 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -2423656.750000 Penalty: 11492.564453 Iteration 34Q: 3 clusters Score -2423657 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 10078 members Entering Unmasked Estep Score: -2423731.000000 Penalty: 11492.564453 Iteration 35Q: 3 clusters Score -2423731 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -2423778.500000 Penalty: 11492.564453 Iteration 36Q: 3 clusters Score -2423778 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -2423828.000000 Penalty: 11492.564453 Iteration 37Q: 3 clusters Score -2423828 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -2423875.500000 Penalty: 11492.564453 Iteration 38Q: 3 clusters Score -2423876 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -2423904.750000 Penalty: 11492.564453 Iteration 39Q: 3 clusters Score -2423905 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -2423936.750000 Penalty: 11492.564453 Iteration 40F: 3 clusters Score -2423937 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 10422 members Entering Unmasked Estep Score: -2423970.000000 Penalty: 11492.564453 Iteration 41Q: 3 clusters Score -2423970 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -2423999.500000 Penalty: 11492.564453 Iteration 42Q: 3 clusters Score -2424000 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -2423999.250000 Penalty: 11492.564453 Iteration 43Q: 3 clusters Score -2423999 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 10487 members Entering Unmasked Estep Score: -2424013.250000 Penalty: 11492.564453 Iteration 44Q: 3 clusters Score -2424013 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -2424022.750000 Penalty: 11492.564453 Iteration 45Q: 3 clusters Score -2424023 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -2424045.000000 Penalty: 11492.564453 Iteration 46Q: 3 clusters Score -2424045 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -2424054.250000 Penalty: 11492.564453 Iteration 47Q: 3 clusters Score -2424054 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -2424062.750000 Penalty: 11492.564453 Iteration 48Q: 3 clusters Score -2424063 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -2424077.750000 Penalty: 11492.564453 Iteration 49Q: 3 clusters Score -2424078 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -2424092.750000 Penalty: 11492.564453 Iteration 50Q: 3 clusters Score -2424093 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -2424100.750000 Penalty: 11492.564453 Iteration 51Q: 3 clusters Score -2424101 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 10632 members Entering Unmasked Estep Score: -2424111.250000 Penalty: 11492.564453 Iteration 52Q: 3 clusters Score -2424111 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -2424117.750000 Penalty: 11492.564453 Iteration 53Q: 3 clusters Score -2424118 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -2424121.250000 Penalty: 11492.564453 Iteration 54Q: 3 clusters Score -2424121 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -2424125.000000 Penalty: 11492.564453 Iteration 55Q: 3 clusters Score -2424125 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -2424132.500000 Penalty: 11492.564453 Iteration 56Q: 3 clusters Score -2424132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -2424136.750000 Penalty: 11492.564453 Iteration 57Q: 3 clusters Score -2424137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -2424134.500000 Penalty: 11492.564453 Iteration 58Q: 3 clusters Score -2424134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -2424133.250000 Penalty: 11492.564453 Iteration 59Q: 3 clusters Score -2424133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -2424137.250000 Penalty: 11492.564453 Iteration 60F: 3 clusters Score -2424137 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101453 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 553 members Mstep: Class 5 contains 19141 members Mstep: Class 6 contains 15682 members Mstep: Class 7 contains 7682 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12689 members Mstep: Class 10 contains 8090 members Mstep: Class 11 contains 439 members Mstep: Class 12 contains 164829 members Mstep: Class 13 contains 38810 members Mstep: Class 14 contains 41351 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 5909 members Mstep: Class 19 contains 11953 members Mstep: Class 20 contains 34794 members Mstep: Class 21 contains 29759 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 11869 members Entering Unmasked Estep ConsiderDeletion Deleting Class 25. Lose 7388.459473 but Gain 8119.531250 Score: -119276448.000000 Penalty: 194868.812500 Iteration 79Q: 25 clusters Score -1.192764e+08 nChanged 9853 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 100909 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 943 members Mstep: Class 5 contains 20271 members Mstep: Class 6 contains 15814 members Mstep: Class 7 contains 7583 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12874 members Mstep: Class 10 contains 8141 members Mstep: Class 11 contains 441 members Mstep: Class 12 contains 165140 members Mstep: Class 13 contains 39923 members Mstep: Class 14 contains 41516 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 779 members Mstep: Class 17 contains 55143 members Mstep: Class 18 contains 6157 members Mstep: Class 19 contains 12034 members Mstep: Class 20 contains 34491 members Mstep: Class 21 contains 29760 members Mstep: Class 22 contains 2446 members Mstep: Class 23 contains 11853 members Mstep: Class 24 contains 858 members Entering Unmasked Estep ConsiderDeletion Score: -119285136.000000 Penalty: 194868.812500 Iteration 80F: 25 clusters Score -1.192851e+08 nChanged 6503 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 100206 members Mstep: Class 2 contains 476 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 954 members Mstep: Class 5 contains 20640 members Mstep: Class 6 contains 15856 members Mstep: Class 7 contains 7530 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12934 members Mstep: Class 10 contains 8115 members Mstep: Class 11 contains 441 members Mstep: Class 12 contains 164964 members Mstep: Class 13 contains 40957 members Mstep: Class 14 contains 41510 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54850 members Mstep: Class 18 contains 6083 members Mstep: Class 19 contains 12057 members Mstep: Class 20 contains 34170 members Mstep: Class 21 contains 29781 members Mstep: Class 22 contains 2444 members Mstep: Class 23 contains 11960 members Mstep: Class 24 contains 858 members Entering Unmasked Estep ConsiderDeletion Score: -119287528.000000 Penalty: 194868.812500 Iteration 81Q: 25 clusters Score -1.192875e+08 nChanged 4028 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 99598 members Mstep: Class 2 contains 474 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 20988 members Mstep: Class 6 contains 15863 members Mstep: Class 7 contains 7500 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12947 members Mstep: Class 10 contains 8111 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 164778 members Mstep: Class 13 contains 41806 members Mstep: Class 14 contains 41508 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54675 members Mstep: Class 18 contains 6005 members Mstep: Class 19 contains 12062 members Mstep: Class 20 contains 33891 members Mstep: Class 21 contains 29794 members Mstep: Class 22 contains 2444 members Mstep: Class 23 contains 12089 members Mstep: Class 24 contains 860 members Entering Unmasked Estep ConsiderDeletion Score: -119288576.000000 Penalty: 194868.812500 Iteration 82Q: 25 clusters Score -1.192886e+08 nChanged 2868 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 99051 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 1422 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 21274 members Mstep: Class 6 contains 15861 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12919 members Mstep: Class 10 contains 8115 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 164579 members Mstep: Class 13 contains 42457 members Mstep: Class 14 contains 41517 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54621 members Mstep: Class 18 contains 5961 members Mstep: Class 19 contains 12048 members Mstep: Class 20 contains 33677 members Mstep: Class 21 contains 29799 members Mstep: Class 22 contains 2442 members Mstep: Class 23 contains 12248 members Mstep: Class 24 contains 862 members Entering Unmasked Estep ConsiderDeletion Score: -119289056.000000 Penalty: 194868.812500 Iteration 83Q: 25 clusters Score -1.192891e+08 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 98599 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 1421 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 21488 members Mstep: Class 6 contains 15848 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12914 members Mstep: Class 10 contains 8118 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 164391 members Mstep: Class 13 contains 42989 members Mstep: Class 14 contains 41519 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54616 members Mstep: Class 18 contains 5886 members Mstep: Class 19 contains 12034 members Mstep: Class 20 contains 33513 members Mstep: Class 21 contains 29803 members Mstep: Class 22 contains 2443 members Mstep: Class 23 contains 12410 members Mstep: Class 24 contains 865 members Entering Unmasked Estep ConsiderDeletion Score: -119289112.000000 Penalty: 194868.812500 Iteration 84Q: 25 clusters Score -1.192891e+08 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 98243 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1420 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 21612 members Mstep: Class 6 contains 15835 members Mstep: Class 7 contains 7492 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12903 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 164251 members Mstep: Class 13 contains 43441 members Mstep: Class 14 contains 41525 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54609 members Mstep: Class 18 contains 5833 members Mstep: Class 19 contains 12017 members Mstep: Class 20 contains 33381 members Mstep: Class 21 contains 29804 members Mstep: Class 22 contains 2442 members Mstep: Class 23 contains 12561 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289312.000000 Penalty: 194868.812500 Iteration 85Q: 25 clusters Score -1.192893e+08 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97951 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1419 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 21730 members Mstep: Class 6 contains 15823 members Mstep: Class 7 contains 7489 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12894 members Mstep: Class 10 contains 8113 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 164108 members Mstep: Class 13 contains 43821 members Mstep: Class 14 contains 41524 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54624 members Mstep: Class 18 contains 5797 members Mstep: Class 19 contains 12003 members Mstep: Class 20 contains 33266 members Mstep: Class 21 contains 29808 members Mstep: Class 22 contains 2442 members Mstep: Class 23 contains 12671 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289504.000000 Penalty: 194868.812500 Iteration 86Q: 25 clusters Score -1.192895e+08 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97721 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1419 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 21846 members Mstep: Class 6 contains 15813 members Mstep: Class 7 contains 7485 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12895 members Mstep: Class 10 contains 8106 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163971 members Mstep: Class 13 contains 44145 members Mstep: Class 14 contains 41529 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54598 members Mstep: Class 18 contains 5763 members Mstep: Class 19 contains 11986 members Mstep: Class 20 contains 33191 members Mstep: Class 21 contains 29811 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 12763 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289376.000000 Penalty: 194868.812500 Iteration 87Q: 25 clusters Score -1.192894e+08 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97525 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1418 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 21935 members Mstep: Class 6 contains 15813 members Mstep: Class 7 contains 7483 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12883 members Mstep: Class 10 contains 8106 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163888 members Mstep: Class 13 contains 44416 members Mstep: Class 14 contains 41522 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54576 members Mstep: Class 18 contains 5748 members Mstep: Class 19 contains 11964 members Mstep: Class 20 contains 33134 members Mstep: Class 21 contains 29809 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 12822 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289312.000000 Penalty: 194868.812500 Iteration 88Q: 25 clusters Score -1.192893e+08 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97369 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1417 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22003 members Mstep: Class 6 contains 15810 members Mstep: Class 7 contains 7480 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12885 members Mstep: Class 10 contains 8106 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163820 members Mstep: Class 13 contains 44634 members Mstep: Class 14 contains 41521 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54551 members Mstep: Class 18 contains 5718 members Mstep: Class 19 contains 11951 members Mstep: Class 20 contains 33079 members Mstep: Class 21 contains 29811 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 12887 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289664.000000 Penalty: 194868.812500 Iteration 89Q: 25 clusters Score -1.192897e+08 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97254 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1418 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22046 members Mstep: Class 6 contains 15807 members Mstep: Class 7 contains 7491 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12878 members Mstep: Class 10 contains 8103 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163728 members Mstep: Class 13 contains 44822 members Mstep: Class 14 contains 41524 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54527 members Mstep: Class 18 contains 5697 members Mstep: Class 19 contains 11931 members Mstep: Class 20 contains 33034 members Mstep: Class 21 contains 29810 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 12972 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289616.000000 Penalty: 194868.812500 Iteration 90Q: 25 clusters Score -1.192896e+08 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97160 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1418 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22068 members Mstep: Class 6 contains 15796 members Mstep: Class 7 contains 7493 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12866 members Mstep: Class 10 contains 8104 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163638 members Mstep: Class 13 contains 45012 members Mstep: Class 14 contains 41525 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54509 members Mstep: Class 18 contains 5692 members Mstep: Class 19 contains 11914 members Mstep: Class 20 contains 33004 members Mstep: Class 21 contains 29809 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13034 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289448.000000 Penalty: 194868.812500 Iteration 91Q: 25 clusters Score -1.192894e+08 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97074 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1417 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22090 members Mstep: Class 6 contains 15789 members Mstep: Class 7 contains 7501 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12857 members Mstep: Class 10 contains 8105 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163578 members Mstep: Class 13 contains 45175 members Mstep: Class 14 contains 41529 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54490 members Mstep: Class 18 contains 5674 members Mstep: Class 19 contains 11900 members Mstep: Class 20 contains 32977 members Mstep: Class 21 contains 29804 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13082 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289552.000000 Penalty: 194868.812500 Iteration 92Q: 25 clusters Score -1.192896e+08 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 97001 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1417 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22110 members Mstep: Class 6 contains 15787 members Mstep: Class 7 contains 7503 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12859 members Mstep: Class 10 contains 8104 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163523 members Mstep: Class 13 contains 45301 members Mstep: Class 14 contains 41527 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54480 members Mstep: Class 18 contains 5660 members Mstep: Class 19 contains 11891 members Mstep: Class 20 contains 32951 members Mstep: Class 21 contains 29803 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13125 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289688.000000 Penalty: 194868.812500 Iteration 93Q: 25 clusters Score -1.192897e+08 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 96948 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1417 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22129 members Mstep: Class 6 contains 15782 members Mstep: Class 7 contains 7505 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12859 members Mstep: Class 10 contains 8103 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163472 members Mstep: Class 13 contains 45412 members Mstep: Class 14 contains 41532 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54461 members Mstep: Class 18 contains 5639 members Mstep: Class 19 contains 11880 members Mstep: Class 20 contains 32941 members Mstep: Class 21 contains 29801 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13161 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289792.000000 Penalty: 194868.812500 Iteration 94Q: 25 clusters Score -1.192898e+08 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 96911 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1416 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22127 members Mstep: Class 6 contains 15775 members Mstep: Class 7 contains 7508 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12861 members Mstep: Class 10 contains 8105 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163421 members Mstep: Class 13 contains 45518 members Mstep: Class 14 contains 41539 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54451 members Mstep: Class 18 contains 5624 members Mstep: Class 19 contains 11872 members Mstep: Class 20 contains 32924 members Mstep: Class 21 contains 29800 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13190 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289616.000000 Penalty: 194868.812500 Iteration 95Q: 25 clusters Score -1.192896e+08 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 96883 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1416 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22126 members Mstep: Class 6 contains 15770 members Mstep: Class 7 contains 7509 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12852 members Mstep: Class 10 contains 8105 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163382 members Mstep: Class 13 contains 45608 members Mstep: Class 14 contains 41541 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54450 members Mstep: Class 18 contains 5613 members Mstep: Class 19 contains 11863 members Mstep: Class 20 contains 32918 members Mstep: Class 21 contains 29799 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13207 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289568.000000 Penalty: 194868.812500 Iteration 96Q: 25 clusters Score -1.192896e+08 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 96850 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1416 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22130 members Mstep: Class 6 contains 15766 members Mstep: Class 7 contains 7512 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12847 members Mstep: Class 10 contains 8104 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163345 members Mstep: Class 13 contains 45681 members Mstep: Class 14 contains 41542 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54450 members Mstep: Class 18 contains 5608 members Mstep: Class 19 contains 11855 members Mstep: Class 20 contains 32915 members Mstep: Class 21 contains 29798 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13223 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289584.000000 Penalty: 194868.812500 Iteration 97Q: 25 clusters Score -1.192896e+08 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 96823 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1415 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22136 members Mstep: Class 6 contains 15767 members Mstep: Class 7 contains 7512 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12842 members Mstep: Class 10 contains 8105 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163322 members Mstep: Class 13 contains 45733 members Mstep: Class 14 contains 41547 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54444 members Mstep: Class 18 contains 5600 members Mstep: Class 19 contains 11849 members Mstep: Class 20 contains 32912 members Mstep: Class 21 contains 29797 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13238 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289832.000000 Penalty: 194868.812500 Iteration 98Q: 25 clusters Score -1.192898e+08 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 96800 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1413 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22140 members Mstep: Class 6 contains 15764 members Mstep: Class 7 contains 7512 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12842 members Mstep: Class 10 contains 8104 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163301 members Mstep: Class 13 contains 45786 members Mstep: Class 14 contains 41548 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54445 members Mstep: Class 18 contains 5587 members Mstep: Class 19 contains 11841 members Mstep: Class 20 contains 32910 members Mstep: Class 21 contains 29797 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13252 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289760.000000 Penalty: 194868.812500 Iteration 99Q: 25 clusters Score -1.192898e+08 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 96785 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1413 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22144 members Mstep: Class 6 contains 15762 members Mstep: Class 7 contains 7513 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12841 members Mstep: Class 10 contains 8103 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163281 members Mstep: Class 13 contains 45825 members Mstep: Class 14 contains 41547 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54440 members Mstep: Class 18 contains 5580 members Mstep: Class 19 contains 11835 members Mstep: Class 20 contains 32910 members Mstep: Class 21 contains 29797 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13266 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289880.000000 Penalty: 194868.812500 Iteration 100F: 25 clusters Score -1.192899e+08 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96775 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22145 members Mstep: Class 6 contains 15763 members Mstep: Class 7 contains 7509 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12840 members Mstep: Class 10 contains 8102 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163264 members Mstep: Class 13 contains 45858 members Mstep: Class 14 contains 41548 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54440 members Mstep: Class 18 contains 5574 members Mstep: Class 19 contains 11834 members Mstep: Class 20 contains 32912 members Mstep: Class 21 contains 29796 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13270 members Mstep: Class 24 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -119289904.000000 Penalty: 194868.812500 Iteration 101Q: 25 clusters Score -1.192899e+08 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96764 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22148 members Mstep: Class 6 contains 15764 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12840 members Mstep: Class 10 contains 8102 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163243 members Mstep: Class 13 contains 45890 members Mstep: Class 14 contains 41552 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54438 members Mstep: Class 18 contains 5570 members Mstep: Class 19 contains 11831 members Mstep: Class 20 contains 32911 members Mstep: Class 21 contains 29796 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13271 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289792.000000 Penalty: 194868.812500 Iteration 102Q: 25 clusters Score -1.192898e+08 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96757 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22147 members Mstep: Class 6 contains 15762 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12840 members Mstep: Class 10 contains 8100 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163233 members Mstep: Class 13 contains 45912 members Mstep: Class 14 contains 41552 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54438 members Mstep: Class 18 contains 5567 members Mstep: Class 19 contains 11831 members Mstep: Class 20 contains 32911 members Mstep: Class 21 contains 29795 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13275 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289912.000000 Penalty: 194868.812500 Iteration 103Q: 25 clusters Score -1.192899e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96746 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22150 members Mstep: Class 6 contains 15762 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12837 members Mstep: Class 10 contains 8100 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163227 members Mstep: Class 13 contains 45931 members Mstep: Class 14 contains 41552 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54440 members Mstep: Class 18 contains 5564 members Mstep: Class 19 contains 11829 members Mstep: Class 20 contains 32911 members Mstep: Class 21 contains 29794 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13277 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119290024.000000 Penalty: 194868.812500 Iteration 104Q: 25 clusters Score -1.1929e+08 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96740 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22154 members Mstep: Class 6 contains 15763 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12833 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163222 members Mstep: Class 13 contains 45942 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54438 members Mstep: Class 18 contains 5558 members Mstep: Class 19 contains 11827 members Mstep: Class 20 contains 32911 members Mstep: Class 21 contains 29792 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13283 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289864.000000 Penalty: 194868.812500 Iteration 105Q: 25 clusters Score -1.192899e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96731 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22156 members Mstep: Class 6 contains 15763 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12831 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163216 members Mstep: Class 13 contains 45960 members Mstep: Class 14 contains 41557 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54438 members Mstep: Class 18 contains 5549 members Mstep: Class 19 contains 11825 members Mstep: Class 20 contains 32912 members Mstep: Class 21 contains 29792 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13289 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289928.000000 Penalty: 194868.812500 Iteration 106Q: 25 clusters Score -1.192899e+08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96720 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22159 members Mstep: Class 6 contains 15763 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12826 members Mstep: Class 10 contains 8100 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163204 members Mstep: Class 13 contains 45984 members Mstep: Class 14 contains 41555 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54443 members Mstep: Class 18 contains 5549 members Mstep: Class 19 contains 11822 members Mstep: Class 20 contains 32909 members Mstep: Class 21 contains 29791 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13295 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289944.000000 Penalty: 194868.812500 Iteration 107Q: 25 clusters Score -1.192899e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96717 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22159 members Mstep: Class 6 contains 15764 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12825 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163192 members Mstep: Class 13 contains 45997 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54441 members Mstep: Class 18 contains 5548 members Mstep: Class 19 contains 11822 members Mstep: Class 20 contains 32908 members Mstep: Class 21 contains 29791 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13299 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289952.000000 Penalty: 194868.812500 Iteration 108Q: 25 clusters Score -1.1929e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96714 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22163 members Mstep: Class 6 contains 15763 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12824 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163179 members Mstep: Class 13 contains 46012 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54440 members Mstep: Class 18 contains 5546 members Mstep: Class 19 contains 11821 members Mstep: Class 20 contains 32908 members Mstep: Class 21 contains 29791 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13302 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289776.000000 Penalty: 194868.812500 Iteration 109Q: 25 clusters Score -1.192898e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96711 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22164 members Mstep: Class 6 contains 15762 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12823 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163173 members Mstep: Class 13 contains 46026 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54440 members Mstep: Class 18 contains 5547 members Mstep: Class 19 contains 11818 members Mstep: Class 20 contains 32909 members Mstep: Class 21 contains 29791 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13299 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289888.000000 Penalty: 194868.812500 Iteration 110Q: 25 clusters Score -1.192899e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96709 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22165 members Mstep: Class 6 contains 15761 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12822 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163160 members Mstep: Class 13 contains 46043 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54440 members Mstep: Class 18 contains 5551 members Mstep: Class 19 contains 11816 members Mstep: Class 20 contains 32907 members Mstep: Class 21 contains 29791 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13298 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289768.000000 Penalty: 194868.812500 Iteration 111Q: 25 clusters Score -1.192898e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96709 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22166 members Mstep: Class 6 contains 15761 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12820 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163149 members Mstep: Class 13 contains 46058 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54437 members Mstep: Class 18 contains 5553 members Mstep: Class 19 contains 11815 members Mstep: Class 20 contains 32906 members Mstep: Class 21 contains 29791 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13298 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289632.000000 Penalty: 194868.812500 Iteration 112Q: 25 clusters Score -1.192896e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96707 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22165 members Mstep: Class 6 contains 15760 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12817 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163146 members Mstep: Class 13 contains 46070 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54439 members Mstep: Class 18 contains 5550 members Mstep: Class 19 contains 11814 members Mstep: Class 20 contains 32906 members Mstep: Class 21 contains 29789 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13300 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289712.000000 Penalty: 194868.812500 Iteration 113Q: 25 clusters Score -1.192897e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96704 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22165 members Mstep: Class 6 contains 15760 members Mstep: Class 7 contains 7510 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12816 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163140 members Mstep: Class 13 contains 46083 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54439 members Mstep: Class 18 contains 5548 members Mstep: Class 19 contains 11813 members Mstep: Class 20 contains 32906 members Mstep: Class 21 contains 29789 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13300 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289816.000000 Penalty: 194868.812500 Iteration 114Q: 25 clusters Score -1.192898e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96699 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22164 members Mstep: Class 6 contains 15760 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12816 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163134 members Mstep: Class 13 contains 46098 members Mstep: Class 14 contains 41555 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54438 members Mstep: Class 18 contains 5550 members Mstep: Class 19 contains 11810 members Mstep: Class 20 contains 32906 members Mstep: Class 21 contains 29787 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13301 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289832.000000 Penalty: 194868.812500 Iteration 115Q: 25 clusters Score -1.192898e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96696 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22163 members Mstep: Class 6 contains 15761 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12814 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163123 members Mstep: Class 13 contains 46116 members Mstep: Class 14 contains 41554 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54438 members Mstep: Class 18 contains 5549 members Mstep: Class 19 contains 11809 members Mstep: Class 20 contains 32907 members Mstep: Class 21 contains 29786 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13302 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289824.000000 Penalty: 194868.812500 Iteration 116Q: 25 clusters Score -1.192898e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96694 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22165 members Mstep: Class 6 contains 15761 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12814 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163118 members Mstep: Class 13 contains 46130 members Mstep: Class 14 contains 41554 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54437 members Mstep: Class 18 contains 5551 members Mstep: Class 19 contains 11806 members Mstep: Class 20 contains 32906 members Mstep: Class 21 contains 29785 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13297 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289816.000000 Penalty: 194868.812500 Iteration 117Q: 25 clusters Score -1.192898e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96689 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22168 members Mstep: Class 6 contains 15759 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12815 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163108 members Mstep: Class 13 contains 46147 members Mstep: Class 14 contains 41554 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54436 members Mstep: Class 18 contains 5551 members Mstep: Class 19 contains 11805 members Mstep: Class 20 contains 32907 members Mstep: Class 21 contains 29783 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13296 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289712.000000 Penalty: 194868.812500 Iteration 118Q: 25 clusters Score -1.192897e+08 nChanged 22 Entering ConstructFrom: Score: -119289712.000000 Penalty: 194868.812500 Entering ConstructFrom: Trying to split cluster 1 (96684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96684 members Entering Unmasked Estep Score: -20509088.000000 Penalty: 7031.012207 Iteration 0F: 2 clusters Score -2.050909e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48590 members Mstep: Class 2 contains 48094 members Entering Unmasked Estep Score: -20443284.000000 Penalty: 14062.024414 Iteration 0F: 3 clusters Score -2.044328e+07 nChanged 44393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49527 members Mstep: Class 2 contains 47157 members Entering Unmasked Estep Score: -20467990.000000 Penalty: 14062.024414 Iteration 1F: 3 clusters Score -2.046799e+07 nChanged 3982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50105 members Mstep: Class 2 contains 46579 members Entering Unmasked Estep Score: -20469076.000000 Penalty: 14062.024414 Iteration 2Q: 3 clusters Score -2.046908e+07 nChanged 3644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50957 members Mstep: Class 2 contains 45727 members Entering Unmasked Estep Score: -20470182.000000 Penalty: 14062.024414 Iteration 3Q: 3 clusters Score -2.047018e+07 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52172 members Mstep: Class 2 contains 44512 members Entering Unmasked Estep Score: -20471318.000000 Penalty: 14062.024414 Iteration 4Q: 3 clusters Score -2.047132e+07 nChanged 3499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53789 members Mstep: Class 2 contains 42895 members Entering Unmasked Estep Score: -20472636.000000 Penalty: 14062.024414 Iteration 5Q: 3 clusters Score -2.047264e+07 nChanged 3810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55961 members Mstep: Class 2 contains 40723 members Entering Unmasked Estep Score: -20474380.000000 Penalty: 14062.024414 Iteration 6Q: 3 clusters Score -2.047438e+07 nChanged 4211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58806 members Mstep: Class 2 contains 37878 members Entering Unmasked Estep Score: -20476554.000000 Penalty: 14062.024414 Iteration 7Q: 3 clusters Score -2.047655e+07 nChanged 4653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62523 members Mstep: Class 2 contains 34161 members Entering Unmasked Estep Score: -20479332.000000 Penalty: 14062.024414 Iteration 8Q: 3 clusters Score -2.047933e+07 nChanged 5281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67168 members Mstep: Class 2 contains 29516 members Entering Unmasked Estep Score: -20483152.000000 Penalty: 14062.024414 Iteration 9F: 3 clusters Score -2.048315e+07 nChanged 5595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72365 members Mstep: Class 2 contains 24319 members Entering Unmasked Estep Score: -20487438.000000 Penalty: 14062.024414 Iteration 10F: 3 clusters Score -2.048744e+07 nChanged 5506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77641 members Mstep: Class 2 contains 19043 members Entering Unmasked Estep Score: -20491624.000000 Penalty: 14062.024414 Iteration 11F: 3 clusters Score -2.049162e+07 nChanged 4727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82246 members Mstep: Class 2 contains 14438 members Entering Unmasked Estep Score: -20494998.000000 Penalty: 14062.024414 Iteration 12Q: 3 clusters Score -2.0495e+07 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85924 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -20497624.000000 Penalty: 14062.024414 Iteration 13Q: 3 clusters Score -2.049762e+07 nChanged 2794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88688 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -20499392.000000 Penalty: 14062.024414 Iteration 14Q: 3 clusters Score -2.049939e+07 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90687 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -20500686.000000 Penalty: 14062.024414 Iteration 15Q: 3 clusters Score -2.050069e+07 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92012 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -20501442.000000 Penalty: 14062.024414 Iteration 16Q: 3 clusters Score -2.050144e+07 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92861 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -20501968.000000 Penalty: 14062.024414 Iteration 17Q: 3 clusters Score -2.050197e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93416 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -20502330.000000 Penalty: 14062.024414 Iteration 18Q: 3 clusters Score -2.050233e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93807 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -20502524.000000 Penalty: 14062.024414 Iteration 19Q: 3 clusters Score -2.050252e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94065 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -20502700.000000 Penalty: 14062.024414 Iteration 20F: 3 clusters Score -2.05027e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94269 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -20502812.000000 Penalty: 14062.024414 Iteration 21Q: 3 clusters Score -2.050281e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94413 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -20502850.000000 Penalty: 14062.024414 Iteration 22Q: 3 clusters Score -2.050285e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94528 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -20502954.000000 Penalty: 14062.024414 Iteration 23Q: 3 clusters Score -2.050295e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94609 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -20503076.000000 Penalty: 14062.024414 Iteration 24Q: 3 clusters Score -2.050308e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94666 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -20503096.000000 Penalty: 14062.024414 Iteration 25Q: 3 clusters Score -2.05031e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94723 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -20503102.000000 Penalty: 14062.024414 Iteration 26Q: 3 clusters Score -2.05031e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94764 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -20503150.000000 Penalty: 14062.024414 Iteration 27Q: 3 clusters Score -2.050315e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94804 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -20503168.000000 Penalty: 14062.024414 Iteration 28Q: 3 clusters Score -2.050317e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94830 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -20503170.000000 Penalty: 14062.024414 Iteration 29Q: 3 clusters Score -2.050317e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94847 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -20503192.000000 Penalty: 14062.024414 Iteration 30Q: 3 clusters Score -2.050319e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94872 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -20503200.000000 Penalty: 14062.024414 Iteration 31Q: 3 clusters Score -2.05032e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94886 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -20503208.000000 Penalty: 14062.024414 Iteration 32Q: 3 clusters Score -2.050321e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94897 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -20503200.000000 Penalty: 14062.024414 Iteration 33Q: 3 clusters Score -2.05032e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94908 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -20503230.000000 Penalty: 14062.024414 Iteration 34Q: 3 clusters Score -2.050323e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94917 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -20503246.000000 Penalty: 14062.024414 Iteration 35Q: 3 clusters Score -2.050325e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94928 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -20503258.000000 Penalty: 14062.024414 Iteration 36Q: 3 clusters Score -2.050326e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94932 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -20503262.000000 Penalty: 14062.024414 Iteration 37Q: 3 clusters Score -2.050326e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94935 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -20503258.000000 Penalty: 14062.024414 Iteration 38Q: 3 clusters Score -2.050326e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94938 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -20503296.000000 Penalty: 14062.024414 Iteration 39Q: 3 clusters Score -2.05033e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94938 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -20503278.000000 Penalty: 14062.024414 Iteration 40F: 3 clusters Score -2.050328e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94940 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -20503266.000000 Penalty: 14062.024414 Iteration 41Q: 3 clusters Score -2.050327e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94941 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -20503260.000000 Penalty: 14062.024414 Iteration 42Q: 3 clusters Score -2.050326e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94944 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -20503290.000000 Penalty: 14062.024414 Iteration 43Q: 3 clusters Score -2.050329e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94950 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -20503290.000000 Penalty: 14062.024414 Iteration 44Q: 3 clusters Score -2.050329e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94957 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -20503296.000000 Penalty: 14062.024414 Iteration 45Q: 3 clusters Score -2.05033e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94964 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -20503308.000000 Penalty: 14062.024414 Iteration 46Q: 3 clusters Score -2.050331e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94973 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -20503298.000000 Penalty: 14062.024414 Iteration 47Q: 3 clusters Score -2.05033e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94976 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -20503302.000000 Penalty: 14062.024414 Iteration 48Q: 3 clusters Score -2.05033e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94975 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -20503310.000000 Penalty: 14062.024414 Iteration 49Q: 3 clusters Score -2.050331e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94976 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -20503316.000000 Penalty: 14062.024414 Iteration 50Q: 3 clusters Score -2.050332e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94977 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -20503318.000000 Penalty: 14062.024414 Iteration 51Q: 3 clusters Score -2.050332e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94979 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -20503322.000000 Penalty: 14062.024414 Iteration 52Q: 3 clusters Score -2.050332e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94981 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -20503302.000000 Penalty: 14062.024414 Iteration 53Q: 3 clusters Score -2.05033e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94985 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -20503286.000000 Penalty: 14062.024414 Iteration 54Q: 3 clusters Score -2.050329e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94991 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -20503318.000000 Penalty: 14062.024414 Iteration 55Q: 3 clusters Score -2.050332e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94997 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -20503338.000000 Penalty: 14062.024414 Iteration 56Q: 3 clusters Score -2.050334e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95002 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -20503334.000000 Penalty: 14062.024414 Iteration 57Q: 3 clusters Score -2.050333e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95006 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -20503334.000000 Penalty: 14062.024414 Iteration 58Q: 3 clusters Score -2.050333e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95011 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -20503348.000000 Penalty: 14062.024414 Iteration 59Q: 3 clusters Score -2.050335e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95013 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -20503350.000000 Penalty: 14062.024414 Iteration 60F: 3 clusters Score -2.050335e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95015 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -20503344.000000 Penalty: 14062.024414 Iteration 61Q: 3 clusters Score -2.050334e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95017 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -20503344.000000 Penalty: 14062.024414 Iteration 62Q: 3 clusters Score -2.050334e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95019 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -20503342.000000 Penalty: 14062.024414 Iteration 63Q: 3 clusters Score -2.050334e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95018 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -20503348.000000 Penalty: 14062.024414 Iteration 64Q: 3 clusters Score -2.050335e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95017 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -20503350.000000 Penalty: 14062.024414 Iteration 65Q: 3 clusters Score -2.050335e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95016 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -20503344.000000 Penalty: 14062.024414 Iteration 66Q: 3 clusters Score -2.050334e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95016 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -20503344.000000 Penalty: 14062.024414 Iteration 67F: 3 clusters Score -2.050334e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Entering Unmasked Estep Score: -79816.945312 Penalty: 3764.626709 Iteration 0F: 2 clusters Score -79816.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -76698.539062 Penalty: 7529.253418 Iteration 0F: 3 clusters Score -76698.54 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -76931.703125 Penalty: 7529.253418 Iteration 1F: 3 clusters Score -76931.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -77028.898438 Penalty: 7529.253418 Iteration 2Q: 3 clusters Score -77028.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -77058.757812 Penalty: 7529.253418 Iteration 3Q: 3 clusters Score -77058.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -77173.468750 Penalty: 7529.253418 Iteration 4Q: 3 clusters Score -77173.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -77226.414062 Penalty: 7529.253418 Iteration 5Q: 3 clusters Score -77226.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -77235.679688 Penalty: 7529.253418 Iteration 6Q: 3 clusters Score -77235.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -77239.656250 Penalty: 7529.253418 Iteration 7Q: 3 clusters Score -77239.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -77239.656250 Penalty: 7529.253418 Iteration 8F: 3 clusters Score -77239.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Entering Unmasked Estep Score: -261495.437500 Penalty: 4442.316895 Iteration 0F: 2 clusters Score -261495.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -257303.406250 Penalty: 8884.633789 Iteration 0F: 3 clusters Score -257303.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -257884.421875 Penalty: 8884.633789 Iteration 1F: 3 clusters Score -257884.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -258057.484375 Penalty: 8884.633789 Iteration 2F: 3 clusters Score -258057.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -258167.359375 Penalty: 8884.633789 Iteration 3Q: 3 clusters Score -258167.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -258285.843750 Penalty: 8884.633789 Iteration 4Q: 3 clusters Score -258285.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -258385.625000 Penalty: 8884.633789 Iteration 5Q: 3 clusters Score -258385.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -258503.171875 Penalty: 8884.633789 Iteration 6Q: 3 clusters Score -258503.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -258657.406250 Penalty: 8884.633789 Iteration 7Q: 3 clusters Score -258657.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -258770.937500 Penalty: 8884.633789 Iteration 8Q: 3 clusters Score -258770.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -258890.296875 Penalty: 8884.633789 Iteration 9Q: 3 clusters Score -258890.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -258965.437500 Penalty: 8884.633789 Iteration 10Q: 3 clusters Score -258965.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -259020.281250 Penalty: 8884.633789 Iteration 11Q: 3 clusters Score -259020.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -259057.078125 Penalty: 8884.633789 Iteration 12Q: 3 clusters Score -259057.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -259111.859375 Penalty: 8884.633789 Iteration 13Q: 3 clusters Score -259111.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -259173.125000 Penalty: 8884.633789 Iteration 14Q: 3 clusters Score -259173.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -259232.125000 Penalty: 8884.633789 Iteration 15Q: 3 clusters Score -259232.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -259293.828125 Penalty: 8884.633789 Iteration 16Q: 3 clusters Score -259293.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -259337.375000 Penalty: 8884.633789 Iteration 17Q: 3 clusters Score -259337.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -259375.078125 Penalty: 8884.633789 Iteration 18Q: 3 clusters Score -259375.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -259386.015625 Penalty: 8884.633789 Iteration 19Q: 3 clusters Score -259386 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -259412.265625 Penalty: 8884.633789 Iteration 20F: 3 clusters Score -259412.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -259438.703125 Penalty: 8884.633789 Iteration 21Q: 3 clusters Score -259438.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -259460.953125 Penalty: 8884.633789 Iteration 22Q: 3 clusters Score -259461 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -259466.562500 Penalty: 8884.633789 Iteration 23Q: 3 clusters Score -259466.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -259473.375000 Penalty: 8884.633789 Iteration 24Q: 3 clusters Score -259473.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -259473.375000 Penalty: 8884.633789 Iteration 25F: 3 clusters Score -259473.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Entering Unmasked Estep Score: -159339.250000 Penalty: 4202.798340 Iteration 0F: 2 clusters Score -159339.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -155564.484375 Penalty: 8405.596680 Iteration 0F: 3 clusters Score -155564.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -156615.390625 Penalty: 8405.596680 Iteration 1F: 3 clusters Score -156615.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -157246.718750 Penalty: 8405.596680 Iteration 2F: 3 clusters Score -157246.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -158084.953125 Penalty: 8405.596680 Iteration 3F: 3 clusters Score -158085 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -158758.406250 Penalty: 8405.596680 Iteration 4F: 3 clusters Score -158758.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -159173.140625 Penalty: 8405.596680 Iteration 5F: 3 clusters Score -159173.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -159490.343750 Penalty: 8405.596680 Iteration 6Q: 3 clusters Score -159490.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -159710.859375 Penalty: 8405.596680 Iteration 7Q: 3 clusters Score -159710.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -159728.000000 Penalty: 8405.596680 Iteration 8Q: 3 clusters Score -159728 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -159746.343750 Penalty: 8405.596680 Iteration 9Q: 3 clusters Score -159746.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -159812.250000 Penalty: 8405.596680 Iteration 10Q: 3 clusters Score -159812.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -159873.718750 Penalty: 8405.596680 Iteration 11Q: 3 clusters Score -159873.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -159913.734375 Penalty: 8405.596680 Iteration 12Q: 3 clusters Score -159913.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -159921.203125 Penalty: 8405.596680 Iteration 13Q: 3 clusters Score -159921.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -160036.984375 Penalty: 8405.596680 Iteration 14F: 3 clusters Score -160037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -160590.718750 Penalty: 8405.596680 Iteration 15Q: 3 clusters Score -160590.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -160696.328125 Penalty: 8405.596680 Iteration 16Q: 3 clusters Score -160696.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -160735.750000 Penalty: 8405.596680 Iteration 17Q: 3 clusters Score -160735.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -160757.281250 Penalty: 8405.596680 Iteration 18Q: 3 clusters Score -160757.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -160767.500000 Penalty: 8405.596680 Iteration 19Q: 3 clusters Score -160767.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -160767.500000 Penalty: 8405.596680 Iteration 20F: 3 clusters Score -160767.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96684 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 318 members Mstep: Class 5 contains 22171 members Mstep: Class 6 contains 15757 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12813 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163104 members Mstep: Class 13 contains 46155 members Mstep: Class 14 contains 41555 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5552 members Mstep: Class 19 contains 11803 members Mstep: Class 20 contains 32907 members Mstep: Class 21 contains 29782 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13301 members Mstep: Class 24 contains 868 members Mstep: Class 25 contains 637 members Entering Unmasked Estep Score: -119287416.000000 Penalty: 202988.343750 Splitting cluster 4 changes total score from -119289712.000000 to -119287416.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (22171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22171 members Entering Unmasked Estep Score: -4696513.500000 Penalty: 6129.005859 Iteration 0F: 2 clusters Score -4696514 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11064 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -4678638.000000 Penalty: 12258.011719 Iteration 0F: 3 clusters Score -4678638 nChanged 9059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -4683445.500000 Penalty: 12258.011719 Iteration 1F: 3 clusters Score -4683446 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -4684055.500000 Penalty: 12258.011719 Iteration 2F: 3 clusters Score -4684056 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -4684422.000000 Penalty: 12258.011719 Iteration 3Q: 3 clusters Score -4684422 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -4684691.500000 Penalty: 12258.011719 Iteration 4Q: 3 clusters Score -4684692 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -4684914.000000 Penalty: 12258.011719 Iteration 5Q: 3 clusters Score -4684914 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -4685118.000000 Penalty: 12258.011719 Iteration 6Q: 3 clusters Score -4685118 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -4685285.000000 Penalty: 12258.011719 Iteration 7Q: 3 clusters Score -4685285 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12627 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -4685420.500000 Penalty: 12258.011719 Iteration 8Q: 3 clusters Score -4685420 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12925 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -4685567.000000 Penalty: 12258.011719 Iteration 9Q: 3 clusters Score -4685567 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13246 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -4685710.500000 Penalty: 12258.011719 Iteration 10Q: 3 clusters Score -4685710 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -4685861.500000 Penalty: 12258.011719 Iteration 11Q: 3 clusters Score -4685862 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -4686000.000000 Penalty: 12258.011719 Iteration 12Q: 3 clusters Score -4686000 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14390 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -4686191.500000 Penalty: 12258.011719 Iteration 13Q: 3 clusters Score -4686192 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14855 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -4686406.000000 Penalty: 12258.011719 Iteration 14Q: 3 clusters Score -4686406 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15409 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -4686668.500000 Penalty: 12258.011719 Iteration 15Q: 3 clusters Score -4686668 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15997 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -4686966.500000 Penalty: 12258.011719 Iteration 16Q: 3 clusters Score -4686966 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -4687321.500000 Penalty: 12258.011719 Iteration 17Q: 3 clusters Score -4687322 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17332 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -4687741.000000 Penalty: 12258.011719 Iteration 18Q: 3 clusters Score -4687741 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18025 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -4688208.500000 Penalty: 12258.011719 Iteration 19Q: 3 clusters Score -4688208 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18731 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -4688698.500000 Penalty: 12258.011719 Iteration 20F: 3 clusters Score -4688698 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19346 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -4689167.500000 Penalty: 12258.011719 Iteration 21Q: 3 clusters Score -4689168 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -4689593.500000 Penalty: 12258.011719 Iteration 22Q: 3 clusters Score -4689594 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20285 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -4689962.000000 Penalty: 12258.011719 Iteration 23Q: 3 clusters Score -4689962 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20622 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -4690271.500000 Penalty: 12258.011719 Iteration 24Q: 3 clusters Score -4690272 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20845 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -4690473.500000 Penalty: 12258.011719 Iteration 25Q: 3 clusters Score -4690474 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21004 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -4690633.500000 Penalty: 12258.011719 Iteration 26Q: 3 clusters Score -4690634 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21097 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -4690722.500000 Penalty: 12258.011719 Iteration 27Q: 3 clusters Score -4690722 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21165 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -4690811.000000 Penalty: 12258.011719 Iteration 28Q: 3 clusters Score -4690811 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21219 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -4690857.500000 Penalty: 12258.011719 Iteration 29Q: 3 clusters Score -4690858 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21266 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -4690910.000000 Penalty: 12258.011719 Iteration 30Q: 3 clusters Score -4690910 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21295 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -4690956.000000 Penalty: 12258.011719 Iteration 31Q: 3 clusters Score -4690956 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21322 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -4690998.000000 Penalty: 12258.011719 Iteration 32Q: 3 clusters Score -4690998 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21349 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -4691025.500000 Penalty: 12258.011719 Iteration 33Q: 3 clusters Score -4691026 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21370 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -4691052.000000 Penalty: 12258.011719 Iteration 34Q: 3 clusters Score -4691052 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21386 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -4691067.000000 Penalty: 12258.011719 Iteration 35Q: 3 clusters Score -4691067 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21399 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -4691083.500000 Penalty: 12258.011719 Iteration 36Q: 3 clusters Score -4691084 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21409 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -4691102.000000 Penalty: 12258.011719 Iteration 37Q: 3 clusters Score -4691102 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -4691109.000000 Penalty: 12258.011719 Iteration 38Q: 3 clusters Score -4691109 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21429 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -4691125.000000 Penalty: 12258.011719 Iteration 39Q: 3 clusters Score -4691125 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21439 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -4691143.500000 Penalty: 12258.011719 Iteration 40F: 3 clusters Score -4691144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21445 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -4691150.500000 Penalty: 12258.011719 Iteration 41Q: 3 clusters Score -4691150 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -4691151.500000 Penalty: 12258.011719 Iteration 42Q: 3 clusters Score -4691152 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21451 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -4691150.500000 Penalty: 12258.011719 Iteration 43Q: 3 clusters Score -4691150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21451 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -4691150.500000 Penalty: 12258.011719 Iteration 44F: 3 clusters Score -4691150 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (15757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15757 members Entering Unmasked Estep Score: -3379303.250000 Penalty: 5919.836914 Iteration 0F: 2 clusters Score -3379303 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -3365453.750000 Penalty: 11839.673828 Iteration 0F: 3 clusters Score -3365454 nChanged 6217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -3368814.250000 Penalty: 11839.673828 Iteration 1F: 3 clusters Score -3368814 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -3369410.750000 Penalty: 11839.673828 Iteration 2F: 3 clusters Score -3369411 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -3369858.500000 Penalty: 11839.673828 Iteration 3F: 3 clusters Score -3369858 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -3370315.750000 Penalty: 11839.673828 Iteration 4Q: 3 clusters Score -3370316 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -3370774.000000 Penalty: 11839.673828 Iteration 5Q: 3 clusters Score -3370774 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -3371292.000000 Penalty: 11839.673828 Iteration 6Q: 3 clusters Score -3371292 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -3371872.500000 Penalty: 11839.673828 Iteration 7F: 3 clusters Score -3371872 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10843 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -3372511.250000 Penalty: 11839.673828 Iteration 8F: 3 clusters Score -3372511 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -3373169.250000 Penalty: 11839.673828 Iteration 9F: 3 clusters Score -3373169 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -3373718.250000 Penalty: 11839.673828 Iteration 10Q: 3 clusters Score -3373718 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12667 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -3374209.750000 Penalty: 11839.673828 Iteration 11Q: 3 clusters Score -3374210 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -3374564.000000 Penalty: 11839.673828 Iteration 12Q: 3 clusters Score -3374564 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13417 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -3374823.000000 Penalty: 11839.673828 Iteration 13Q: 3 clusters Score -3374823 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13694 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -3375050.750000 Penalty: 11839.673828 Iteration 14Q: 3 clusters Score -3375051 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13867 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -3375201.750000 Penalty: 11839.673828 Iteration 15Q: 3 clusters Score -3375202 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -3375310.500000 Penalty: 11839.673828 Iteration 16Q: 3 clusters Score -3375310 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14122 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -3375383.250000 Penalty: 11839.673828 Iteration 17Q: 3 clusters Score -3375383 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14193 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -3375439.500000 Penalty: 11839.673828 Iteration 18Q: 3 clusters Score -3375440 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14246 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -3375485.750000 Penalty: 11839.673828 Iteration 19Q: 3 clusters Score -3375486 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14288 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -3375506.250000 Penalty: 11839.673828 Iteration 20F: 3 clusters Score -3375506 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -3375535.250000 Penalty: 11839.673828 Iteration 21Q: 3 clusters Score -3375535 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -3375560.750000 Penalty: 11839.673828 Iteration 22Q: 3 clusters Score -3375561 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -3375569.000000 Penalty: 11839.673828 Iteration 23Q: 3 clusters Score -3375569 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14376 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -3375571.250000 Penalty: 11839.673828 Iteration 24Q: 3 clusters Score -3375571 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14390 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -3375579.500000 Penalty: 11839.673828 Iteration 25Q: 3 clusters Score -3375580 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -3375595.250000 Penalty: 11839.673828 Iteration 26Q: 3 clusters Score -3375595 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -3375597.250000 Penalty: 11839.673828 Iteration 27Q: 3 clusters Score -3375597 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14422 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3375600.750000 Penalty: 11839.673828 Iteration 28Q: 3 clusters Score -3375601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -3375606.500000 Penalty: 11839.673828 Iteration 29Q: 3 clusters Score -3375606 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -3375606.500000 Penalty: 11839.673828 Iteration 30F: 3 clusters Score -3375606 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Entering Unmasked Estep Score: -1579083.750000 Penalty: 5466.025879 Iteration 0F: 2 clusters Score -1579084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1570447.625000 Penalty: 10932.051758 Iteration 0F: 3 clusters Score -1570448 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1572066.625000 Penalty: 10932.051758 Iteration 1F: 3 clusters Score -1572067 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1572536.375000 Penalty: 10932.051758 Iteration 2F: 3 clusters Score -1572536 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1572879.125000 Penalty: 10932.051758 Iteration 3F: 3 clusters Score -1572879 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1573127.375000 Penalty: 10932.051758 Iteration 4Q: 3 clusters Score -1573127 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1573318.625000 Penalty: 10932.051758 Iteration 5Q: 3 clusters Score -1573319 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1573466.875000 Penalty: 10932.051758 Iteration 6Q: 3 clusters Score -1573467 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1573588.375000 Penalty: 10932.051758 Iteration 7Q: 3 clusters Score -1573588 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1573690.750000 Penalty: 10932.051758 Iteration 8Q: 3 clusters Score -1573691 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1573763.625000 Penalty: 10932.051758 Iteration 9Q: 3 clusters Score -1573764 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1573830.500000 Penalty: 10932.051758 Iteration 10Q: 3 clusters Score -1573830 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1573893.750000 Penalty: 10932.051758 Iteration 11Q: 3 clusters Score -1573894 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1573958.000000 Penalty: 10932.051758 Iteration 12Q: 3 clusters Score -1573958 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1574013.500000 Penalty: 10932.051758 Iteration 13Q: 3 clusters Score -1574014 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1574056.500000 Penalty: 10932.051758 Iteration 14Q: 3 clusters Score -1574056 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1574087.000000 Penalty: 10932.051758 Iteration 15Q: 3 clusters Score -1574087 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1574124.125000 Penalty: 10932.051758 Iteration 16Q: 3 clusters Score -1574124 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1574156.750000 Penalty: 10932.051758 Iteration 17Q: 3 clusters Score -1574157 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1574192.375000 Penalty: 10932.051758 Iteration 18Q: 3 clusters Score -1574192 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1574219.750000 Penalty: 10932.051758 Iteration 19Q: 3 clusters Score -1574220 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1574263.375000 Penalty: 10932.051758 Iteration 20F: 3 clusters Score -1574263 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1574307.875000 Penalty: 10932.051758 Iteration 21Q: 3 clusters Score -1574308 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1574351.500000 Penalty: 10932.051758 Iteration 22Q: 3 clusters Score -1574352 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1574389.625000 Penalty: 10932.051758 Iteration 23Q: 3 clusters Score -1574390 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1574427.125000 Penalty: 10932.051758 Iteration 24Q: 3 clusters Score -1574427 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1574458.000000 Penalty: 10932.051758 Iteration 25Q: 3 clusters Score -1574458 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1574497.375000 Penalty: 10932.051758 Iteration 26Q: 3 clusters Score -1574497 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1574520.750000 Penalty: 10932.051758 Iteration 27Q: 3 clusters Score -1574521 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1574547.500000 Penalty: 10932.051758 Iteration 28Q: 3 clusters Score -1574548 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1574585.125000 Penalty: 10932.051758 Iteration 29Q: 3 clusters Score -1574585 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1574621.750000 Penalty: 10932.051758 Iteration 30Q: 3 clusters Score -1574622 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1574662.625000 Penalty: 10932.051758 Iteration 31Q: 3 clusters Score -1574663 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1574700.750000 Penalty: 10932.051758 Iteration 32Q: 3 clusters Score -1574701 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1574733.250000 Penalty: 10932.051758 Iteration 33Q: 3 clusters Score -1574733 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1574783.625000 Penalty: 10932.051758 Iteration 34Q: 3 clusters Score -1574784 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1574826.875000 Penalty: 10932.051758 Iteration 35Q: 3 clusters Score -1574827 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1574863.000000 Penalty: 10932.051758 Iteration 36Q: 3 clusters Score -1574863 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -1574891.250000 Penalty: 10932.051758 Iteration 37Q: 3 clusters Score -1574891 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1574926.750000 Penalty: 10932.051758 Iteration 38Q: 3 clusters Score -1574927 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1574946.750000 Penalty: 10932.051758 Iteration 39Q: 3 clusters Score -1574947 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1574969.375000 Penalty: 10932.051758 Iteration 40F: 3 clusters Score -1574969 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1574991.125000 Penalty: 10932.051758 Iteration 41Q: 3 clusters Score -1574991 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1575010.000000 Penalty: 10932.051758 Iteration 42Q: 3 clusters Score -1575010 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1575029.625000 Penalty: 10932.051758 Iteration 43Q: 3 clusters Score -1575030 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1575052.500000 Penalty: 10932.051758 Iteration 44Q: 3 clusters Score -1575052 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -1575071.250000 Penalty: 10932.051758 Iteration 45Q: 3 clusters Score -1575071 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1575097.625000 Penalty: 10932.051758 Iteration 46Q: 3 clusters Score -1575098 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -1575121.250000 Penalty: 10932.051758 Iteration 47Q: 3 clusters Score -1575121 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -1575154.500000 Penalty: 10932.051758 Iteration 48Q: 3 clusters Score -1575154 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1575193.000000 Penalty: 10932.051758 Iteration 49Q: 3 clusters Score -1575193 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1575229.125000 Penalty: 10932.051758 Iteration 50Q: 3 clusters Score -1575229 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1575258.250000 Penalty: 10932.051758 Iteration 51Q: 3 clusters Score -1575258 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1575291.500000 Penalty: 10932.051758 Iteration 52Q: 3 clusters Score -1575292 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -1575320.250000 Penalty: 10932.051758 Iteration 53Q: 3 clusters Score -1575320 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1575336.500000 Penalty: 10932.051758 Iteration 54Q: 3 clusters Score -1575336 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1575344.750000 Penalty: 10932.051758 Iteration 55Q: 3 clusters Score -1575345 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1575357.125000 Penalty: 10932.051758 Iteration 56Q: 3 clusters Score -1575357 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1575370.625000 Penalty: 10932.051758 Iteration 57Q: 3 clusters Score -1575371 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -1575384.250000 Penalty: 10932.051758 Iteration 58Q: 3 clusters Score -1575384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1575386.625000 Penalty: 10932.051758 Iteration 59Q: 3 clusters Score -1575387 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1575391.750000 Penalty: 10932.051758 Iteration 60F: 3 clusters Score -1575392 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -1575394.750000 Penalty: 10932.051758 Iteration 61Q: 3 clusters Score -1575395 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1575396.250000 Penalty: 10932.051758 Iteration 62Q: 3 clusters Score -1575396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1575396.250000 Penalty: 10932.051758 Iteration 63F: 3 clusters Score -1575396 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Entering Unmasked Estep Score: -268591.812500 Penalty: 4407.052246 Iteration 0F: 2 clusters Score -268591.8 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 626 members Entering Unmasked Estep Score: -264147.562500 Penalty: 8814.104492 Iteration 0F: 3 clusters Score -264147.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -264574.312500 Penalty: 8814.104492 Iteration 1F: 3 clusters Score -264574.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -264707.968750 Penalty: 8814.104492 Iteration 2Q: 3 clusters Score -264708 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -264797.906250 Penalty: 8814.104492 Iteration 3Q: 3 clusters Score -264797.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -264836.531250 Penalty: 8814.104492 Iteration 4Q: 3 clusters Score -264836.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -264858.750000 Penalty: 8814.104492 Iteration 5Q: 3 clusters Score -264858.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -264887.218750 Penalty: 8814.104492 Iteration 6Q: 3 clusters Score -264887.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -264907.312500 Penalty: 8814.104492 Iteration 7Q: 3 clusters Score -264907.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -264925.343750 Penalty: 8814.104492 Iteration 8Q: 3 clusters Score -264925.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -264943.062500 Penalty: 8814.104492 Iteration 9Q: 3 clusters Score -264943.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -264955.656250 Penalty: 8814.104492 Iteration 10Q: 3 clusters Score -264955.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -264963.500000 Penalty: 8814.104492 Iteration 11Q: 3 clusters Score -264963.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -264974.687500 Penalty: 8814.104492 Iteration 12Q: 3 clusters Score -264974.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -264978.968750 Penalty: 8814.104492 Iteration 13Q: 3 clusters Score -264979 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -264984.812500 Penalty: 8814.104492 Iteration 14Q: 3 clusters Score -264984.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -264984.812500 Penalty: 8814.104492 Iteration 15F: 3 clusters Score -264984.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12813 members Entering Unmasked Estep Score: -2579607.500000 Penalty: 5793.157227 Iteration 0F: 2 clusters Score -2579608 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -2567620.750000 Penalty: 11586.314453 Iteration 0F: 3 clusters Score -2567621 nChanged 4882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2570408.000000 Penalty: 11586.314453 Iteration 1F: 3 clusters Score -2570408 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -2571001.750000 Penalty: 11586.314453 Iteration 2F: 3 clusters Score -2571002 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -2571368.000000 Penalty: 11586.314453 Iteration 3F: 3 clusters Score -2571368 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -2571608.750000 Penalty: 11586.314453 Iteration 4Q: 3 clusters Score -2571609 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -2571829.750000 Penalty: 11586.314453 Iteration 5Q: 3 clusters Score -2571830 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -2572019.000000 Penalty: 11586.314453 Iteration 6Q: 3 clusters Score -2572019 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -2572201.250000 Penalty: 11586.314453 Iteration 7Q: 3 clusters Score -2572201 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -2572372.250000 Penalty: 11586.314453 Iteration 8Q: 3 clusters Score -2572372 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -2572559.250000 Penalty: 11586.314453 Iteration 9Q: 3 clusters Score -2572559 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -2572737.750000 Penalty: 11586.314453 Iteration 10Q: 3 clusters Score -2572738 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -2572934.250000 Penalty: 11586.314453 Iteration 11Q: 3 clusters Score -2572934 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -2573096.750000 Penalty: 11586.314453 Iteration 12Q: 3 clusters Score -2573097 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -2573259.750000 Penalty: 11586.314453 Iteration 13Q: 3 clusters Score -2573260 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2573364.500000 Penalty: 11586.314453 Iteration 14Q: 3 clusters Score -2573364 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -2573461.250000 Penalty: 11586.314453 Iteration 15Q: 3 clusters Score -2573461 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -2573541.000000 Penalty: 11586.314453 Iteration 16Q: 3 clusters Score -2573541 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -2573626.750000 Penalty: 11586.314453 Iteration 17Q: 3 clusters Score -2573627 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -2573692.500000 Penalty: 11586.314453 Iteration 18Q: 3 clusters Score -2573692 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -2573771.250000 Penalty: 11586.314453 Iteration 19Q: 3 clusters Score -2573771 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -2573835.000000 Penalty: 11586.314453 Iteration 20F: 3 clusters Score -2573835 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -2573877.750000 Penalty: 11586.314453 Iteration 21Q: 3 clusters Score -2573878 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -2573938.250000 Penalty: 11586.314453 Iteration 22Q: 3 clusters Score -2573938 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -2573979.000000 Penalty: 11586.314453 Iteration 23Q: 3 clusters Score -2573979 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -2574006.250000 Penalty: 11586.314453 Iteration 24Q: 3 clusters Score -2574006 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -2574035.000000 Penalty: 11586.314453 Iteration 25Q: 3 clusters Score -2574035 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -2574057.750000 Penalty: 11586.314453 Iteration 26Q: 3 clusters Score -2574058 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -2574094.750000 Penalty: 11586.314453 Iteration 27Q: 3 clusters Score -2574095 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -2574115.250000 Penalty: 11586.314453 Iteration 28Q: 3 clusters Score -2574115 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -2574136.250000 Penalty: 11586.314453 Iteration 29Q: 3 clusters Score -2574136 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -2574159.000000 Penalty: 11586.314453 Iteration 30Q: 3 clusters Score -2574159 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -2574177.000000 Penalty: 11586.314453 Iteration 31Q: 3 clusters Score -2574177 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -2574190.500000 Penalty: 11586.314453 Iteration 32Q: 3 clusters Score -2574190 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -2574195.500000 Penalty: 11586.314453 Iteration 33Q: 3 clusters Score -2574196 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -2574208.500000 Penalty: 11586.314453 Iteration 34Q: 3 clusters Score -2574208 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -2574214.000000 Penalty: 11586.314453 Iteration 35Q: 3 clusters Score -2574214 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -2574227.250000 Penalty: 11586.314453 Iteration 36Q: 3 clusters Score -2574227 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -2574236.000000 Penalty: 11586.314453 Iteration 37Q: 3 clusters Score -2574236 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -2574243.250000 Penalty: 11586.314453 Iteration 38Q: 3 clusters Score -2574243 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -2574238.000000 Penalty: 11586.314453 Iteration 39Q: 3 clusters Score -2574238 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -2574247.000000 Penalty: 11586.314453 Iteration 40F: 3 clusters Score -2574247 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -2574250.750000 Penalty: 11586.314453 Iteration 41Q: 3 clusters Score -2574251 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -2574264.250000 Penalty: 11586.314453 Iteration 42Q: 3 clusters Score -2574264 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -2574267.750000 Penalty: 11586.314453 Iteration 43Q: 3 clusters Score -2574268 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -2574276.250000 Penalty: 11586.314453 Iteration 44Q: 3 clusters Score -2574276 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -2574278.500000 Penalty: 11586.314453 Iteration 45Q: 3 clusters Score -2574278 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -2574277.000000 Penalty: 11586.314453 Iteration 46Q: 3 clusters Score -2574277 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -2574283.750000 Penalty: 11586.314453 Iteration 47Q: 3 clusters Score -2574284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -2574280.500000 Penalty: 11586.314453 Iteration 48Q: 3 clusters Score -2574280 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -2574280.500000 Penalty: 11586.314453 Iteration 49Q: 3 clusters Score -2574280 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -2574281.500000 Penalty: 11586.314453 Iteration 50Q: 3 clusters Score -2574282 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -2574278.500000 Penalty: 11586.314453 Iteration 51Q: 3 clusters Score -2574278 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -2574280.000000 Penalty: 11586.314453 Iteration 52Q: 3 clusters Score -2574280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -2574280.750000 Penalty: 11586.314453 Iteration 53Q: 3 clusters Score -2574281 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -2574278.750000 Penalty: 11586.314453 Iteration 54Q: 3 clusters Score -2574279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -2574280.250000 Penalty: 11586.314453 Iteration 55Q: 3 clusters Score -2574280 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -2574282.000000 Penalty: 11586.314453 Iteration 56Q: 3 clusters Score -2574282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -2574288.500000 Penalty: 11586.314453 Iteration 57Q: 3 clusters Score -2574288 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -2574296.500000 Penalty: 11586.314453 Iteration 58Q: 3 clusters Score -2574296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -2574294.750000 Penalty: 11586.314453 Iteration 59Q: 3 clusters Score -2574295 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -2574292.250000 Penalty: 11586.314453 Iteration 60F: 3 clusters Score -2574292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -2574294.500000 Penalty: 11586.314453 Iteration 61Q: 3 clusters Score -2574294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -2574289.000000 Penalty: 11586.314453 Iteration 62Q: 3 clusters Score -2574289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -2574292.500000 Penalty: 11586.314453 Iteration 63Q: 3 clusters Score -2574292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -2574292.500000 Penalty: 11586.314453 Iteration 64Q: 3 clusters Score -2574292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -2574292.500000 Penalty: 11586.314453 Iteration 65Q: 3 clusters Score -2574292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -2574292.500000 Penalty: 11586.314453 Iteration 66F: 3 clusters Score -2574292 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Entering Unmasked Estep Score: -1658741.875000 Penalty: 5512.342285 Iteration 0F: 2 clusters Score -1658742 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1649630.750000 Penalty: 11024.684570 Iteration 0F: 3 clusters Score -1649631 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1651434.000000 Penalty: 11024.684570 Iteration 1F: 3 clusters Score -1651434 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1651971.250000 Penalty: 11024.684570 Iteration 2F: 3 clusters Score -1651971 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1652334.500000 Penalty: 11024.684570 Iteration 3F: 3 clusters Score -1652334 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1652725.625000 Penalty: 11024.684570 Iteration 4Q: 3 clusters Score -1652726 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -1653157.000000 Penalty: 11024.684570 Iteration 5F: 3 clusters Score -1653157 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1653627.125000 Penalty: 11024.684570 Iteration 6F: 3 clusters Score -1653627 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1654236.750000 Penalty: 11024.684570 Iteration 7F: 3 clusters Score -1654237 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1654835.625000 Penalty: 11024.684570 Iteration 8F: 3 clusters Score -1654836 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -1655246.250000 Penalty: 11024.684570 Iteration 9Q: 3 clusters Score -1655246 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1655519.875000 Penalty: 11024.684570 Iteration 10Q: 3 clusters Score -1655520 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1655713.875000 Penalty: 11024.684570 Iteration 11Q: 3 clusters Score -1655714 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1655835.000000 Penalty: 11024.684570 Iteration 12Q: 3 clusters Score -1655835 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1655927.875000 Penalty: 11024.684570 Iteration 13Q: 3 clusters Score -1655928 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -1656000.125000 Penalty: 11024.684570 Iteration 14Q: 3 clusters Score -1656000 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1656050.375000 Penalty: 11024.684570 Iteration 15Q: 3 clusters Score -1656050 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1656107.375000 Penalty: 11024.684570 Iteration 16Q: 3 clusters Score -1656107 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -1656153.250000 Penalty: 11024.684570 Iteration 17Q: 3 clusters Score -1656153 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1656199.000000 Penalty: 11024.684570 Iteration 18Q: 3 clusters Score -1656199 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1656225.000000 Penalty: 11024.684570 Iteration 19Q: 3 clusters Score -1656225 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -1656249.500000 Penalty: 11024.684570 Iteration 20F: 3 clusters Score -1656250 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -1656266.125000 Penalty: 11024.684570 Iteration 21Q: 3 clusters Score -1656266 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1656296.625000 Penalty: 11024.684570 Iteration 22Q: 3 clusters Score -1656297 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1656320.875000 Penalty: 11024.684570 Iteration 23Q: 3 clusters Score -1656321 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -1656337.250000 Penalty: 11024.684570 Iteration 24Q: 3 clusters Score -1656337 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1656356.000000 Penalty: 11024.684570 Iteration 25Q: 3 clusters Score -1656356 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1656376.625000 Penalty: 11024.684570 Iteration 26Q: 3 clusters Score -1656377 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1656390.250000 Penalty: 11024.684570 Iteration 27Q: 3 clusters Score -1656390 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1656403.250000 Penalty: 11024.684570 Iteration 28Q: 3 clusters Score -1656403 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -1656420.250000 Penalty: 11024.684570 Iteration 29Q: 3 clusters Score -1656420 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1656443.000000 Penalty: 11024.684570 Iteration 30Q: 3 clusters Score -1656443 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1656466.375000 Penalty: 11024.684570 Iteration 31Q: 3 clusters Score -1656466 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1656492.375000 Penalty: 11024.684570 Iteration 32Q: 3 clusters Score -1656492 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -1656519.375000 Penalty: 11024.684570 Iteration 33Q: 3 clusters Score -1656519 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1656535.000000 Penalty: 11024.684570 Iteration 34Q: 3 clusters Score -1656535 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -1656551.000000 Penalty: 11024.684570 Iteration 35Q: 3 clusters Score -1656551 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1656556.000000 Penalty: 11024.684570 Iteration 36Q: 3 clusters Score -1656556 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -1656564.125000 Penalty: 11024.684570 Iteration 37Q: 3 clusters Score -1656564 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1656568.625000 Penalty: 11024.684570 Iteration 38Q: 3 clusters Score -1656569 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1656576.750000 Penalty: 11024.684570 Iteration 39Q: 3 clusters Score -1656577 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1656578.000000 Penalty: 11024.684570 Iteration 40F: 3 clusters Score -1656578 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1656581.625000 Penalty: 11024.684570 Iteration 41Q: 3 clusters Score -1656582 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1656585.625000 Penalty: 11024.684570 Iteration 42Q: 3 clusters Score -1656586 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -1656587.000000 Penalty: 11024.684570 Iteration 43Q: 3 clusters Score -1656587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1656587.625000 Penalty: 11024.684570 Iteration 44Q: 3 clusters Score -1656588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1656587.250000 Penalty: 11024.684570 Iteration 45Q: 3 clusters Score -1656587 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1656587.500000 Penalty: 11024.684570 Iteration 46Q: 3 clusters Score -1656588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1656589.750000 Penalty: 11024.684570 Iteration 47Q: 3 clusters Score -1656590 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1656589.625000 Penalty: 11024.684570 Iteration 48Q: 3 clusters Score -1656590 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1656592.000000 Penalty: 11024.684570 Iteration 49Q: 3 clusters Score -1656592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1656591.625000 Penalty: 11024.684570 Iteration 50Q: 3 clusters Score -1656592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1656594.000000 Penalty: 11024.684570 Iteration 51Q: 3 clusters Score -1656594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1656594.000000 Penalty: 11024.684570 Iteration 52F: 3 clusters Score -1656594 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -82741.289062 Penalty: 3728.149658 Iteration 0F: 2 clusters Score -82741.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -79635.195312 Penalty: 7456.299316 Iteration 0F: 3 clusters Score -79635.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -79808.140625 Penalty: 7456.299316 Iteration 1F: 3 clusters Score -79808.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -79837.203125 Penalty: 7456.299316 Iteration 2Q: 3 clusters Score -79837.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -79842.656250 Penalty: 7456.299316 Iteration 3Q: 3 clusters Score -79842.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -79842.656250 Penalty: 7456.299316 Iteration 4F: 3 clusters Score -79842.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (163104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163104 members Entering Unmasked Estep Score: -34504468.000000 Penalty: 7351.312500 Iteration 0F: 2 clusters Score -3.450447e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81437 members Mstep: Class 2 contains 81667 members Entering Unmasked Estep Score: -34395048.000000 Penalty: 14702.625000 Iteration 0F: 3 clusters Score -3.439505e+07 nChanged 75737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79910 members Mstep: Class 2 contains 83194 members Entering Unmasked Estep Score: -34437248.000000 Penalty: 14702.625000 Iteration 1F: 3 clusters Score -3.443725e+07 nChanged 5340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78860 members Mstep: Class 2 contains 84244 members Entering Unmasked Estep Score: -34438380.000000 Penalty: 14702.625000 Iteration 2Q: 3 clusters Score -3.443838e+07 nChanged 5193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77427 members Mstep: Class 2 contains 85677 members Entering Unmasked Estep Score: -34439560.000000 Penalty: 14702.625000 Iteration 3Q: 3 clusters Score -3.443956e+07 nChanged 5051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75436 members Mstep: Class 2 contains 87668 members Entering Unmasked Estep Score: -34440828.000000 Penalty: 14702.625000 Iteration 4Q: 3 clusters Score -3.444083e+07 nChanged 5033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72571 members Mstep: Class 2 contains 90533 members Entering Unmasked Estep Score: -34442192.000000 Penalty: 14702.625000 Iteration 5Q: 3 clusters Score -3.444219e+07 nChanged 5482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68523 members Mstep: Class 2 contains 94581 members Entering Unmasked Estep Score: -34443716.000000 Penalty: 14702.625000 Iteration 6Q: 3 clusters Score -3.444372e+07 nChanged 6604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62675 members Mstep: Class 2 contains 100429 members Entering Unmasked Estep Score: -34446372.000000 Penalty: 14702.625000 Iteration 7Q: 3 clusters Score -3.444637e+07 nChanged 8608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54491 members Mstep: Class 2 contains 108613 members Entering Unmasked Estep Score: -34451040.000000 Penalty: 14702.625000 Iteration 8F: 3 clusters Score -3.445104e+07 nChanged 11023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43638 members Mstep: Class 2 contains 119466 members Entering Unmasked Estep Score: -34458808.000000 Penalty: 14702.625000 Iteration 9F: 3 clusters Score -3.445881e+07 nChanged 12868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30838 members Mstep: Class 2 contains 132266 members Entering Unmasked Estep Score: -34469336.000000 Penalty: 14702.625000 Iteration 10F: 3 clusters Score -3.446934e+07 nChanged 12775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18069 members Mstep: Class 2 contains 145035 members Entering Unmasked Estep Score: -34481184.000000 Penalty: 14702.625000 Iteration 11F: 3 clusters Score -3.448118e+07 nChanged 9448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 154479 members Entering Unmasked Estep Score: -34490108.000000 Penalty: 14702.625000 Iteration 12F: 3 clusters Score -3.449011e+07 nChanged 5006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 159483 members Entering Unmasked Estep Score: -34494648.000000 Penalty: 14702.625000 Iteration 13Q: 3 clusters Score -3.449465e+07 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 161421 members Entering Unmasked Estep Score: -34496424.000000 Penalty: 14702.625000 Iteration 14Q: 3 clusters Score -3.449642e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 162087 members Entering Unmasked Estep Score: -34497300.000000 Penalty: 14702.625000 Iteration 15Q: 3 clusters Score -3.44973e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 162301 members Entering Unmasked Estep Score: -34497564.000000 Penalty: 14702.625000 Iteration 16Q: 3 clusters Score -3.449756e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 162382 members Entering Unmasked Estep Score: -34497708.000000 Penalty: 14702.625000 Iteration 17Q: 3 clusters Score -3.449771e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 162433 members Entering Unmasked Estep Score: -34497748.000000 Penalty: 14702.625000 Iteration 18Q: 3 clusters Score -3.449775e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 162460 members Entering Unmasked Estep Score: -34497844.000000 Penalty: 14702.625000 Iteration 19Q: 3 clusters Score -3.449784e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 162481 members Entering Unmasked Estep Score: -34497880.000000 Penalty: 14702.625000 Iteration 20F: 3 clusters Score -3.449788e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 162491 members Entering Unmasked Estep Score: -34497876.000000 Penalty: 14702.625000 Iteration 21Q: 3 clusters Score -3.449788e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 162495 members Entering Unmasked Estep Score: -34497880.000000 Penalty: 14702.625000 Iteration 22Q: 3 clusters Score -3.449788e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 162495 members Entering Unmasked Estep Score: -34497900.000000 Penalty: 14702.625000 Iteration 23Q: 3 clusters Score -3.44979e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 162498 members Entering Unmasked Estep Score: -34497896.000000 Penalty: 14702.625000 Iteration 24Q: 3 clusters Score -3.44979e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 162498 members Entering Unmasked Estep Score: -34497912.000000 Penalty: 14702.625000 Iteration 25Q: 3 clusters Score -3.449791e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 162499 members Entering Unmasked Estep Score: -34497920.000000 Penalty: 14702.625000 Iteration 26Q: 3 clusters Score -3.449792e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 162501 members Entering Unmasked Estep Score: -34497932.000000 Penalty: 14702.625000 Iteration 27Q: 3 clusters Score -3.449793e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 162502 members Entering Unmasked Estep Score: -34497944.000000 Penalty: 14702.625000 Iteration 28Q: 3 clusters Score -3.449794e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 162504 members Entering Unmasked Estep Score: -34497932.000000 Penalty: 14702.625000 Iteration 29Q: 3 clusters Score -3.449793e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 162505 members Entering Unmasked Estep Score: -34497948.000000 Penalty: 14702.625000 Iteration 30Q: 3 clusters Score -3.449795e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 162504 members Entering Unmasked Estep Score: -34497952.000000 Penalty: 14702.625000 Iteration 31Q: 3 clusters Score -3.449795e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 162504 members Entering Unmasked Estep Score: -34497948.000000 Penalty: 14702.625000 Iteration 32Q: 3 clusters Score -3.449795e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 162504 members Entering Unmasked Estep Score: -34497948.000000 Penalty: 14702.625000 Iteration 33F: 3 clusters Score -3.449795e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (46155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46155 members Entering Unmasked Estep Score: -9813072.000000 Penalty: 6578.103027 Iteration 0F: 2 clusters Score -9813072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23010 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -9779726.000000 Penalty: 13156.206055 Iteration 0F: 3 clusters Score -9779726 nChanged 20208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22742 members Mstep: Class 2 contains 23413 members Entering Unmasked Estep Score: -9790583.000000 Penalty: 13156.206055 Iteration 1F: 3 clusters Score -9790583 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22704 members Mstep: Class 2 contains 23451 members Entering Unmasked Estep Score: -9791600.000000 Penalty: 13156.206055 Iteration 2F: 3 clusters Score -9791600 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22647 members Mstep: Class 2 contains 23508 members Entering Unmasked Estep Score: -9792491.000000 Penalty: 13156.206055 Iteration 3Q: 3 clusters Score -9792491 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22548 members Mstep: Class 2 contains 23607 members Entering Unmasked Estep Score: -9793431.000000 Penalty: 13156.206055 Iteration 4Q: 3 clusters Score -9793431 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22433 members Mstep: Class 2 contains 23722 members Entering Unmasked Estep Score: -9794308.000000 Penalty: 13156.206055 Iteration 5Q: 3 clusters Score -9794308 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22357 members Mstep: Class 2 contains 23798 members Entering Unmasked Estep Score: -9795169.000000 Penalty: 13156.206055 Iteration 6Q: 3 clusters Score -9795169 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22290 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -9796133.000000 Penalty: 13156.206055 Iteration 7Q: 3 clusters Score -9796133 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22287 members Mstep: Class 2 contains 23868 members Entering Unmasked Estep Score: -9797325.000000 Penalty: 13156.206055 Iteration 8Q: 3 clusters Score -9797325 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22346 members Mstep: Class 2 contains 23809 members Entering Unmasked Estep Score: -9798756.000000 Penalty: 13156.206055 Iteration 9Q: 3 clusters Score -9798756 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22542 members Mstep: Class 2 contains 23613 members Entering Unmasked Estep Score: -9800405.000000 Penalty: 13156.206055 Iteration 10F: 3 clusters Score -9800405 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22883 members Mstep: Class 2 contains 23272 members Entering Unmasked Estep Score: -9802160.000000 Penalty: 13156.206055 Iteration 11F: 3 clusters Score -9802160 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23288 members Mstep: Class 2 contains 22867 members Entering Unmasked Estep Score: -9803692.000000 Penalty: 13156.206055 Iteration 12Q: 3 clusters Score -9803692 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23829 members Mstep: Class 2 contains 22326 members Entering Unmasked Estep Score: -9804918.000000 Penalty: 13156.206055 Iteration 13Q: 3 clusters Score -9804918 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24380 members Mstep: Class 2 contains 21775 members Entering Unmasked Estep Score: -9805656.000000 Penalty: 13156.206055 Iteration 14Q: 3 clusters Score -9805656 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24886 members Mstep: Class 2 contains 21269 members Entering Unmasked Estep Score: -9806083.000000 Penalty: 13156.206055 Iteration 15Q: 3 clusters Score -9806083 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25335 members Mstep: Class 2 contains 20820 members Entering Unmasked Estep Score: -9806398.000000 Penalty: 13156.206055 Iteration 16Q: 3 clusters Score -9806398 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25716 members Mstep: Class 2 contains 20439 members Entering Unmasked Estep Score: -9806552.000000 Penalty: 13156.206055 Iteration 17Q: 3 clusters Score -9806552 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26049 members Mstep: Class 2 contains 20106 members Entering Unmasked Estep Score: -9806702.000000 Penalty: 13156.206055 Iteration 18Q: 3 clusters Score -9806702 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26338 members Mstep: Class 2 contains 19817 members Entering Unmasked Estep Score: -9806774.000000 Penalty: 13156.206055 Iteration 19Q: 3 clusters Score -9806774 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26603 members Mstep: Class 2 contains 19552 members Entering Unmasked Estep Score: -9806820.000000 Penalty: 13156.206055 Iteration 20F: 3 clusters Score -9806820 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26823 members Mstep: Class 2 contains 19332 members Entering Unmasked Estep Score: -9806899.000000 Penalty: 13156.206055 Iteration 21Q: 3 clusters Score -9806899 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27012 members Mstep: Class 2 contains 19143 members Entering Unmasked Estep Score: -9806927.000000 Penalty: 13156.206055 Iteration 22Q: 3 clusters Score -9806927 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27190 members Mstep: Class 2 contains 18965 members Entering Unmasked Estep Score: -9806953.000000 Penalty: 13156.206055 Iteration 23Q: 3 clusters Score -9806953 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27367 members Mstep: Class 2 contains 18788 members Entering Unmasked Estep Score: -9806974.000000 Penalty: 13156.206055 Iteration 24Q: 3 clusters Score -9806974 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27503 members Mstep: Class 2 contains 18652 members Entering Unmasked Estep Score: -9806994.000000 Penalty: 13156.206055 Iteration 25Q: 3 clusters Score -9806994 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27603 members Mstep: Class 2 contains 18552 members Entering Unmasked Estep Score: -9807003.000000 Penalty: 13156.206055 Iteration 26Q: 3 clusters Score -9807003 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27685 members Mstep: Class 2 contains 18470 members Entering Unmasked Estep Score: -9807031.000000 Penalty: 13156.206055 Iteration 27Q: 3 clusters Score -9807031 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27760 members Mstep: Class 2 contains 18395 members Entering Unmasked Estep Score: -9807045.000000 Penalty: 13156.206055 Iteration 28Q: 3 clusters Score -9807045 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27846 members Mstep: Class 2 contains 18309 members Entering Unmasked Estep Score: -9807050.000000 Penalty: 13156.206055 Iteration 29Q: 3 clusters Score -9807050 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27924 members Mstep: Class 2 contains 18231 members Entering Unmasked Estep Score: -9807050.000000 Penalty: 13156.206055 Iteration 30Q: 3 clusters Score -9807050 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27984 members Mstep: Class 2 contains 18171 members Entering Unmasked Estep Score: -9807064.000000 Penalty: 13156.206055 Iteration 31Q: 3 clusters Score -9807064 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28042 members Mstep: Class 2 contains 18113 members Entering Unmasked Estep Score: -9807083.000000 Penalty: 13156.206055 Iteration 32Q: 3 clusters Score -9807083 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28100 members Mstep: Class 2 contains 18055 members Entering Unmasked Estep Score: -9807083.000000 Penalty: 13156.206055 Iteration 33Q: 3 clusters Score -9807083 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28145 members Mstep: Class 2 contains 18010 members Entering Unmasked Estep Score: -9807083.000000 Penalty: 13156.206055 Iteration 34Q: 3 clusters Score -9807083 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28182 members Mstep: Class 2 contains 17973 members Entering Unmasked Estep Score: -9807083.000000 Penalty: 13156.206055 Iteration 35Q: 3 clusters Score -9807083 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28230 members Mstep: Class 2 contains 17925 members Entering Unmasked Estep Score: -9807088.000000 Penalty: 13156.206055 Iteration 36Q: 3 clusters Score -9807088 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28275 members Mstep: Class 2 contains 17880 members Entering Unmasked Estep Score: -9807075.000000 Penalty: 13156.206055 Iteration 37Q: 3 clusters Score -9807075 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28324 members Mstep: Class 2 contains 17831 members Entering Unmasked Estep Score: -9807089.000000 Penalty: 13156.206055 Iteration 38Q: 3 clusters Score -9807089 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28363 members Mstep: Class 2 contains 17792 members Entering Unmasked Estep Score: -9807112.000000 Penalty: 13156.206055 Iteration 39Q: 3 clusters Score -9807112 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28401 members Mstep: Class 2 contains 17754 members Entering Unmasked Estep Score: -9807110.000000 Penalty: 13156.206055 Iteration 40F: 3 clusters Score -9807110 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28440 members Mstep: Class 2 contains 17715 members Entering Unmasked Estep Score: -9807129.000000 Penalty: 13156.206055 Iteration 41Q: 3 clusters Score -9807129 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28462 members Mstep: Class 2 contains 17693 members Entering Unmasked Estep Score: -9807123.000000 Penalty: 13156.206055 Iteration 42Q: 3 clusters Score -9807123 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28485 members Mstep: Class 2 contains 17670 members Entering Unmasked Estep Score: -9807118.000000 Penalty: 13156.206055 Iteration 43Q: 3 clusters Score -9807118 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28512 members Mstep: Class 2 contains 17643 members Entering Unmasked Estep Score: -9807116.000000 Penalty: 13156.206055 Iteration 44Q: 3 clusters Score -9807116 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28529 members Mstep: Class 2 contains 17626 members Entering Unmasked Estep Score: -9807107.000000 Penalty: 13156.206055 Iteration 45Q: 3 clusters Score -9807107 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28545 members Mstep: Class 2 contains 17610 members Entering Unmasked Estep Score: -9807124.000000 Penalty: 13156.206055 Iteration 46Q: 3 clusters Score -9807124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28553 members Mstep: Class 2 contains 17602 members Entering Unmasked Estep Score: -9807111.000000 Penalty: 13156.206055 Iteration 47Q: 3 clusters Score -9807111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28561 members Mstep: Class 2 contains 17594 members Entering Unmasked Estep Score: -9807114.000000 Penalty: 13156.206055 Iteration 48Q: 3 clusters Score -9807114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28568 members Mstep: Class 2 contains 17587 members Entering Unmasked Estep Score: -9807120.000000 Penalty: 13156.206055 Iteration 49Q: 3 clusters Score -9807120 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28577 members Mstep: Class 2 contains 17578 members Entering Unmasked Estep Score: -9807123.000000 Penalty: 13156.206055 Iteration 50Q: 3 clusters Score -9807123 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28586 members Mstep: Class 2 contains 17569 members Entering Unmasked Estep Score: -9807119.000000 Penalty: 13156.206055 Iteration 51Q: 3 clusters Score -9807119 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28596 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -9807114.000000 Penalty: 13156.206055 Iteration 52Q: 3 clusters Score -9807114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28605 members Mstep: Class 2 contains 17550 members Entering Unmasked Estep Score: -9807114.000000 Penalty: 13156.206055 Iteration 53Q: 3 clusters Score -9807114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28613 members Mstep: Class 2 contains 17542 members Entering Unmasked Estep Score: -9807102.000000 Penalty: 13156.206055 Iteration 54Q: 3 clusters Score -9807102 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28616 members Mstep: Class 2 contains 17539 members Entering Unmasked Estep Score: -9807100.000000 Penalty: 13156.206055 Iteration 55Q: 3 clusters Score -9807100 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28618 members Mstep: Class 2 contains 17537 members Entering Unmasked Estep Score: -9807096.000000 Penalty: 13156.206055 Iteration 56Q: 3 clusters Score -9807096 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28622 members Mstep: Class 2 contains 17533 members Entering Unmasked Estep Score: -9807098.000000 Penalty: 13156.206055 Iteration 57Q: 3 clusters Score -9807098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28622 members Mstep: Class 2 contains 17533 members Entering Unmasked Estep Score: -9807098.000000 Penalty: 13156.206055 Iteration 58F: 3 clusters Score -9807098 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (41555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41555 members Entering Unmasked Estep Score: -8856499.000000 Penalty: 6513.798828 Iteration 0F: 2 clusters Score -8856499 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20675 members Mstep: Class 2 contains 20880 members Entering Unmasked Estep Score: -8826102.000000 Penalty: 13027.597656 Iteration 0F: 3 clusters Score -8826102 nChanged 18163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20220 members Mstep: Class 2 contains 21335 members Entering Unmasked Estep Score: -8835802.000000 Penalty: 13027.597656 Iteration 1F: 3 clusters Score -8835802 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19941 members Mstep: Class 2 contains 21614 members Entering Unmasked Estep Score: -8836556.000000 Penalty: 13027.597656 Iteration 2F: 3 clusters Score -8836556 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19582 members Mstep: Class 2 contains 21973 members Entering Unmasked Estep Score: -8837191.000000 Penalty: 13027.597656 Iteration 3Q: 3 clusters Score -8837191 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 22474 members Entering Unmasked Estep Score: -8837603.000000 Penalty: 13027.597656 Iteration 4Q: 3 clusters Score -8837603 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 23151 members Entering Unmasked Estep Score: -8838110.000000 Penalty: 13027.597656 Iteration 5Q: 3 clusters Score -8838110 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17574 members Mstep: Class 2 contains 23981 members Entering Unmasked Estep Score: -8838544.000000 Penalty: 13027.597656 Iteration 6Q: 3 clusters Score -8838544 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16477 members Mstep: Class 2 contains 25078 members Entering Unmasked Estep Score: -8839070.000000 Penalty: 13027.597656 Iteration 7Q: 3 clusters Score -8839070 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15084 members Mstep: Class 2 contains 26471 members Entering Unmasked Estep Score: -8839843.000000 Penalty: 13027.597656 Iteration 8Q: 3 clusters Score -8839843 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 28144 members Entering Unmasked Estep Score: -8840871.000000 Penalty: 13027.597656 Iteration 9Q: 3 clusters Score -8840871 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 30142 members Entering Unmasked Estep Score: -8842230.000000 Penalty: 13027.597656 Iteration 10F: 3 clusters Score -8842230 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 32340 members Entering Unmasked Estep Score: -8843845.000000 Penalty: 13027.597656 Iteration 11F: 3 clusters Score -8843845 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 34448 members Entering Unmasked Estep Score: -8845473.000000 Penalty: 13027.597656 Iteration 12F: 3 clusters Score -8845473 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 36315 members Entering Unmasked Estep Score: -8846957.000000 Penalty: 13027.597656 Iteration 13Q: 3 clusters Score -8846957 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 37783 members Entering Unmasked Estep Score: -8848130.000000 Penalty: 13027.597656 Iteration 14Q: 3 clusters Score -8848130 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 38816 members Entering Unmasked Estep Score: -8848939.000000 Penalty: 13027.597656 Iteration 15Q: 3 clusters Score -8848939 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 39524 members Entering Unmasked Estep Score: -8849501.000000 Penalty: 13027.597656 Iteration 16Q: 3 clusters Score -8849501 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 39989 members Entering Unmasked Estep Score: -8849892.000000 Penalty: 13027.597656 Iteration 17Q: 3 clusters Score -8849892 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 40263 members Entering Unmasked Estep Score: -8850174.000000 Penalty: 13027.597656 Iteration 18Q: 3 clusters Score -8850174 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 40426 members Entering Unmasked Estep Score: -8850363.000000 Penalty: 13027.597656 Iteration 19Q: 3 clusters Score -8850363 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 40527 members Entering Unmasked Estep Score: -8850454.000000 Penalty: 13027.597656 Iteration 20F: 3 clusters Score -8850454 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 40589 members Entering Unmasked Estep Score: -8850502.000000 Penalty: 13027.597656 Iteration 21Q: 3 clusters Score -8850502 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 40627 members Entering Unmasked Estep Score: -8850535.000000 Penalty: 13027.597656 Iteration 22Q: 3 clusters Score -8850535 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 40649 members Entering Unmasked Estep Score: -8850586.000000 Penalty: 13027.597656 Iteration 23Q: 3 clusters Score -8850586 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 40668 members Entering Unmasked Estep Score: -8850585.000000 Penalty: 13027.597656 Iteration 24Q: 3 clusters Score -8850585 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 40679 members Entering Unmasked Estep Score: -8850608.000000 Penalty: 13027.597656 Iteration 25Q: 3 clusters Score -8850608 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 40691 members Entering Unmasked Estep Score: -8850620.000000 Penalty: 13027.597656 Iteration 26Q: 3 clusters Score -8850620 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 40703 members Entering Unmasked Estep Score: -8850632.000000 Penalty: 13027.597656 Iteration 27Q: 3 clusters Score -8850632 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 40710 members Entering Unmasked Estep Score: -8850642.000000 Penalty: 13027.597656 Iteration 28Q: 3 clusters Score -8850642 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 40715 members Entering Unmasked Estep Score: -8850653.000000 Penalty: 13027.597656 Iteration 29Q: 3 clusters Score -8850653 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 40722 members Entering Unmasked Estep Score: -8850644.000000 Penalty: 13027.597656 Iteration 30Q: 3 clusters Score -8850644 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 40729 members Entering Unmasked Estep Score: -8850656.000000 Penalty: 13027.597656 Iteration 31Q: 3 clusters Score -8850656 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 40735 members Entering Unmasked Estep Score: -8850670.000000 Penalty: 13027.597656 Iteration 32Q: 3 clusters Score -8850670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 40739 members Entering Unmasked Estep Score: -8850671.000000 Penalty: 13027.597656 Iteration 33Q: 3 clusters Score -8850671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 40743 members Entering Unmasked Estep Score: -8850681.000000 Penalty: 13027.597656 Iteration 34Q: 3 clusters Score -8850681 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 40745 members Entering Unmasked Estep Score: -8850682.000000 Penalty: 13027.597656 Iteration 35Q: 3 clusters Score -8850682 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 40746 members Entering Unmasked Estep Score: -8850686.000000 Penalty: 13027.597656 Iteration 36Q: 3 clusters Score -8850686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 40749 members Entering Unmasked Estep Score: -8850680.000000 Penalty: 13027.597656 Iteration 37Q: 3 clusters Score -8850680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 40751 members Entering Unmasked Estep Score: -8850683.000000 Penalty: 13027.597656 Iteration 38Q: 3 clusters Score -8850683 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 40758 members Entering Unmasked Estep Score: -8850692.000000 Penalty: 13027.597656 Iteration 39Q: 3 clusters Score -8850692 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 40763 members Entering Unmasked Estep Score: -8850701.000000 Penalty: 13027.597656 Iteration 40F: 3 clusters Score -8850701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 40765 members Entering Unmasked Estep Score: -8850703.000000 Penalty: 13027.597656 Iteration 41Q: 3 clusters Score -8850703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 40765 members Entering Unmasked Estep Score: -8850710.000000 Penalty: 13027.597656 Iteration 42Q: 3 clusters Score -8850710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 40765 members Entering Unmasked Estep Score: -8850710.000000 Penalty: 13027.597656 Iteration 43Q: 3 clusters Score -8850710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 40766 members Entering Unmasked Estep Score: -8850703.000000 Penalty: 13027.597656 Iteration 44Q: 3 clusters Score -8850703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 40768 members Entering Unmasked Estep Score: -8850708.000000 Penalty: 13027.597656 Iteration 45Q: 3 clusters Score -8850708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 40769 members Entering Unmasked Estep Score: -8850705.000000 Penalty: 13027.597656 Iteration 46Q: 3 clusters Score -8850705 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 40769 members Entering Unmasked Estep Score: -8850705.000000 Penalty: 13027.597656 Iteration 47F: 3 clusters Score -8850705 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Entering Unmasked Estep Score: -269985.281250 Penalty: 4410.717285 Iteration 0F: 2 clusters Score -269985.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -265646.343750 Penalty: 8821.434570 Iteration 0F: 3 clusters Score -265646.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -266204.562500 Penalty: 8821.434570 Iteration 1F: 3 clusters Score -266204.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -266320.312500 Penalty: 8821.434570 Iteration 2Q: 3 clusters Score -266320.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -266374.406250 Penalty: 8821.434570 Iteration 3Q: 3 clusters Score -266374.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -266436.531250 Penalty: 8821.434570 Iteration 4Q: 3 clusters Score -266436.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -266512.531250 Penalty: 8821.434570 Iteration 5Q: 3 clusters Score -266512.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -266554.656250 Penalty: 8821.434570 Iteration 6Q: 3 clusters Score -266554.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -266571.718750 Penalty: 8821.434570 Iteration 7Q: 3 clusters Score -266571.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -266599.781250 Penalty: 8821.434570 Iteration 8Q: 3 clusters Score -266599.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -266626.093750 Penalty: 8821.434570 Iteration 9Q: 3 clusters Score -266626.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -266646.312500 Penalty: 8821.434570 Iteration 10Q: 3 clusters Score -266646.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -266675.593750 Penalty: 8821.434570 Iteration 11Q: 3 clusters Score -266675.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -266725.312500 Penalty: 8821.434570 Iteration 12Q: 3 clusters Score -266725.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -266776.187500 Penalty: 8821.434570 Iteration 13Q: 3 clusters Score -266776.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -266825.750000 Penalty: 8821.434570 Iteration 14Q: 3 clusters Score -266825.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -266865.281250 Penalty: 8821.434570 Iteration 15Q: 3 clusters Score -266865.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -266890.218750 Penalty: 8821.434570 Iteration 16Q: 3 clusters Score -266890.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -266904.343750 Penalty: 8821.434570 Iteration 17Q: 3 clusters Score -266904.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -266919.781250 Penalty: 8821.434570 Iteration 18Q: 3 clusters Score -266919.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -266941.843750 Penalty: 8821.434570 Iteration 19Q: 3 clusters Score -266941.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -266966.187500 Penalty: 8821.434570 Iteration 20F: 3 clusters Score -266966.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -266983.406250 Penalty: 8821.434570 Iteration 21Q: 3 clusters Score -266983.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -267003.468750 Penalty: 8821.434570 Iteration 22Q: 3 clusters Score -267003.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -267016.812500 Penalty: 8821.434570 Iteration 23Q: 3 clusters Score -267016.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -267029.625000 Penalty: 8821.434570 Iteration 24Q: 3 clusters Score -267029.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -267042.843750 Penalty: 8821.434570 Iteration 25Q: 3 clusters Score -267042.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -267051.468750 Penalty: 8821.434570 Iteration 26Q: 3 clusters Score -267051.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -267057.781250 Penalty: 8821.434570 Iteration 27Q: 3 clusters Score -267057.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -267057.781250 Penalty: 8821.434570 Iteration 28F: 3 clusters Score -267057.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -149512.453125 Penalty: 4077.244873 Iteration 0F: 2 clusters Score -149512.5 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 387 members Entering Unmasked Estep Score: -145928.343750 Penalty: 8154.489746 Iteration 0F: 3 clusters Score -145928.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -146267.843750 Penalty: 8154.489746 Iteration 1F: 3 clusters Score -146267.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -146373.031250 Penalty: 8154.489746 Iteration 2Q: 3 clusters Score -146373 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -146406.812500 Penalty: 8154.489746 Iteration 3Q: 3 clusters Score -146406.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -146424.812500 Penalty: 8154.489746 Iteration 4Q: 3 clusters Score -146424.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -146436.265625 Penalty: 8154.489746 Iteration 5Q: 3 clusters Score -146436.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -146464.203125 Penalty: 8154.489746 Iteration 6Q: 3 clusters Score -146464.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -146474.234375 Penalty: 8154.489746 Iteration 7Q: 3 clusters Score -146474.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -146510.765625 Penalty: 8154.489746 Iteration 8Q: 3 clusters Score -146510.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -146524.234375 Penalty: 8154.489746 Iteration 9Q: 3 clusters Score -146524.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -146527.453125 Penalty: 8154.489746 Iteration 10Q: 3 clusters Score -146527.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -146527.453125 Penalty: 8154.489746 Iteration 11F: 3 clusters Score -146527.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (54434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54434 members Entering Unmasked Estep Score: -11556829.000000 Penalty: 6679.155762 Iteration 0F: 2 clusters Score -1.155683e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27544 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -11518367.000000 Penalty: 13358.311523 Iteration 0F: 3 clusters Score -1.151837e+07 nChanged 24071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29321 members Mstep: Class 2 contains 25113 members Entering Unmasked Estep Score: -11531239.000000 Penalty: 13358.311523 Iteration 1F: 3 clusters Score -1.153124e+07 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30415 members Mstep: Class 2 contains 24019 members Entering Unmasked Estep Score: -11532218.000000 Penalty: 13358.311523 Iteration 2F: 3 clusters Score -1.153222e+07 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31855 members Mstep: Class 2 contains 22579 members Entering Unmasked Estep Score: -11533131.000000 Penalty: 13358.311523 Iteration 3Q: 3 clusters Score -1.153313e+07 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33781 members Mstep: Class 2 contains 20653 members Entering Unmasked Estep Score: -11534154.000000 Penalty: 13358.311523 Iteration 4Q: 3 clusters Score -1.153415e+07 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36259 members Mstep: Class 2 contains 18175 members Entering Unmasked Estep Score: -11535625.000000 Penalty: 13358.311523 Iteration 5Q: 3 clusters Score -1.153562e+07 nChanged 3260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39409 members Mstep: Class 2 contains 15025 members Entering Unmasked Estep Score: -11537753.000000 Penalty: 13358.311523 Iteration 6F: 3 clusters Score -1.153775e+07 nChanged 3708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43069 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -11540656.000000 Penalty: 13358.311523 Iteration 7F: 3 clusters Score -1.154066e+07 nChanged 3793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46832 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -11544010.000000 Penalty: 13358.311523 Iteration 8F: 3 clusters Score -1.154401e+07 nChanged 3165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49973 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -11546981.000000 Penalty: 13358.311523 Iteration 9F: 3 clusters Score -1.154698e+07 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51977 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -11548888.000000 Penalty: 13358.311523 Iteration 10Q: 3 clusters Score -1.154889e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52951 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -11549830.000000 Penalty: 13358.311523 Iteration 11Q: 3 clusters Score -1.154983e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53425 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -11550338.000000 Penalty: 13358.311523 Iteration 12Q: 3 clusters Score -1.155034e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53606 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -11550534.000000 Penalty: 13358.311523 Iteration 13Q: 3 clusters Score -1.155053e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53698 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -11550678.000000 Penalty: 13358.311523 Iteration 14Q: 3 clusters Score -1.155068e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53746 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -11550751.000000 Penalty: 13358.311523 Iteration 15Q: 3 clusters Score -1.155075e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53771 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -11550759.000000 Penalty: 13358.311523 Iteration 16Q: 3 clusters Score -1.155076e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53792 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -11550803.000000 Penalty: 13358.311523 Iteration 17Q: 3 clusters Score -1.15508e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53804 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -11550829.000000 Penalty: 13358.311523 Iteration 18Q: 3 clusters Score -1.155083e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53812 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -11550831.000000 Penalty: 13358.311523 Iteration 19Q: 3 clusters Score -1.155083e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53819 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -11550856.000000 Penalty: 13358.311523 Iteration 20F: 3 clusters Score -1.155086e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53826 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -11550879.000000 Penalty: 13358.311523 Iteration 21Q: 3 clusters Score -1.155088e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53830 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -11550887.000000 Penalty: 13358.311523 Iteration 22Q: 3 clusters Score -1.155089e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53837 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -11550897.000000 Penalty: 13358.311523 Iteration 23Q: 3 clusters Score -1.15509e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53842 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -11550913.000000 Penalty: 13358.311523 Iteration 24Q: 3 clusters Score -1.155091e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53843 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -11550921.000000 Penalty: 13358.311523 Iteration 25Q: 3 clusters Score -1.155092e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53843 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -11550921.000000 Penalty: 13358.311523 Iteration 26F: 3 clusters Score -1.155092e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Entering Unmasked Estep Score: -1137884.375000 Penalty: 5280.922363 Iteration 0F: 2 clusters Score -1137884 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1130463.750000 Penalty: 10561.844727 Iteration 0F: 3 clusters Score -1130464 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1131716.375000 Penalty: 10561.844727 Iteration 1F: 3 clusters Score -1131716 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -1132033.875000 Penalty: 10561.844727 Iteration 2F: 3 clusters Score -1132034 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -1132208.250000 Penalty: 10561.844727 Iteration 3Q: 3 clusters Score -1132208 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -1132324.750000 Penalty: 10561.844727 Iteration 4Q: 3 clusters Score -1132325 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1132400.750000 Penalty: 10561.844727 Iteration 5Q: 3 clusters Score -1132401 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1132446.750000 Penalty: 10561.844727 Iteration 6Q: 3 clusters Score -1132447 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1132478.500000 Penalty: 10561.844727 Iteration 7Q: 3 clusters Score -1132478 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1132497.500000 Penalty: 10561.844727 Iteration 8Q: 3 clusters Score -1132498 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1132515.250000 Penalty: 10561.844727 Iteration 9Q: 3 clusters Score -1132515 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1132526.375000 Penalty: 10561.844727 Iteration 10Q: 3 clusters Score -1132526 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1132533.375000 Penalty: 10561.844727 Iteration 11Q: 3 clusters Score -1132533 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1132538.500000 Penalty: 10561.844727 Iteration 12Q: 3 clusters Score -1132538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1132543.250000 Penalty: 10561.844727 Iteration 13Q: 3 clusters Score -1132543 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1132547.375000 Penalty: 10561.844727 Iteration 14Q: 3 clusters Score -1132547 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1132548.875000 Penalty: 10561.844727 Iteration 15Q: 3 clusters Score -1132549 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -1132549.750000 Penalty: 10561.844727 Iteration 16Q: 3 clusters Score -1132550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1132553.000000 Penalty: 10561.844727 Iteration 17Q: 3 clusters Score -1132553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1132553.625000 Penalty: 10561.844727 Iteration 18Q: 3 clusters Score -1132554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1132555.125000 Penalty: 10561.844727 Iteration 19Q: 3 clusters Score -1132555 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1132555.125000 Penalty: 10561.844727 Iteration 20F: 3 clusters Score -1132555 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Entering Unmasked Estep Score: -2541379.750000 Penalty: 5742.866699 Iteration 0F: 2 clusters Score -2541380 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -2530003.750000 Penalty: 11485.733398 Iteration 0F: 3 clusters Score -2530004 nChanged 4444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -2532433.750000 Penalty: 11485.733398 Iteration 1F: 3 clusters Score -2532434 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -2532895.250000 Penalty: 11485.733398 Iteration 2F: 3 clusters Score -2532895 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -2533182.750000 Penalty: 11485.733398 Iteration 3Q: 3 clusters Score -2533183 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -2533371.000000 Penalty: 11485.733398 Iteration 4Q: 3 clusters Score -2533371 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -2533509.500000 Penalty: 11485.733398 Iteration 5Q: 3 clusters Score -2533510 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -2533615.000000 Penalty: 11485.733398 Iteration 6Q: 3 clusters Score -2533615 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -2533705.000000 Penalty: 11485.733398 Iteration 7Q: 3 clusters Score -2533705 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -2533770.000000 Penalty: 11485.733398 Iteration 8Q: 3 clusters Score -2533770 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -2533840.500000 Penalty: 11485.733398 Iteration 9Q: 3 clusters Score -2533840 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -2533897.000000 Penalty: 11485.733398 Iteration 10Q: 3 clusters Score -2533897 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -2533959.250000 Penalty: 11485.733398 Iteration 11Q: 3 clusters Score -2533959 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -2534012.500000 Penalty: 11485.733398 Iteration 12Q: 3 clusters Score -2534012 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -2534058.500000 Penalty: 11485.733398 Iteration 13Q: 3 clusters Score -2534058 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -2534105.750000 Penalty: 11485.733398 Iteration 14Q: 3 clusters Score -2534106 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -2534151.750000 Penalty: 11485.733398 Iteration 15Q: 3 clusters Score -2534152 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -2534208.000000 Penalty: 11485.733398 Iteration 16Q: 3 clusters Score -2534208 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -2534264.000000 Penalty: 11485.733398 Iteration 17Q: 3 clusters Score -2534264 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -2534329.750000 Penalty: 11485.733398 Iteration 18Q: 3 clusters Score -2534330 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -2534389.750000 Penalty: 11485.733398 Iteration 19Q: 3 clusters Score -2534390 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -2534451.000000 Penalty: 11485.733398 Iteration 20F: 3 clusters Score -2534451 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -2534522.500000 Penalty: 11485.733398 Iteration 21Q: 3 clusters Score -2534522 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -2534595.250000 Penalty: 11485.733398 Iteration 22Q: 3 clusters Score -2534595 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -2534670.250000 Penalty: 11485.733398 Iteration 23Q: 3 clusters Score -2534670 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -2534743.250000 Penalty: 11485.733398 Iteration 24Q: 3 clusters Score -2534743 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -2534846.500000 Penalty: 11485.733398 Iteration 25Q: 3 clusters Score -2534846 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -2534939.500000 Penalty: 11485.733398 Iteration 26Q: 3 clusters Score -2534940 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -2535029.250000 Penalty: 11485.733398 Iteration 27Q: 3 clusters Score -2535029 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -2535118.500000 Penalty: 11485.733398 Iteration 28Q: 3 clusters Score -2535118 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 9133 members Entering Unmasked Estep Score: -2535210.500000 Penalty: 11485.733398 Iteration 29Q: 3 clusters Score -2535210 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -2535312.250000 Penalty: 11485.733398 Iteration 30Q: 3 clusters Score -2535312 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -2535404.500000 Penalty: 11485.733398 Iteration 31Q: 3 clusters Score -2535404 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -2535495.750000 Penalty: 11485.733398 Iteration 32Q: 3 clusters Score -2535496 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 9706 members Entering Unmasked Estep Score: -2535579.250000 Penalty: 11485.733398 Iteration 33Q: 3 clusters Score -2535579 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -2535656.750000 Penalty: 11485.733398 Iteration 34Q: 3 clusters Score -2535657 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -2535723.250000 Penalty: 11485.733398 Iteration 35Q: 3 clusters Score -2535723 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 10020 members Entering Unmasked Estep Score: -2535791.750000 Penalty: 11485.733398 Iteration 36Q: 3 clusters Score -2535792 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -2535863.500000 Penalty: 11485.733398 Iteration 37Q: 3 clusters Score -2535864 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 10182 members Entering Unmasked Estep Score: -2535918.500000 Penalty: 11485.733398 Iteration 38Q: 3 clusters Score -2535918 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -2535981.500000 Penalty: 11485.733398 Iteration 39Q: 3 clusters Score -2535982 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -2536024.250000 Penalty: 11485.733398 Iteration 40F: 3 clusters Score -2536024 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -2536075.750000 Penalty: 11485.733398 Iteration 41Q: 3 clusters Score -2536076 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -2536121.500000 Penalty: 11485.733398 Iteration 42Q: 3 clusters Score -2536122 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -2536141.500000 Penalty: 11485.733398 Iteration 43Q: 3 clusters Score -2536142 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -2536160.750000 Penalty: 11485.733398 Iteration 44Q: 3 clusters Score -2536161 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -2536180.750000 Penalty: 11485.733398 Iteration 45Q: 3 clusters Score -2536181 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -2536189.750000 Penalty: 11485.733398 Iteration 46Q: 3 clusters Score -2536190 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 10526 members Entering Unmasked Estep Score: -2536198.000000 Penalty: 11485.733398 Iteration 47Q: 3 clusters Score -2536198 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -2536205.250000 Penalty: 11485.733398 Iteration 48Q: 3 clusters Score -2536205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -2536204.500000 Penalty: 11485.733398 Iteration 49Q: 3 clusters Score -2536204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -2536215.250000 Penalty: 11485.733398 Iteration 50Q: 3 clusters Score -2536215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -2536217.250000 Penalty: 11485.733398 Iteration 51Q: 3 clusters Score -2536217 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 10554 members Entering Unmasked Estep Score: -2536217.750000 Penalty: 11485.733398 Iteration 52Q: 3 clusters Score -2536218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 10560 members Entering Unmasked Estep Score: -2536220.000000 Penalty: 11485.733398 Iteration 53Q: 3 clusters Score -2536220 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -2536226.500000 Penalty: 11485.733398 Iteration 54Q: 3 clusters Score -2536226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 10568 members Entering Unmasked Estep Score: -2536226.000000 Penalty: 11485.733398 Iteration 55Q: 3 clusters Score -2536226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -2536226.750000 Penalty: 11485.733398 Iteration 56Q: 3 clusters Score -2536227 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 10579 members Entering Unmasked Estep Score: -2536236.500000 Penalty: 11485.733398 Iteration 57Q: 3 clusters Score -2536236 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -2536237.750000 Penalty: 11485.733398 Iteration 58Q: 3 clusters Score -2536238 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -2536242.500000 Penalty: 11485.733398 Iteration 59Q: 3 clusters Score -2536242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 10594 members Entering Unmasked Estep Score: -2536238.000000 Penalty: 11485.733398 Iteration 60F: 3 clusters Score -2536238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -2536240.500000 Penalty: 11485.733398 Iteration 61Q: 3 clusters Score -2536240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -2536240.500000 Penalty: 11485.733398 Iteration 62Q: 3 clusters Score -2536240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -2536240.500000 Penalty: 11485.733398 Iteration 63F: 3 clusters Score -2536240 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (32907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32907 members Entering Unmasked Estep Score: -6992961.500000 Penalty: 6370.882324 Iteration 0F: 2 clusters Score -6992962 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16572 members Mstep: Class 2 contains 16335 members Entering Unmasked Estep Score: -6968266.500000 Penalty: 12741.764648 Iteration 0F: 3 clusters Score -6968266 nChanged 13994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 15931 members Entering Unmasked Estep Score: -6975635.000000 Penalty: 12741.764648 Iteration 1F: 3 clusters Score -6975635 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17196 members Mstep: Class 2 contains 15711 members Entering Unmasked Estep Score: -6976348.500000 Penalty: 12741.764648 Iteration 2F: 3 clusters Score -6976348 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17481 members Mstep: Class 2 contains 15426 members Entering Unmasked Estep Score: -6976875.000000 Penalty: 12741.764648 Iteration 3Q: 3 clusters Score -6976875 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17861 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -6977307.000000 Penalty: 12741.764648 Iteration 4Q: 3 clusters Score -6977307 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18235 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -6977678.500000 Penalty: 12741.764648 Iteration 5Q: 3 clusters Score -6977678 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18679 members Mstep: Class 2 contains 14228 members Entering Unmasked Estep Score: -6978006.000000 Penalty: 12741.764648 Iteration 6Q: 3 clusters Score -6978006 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19261 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -6978333.000000 Penalty: 12741.764648 Iteration 7Q: 3 clusters Score -6978333 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20011 members Mstep: Class 2 contains 12896 members Entering Unmasked Estep Score: -6978785.000000 Penalty: 12741.764648 Iteration 8Q: 3 clusters Score -6978785 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20940 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -6979312.000000 Penalty: 12741.764648 Iteration 9Q: 3 clusters Score -6979312 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22004 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -6979970.000000 Penalty: 12741.764648 Iteration 10Q: 3 clusters Score -6979970 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23239 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -6980732.500000 Penalty: 12741.764648 Iteration 11Q: 3 clusters Score -6980732 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24624 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -6981661.500000 Penalty: 12741.764648 Iteration 12Q: 3 clusters Score -6981662 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26036 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -6982733.500000 Penalty: 12741.764648 Iteration 13Q: 3 clusters Score -6982734 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27422 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -6983787.000000 Penalty: 12741.764648 Iteration 14Q: 3 clusters Score -6983787 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28602 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -6984709.500000 Penalty: 12741.764648 Iteration 15Q: 3 clusters Score -6984710 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29519 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -6985480.500000 Penalty: 12741.764648 Iteration 16Q: 3 clusters Score -6985480 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30185 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -6986034.000000 Penalty: 12741.764648 Iteration 17Q: 3 clusters Score -6986034 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30655 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -6986407.000000 Penalty: 12741.764648 Iteration 18Q: 3 clusters Score -6986407 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30971 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -6986717.000000 Penalty: 12741.764648 Iteration 19Q: 3 clusters Score -6986717 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31153 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -6986911.000000 Penalty: 12741.764648 Iteration 20F: 3 clusters Score -6986911 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31276 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -6987064.000000 Penalty: 12741.764648 Iteration 21Q: 3 clusters Score -6987064 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31372 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -6987167.500000 Penalty: 12741.764648 Iteration 22Q: 3 clusters Score -6987168 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31439 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -6987232.000000 Penalty: 12741.764648 Iteration 23Q: 3 clusters Score -6987232 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31495 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -6987319.000000 Penalty: 12741.764648 Iteration 24Q: 3 clusters Score -6987319 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31534 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -6987390.500000 Penalty: 12741.764648 Iteration 25Q: 3 clusters Score -6987390 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31578 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -6987434.000000 Penalty: 12741.764648 Iteration 26Q: 3 clusters Score -6987434 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31623 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -6987498.000000 Penalty: 12741.764648 Iteration 27Q: 3 clusters Score -6987498 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31651 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -6987558.000000 Penalty: 12741.764648 Iteration 28Q: 3 clusters Score -6987558 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31682 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -6987594.000000 Penalty: 12741.764648 Iteration 29Q: 3 clusters Score -6987594 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31704 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -6987629.000000 Penalty: 12741.764648 Iteration 30Q: 3 clusters Score -6987629 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31721 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -6987648.000000 Penalty: 12741.764648 Iteration 31Q: 3 clusters Score -6987648 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31735 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -6987669.000000 Penalty: 12741.764648 Iteration 32Q: 3 clusters Score -6987669 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31742 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -6987692.000000 Penalty: 12741.764648 Iteration 33Q: 3 clusters Score -6987692 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31738 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -6987694.000000 Penalty: 12741.764648 Iteration 34Q: 3 clusters Score -6987694 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31740 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -6987697.500000 Penalty: 12741.764648 Iteration 35Q: 3 clusters Score -6987698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31740 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -6987701.000000 Penalty: 12741.764648 Iteration 36Q: 3 clusters Score -6987701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31742 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -6987706.000000 Penalty: 12741.764648 Iteration 37Q: 3 clusters Score -6987706 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31742 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -6987710.500000 Penalty: 12741.764648 Iteration 38Q: 3 clusters Score -6987710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31745 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -6987713.000000 Penalty: 12741.764648 Iteration 39Q: 3 clusters Score -6987713 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31745 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -6987713.000000 Penalty: 12741.764648 Iteration 40F: 3 clusters Score -6987713 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (29782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29782 members Entering Unmasked Estep Score: -6221592.500000 Penalty: 6309.766602 Iteration 0F: 2 clusters Score -6221592 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14865 members Mstep: Class 2 contains 14917 members Entering Unmasked Estep Score: -6198855.000000 Penalty: 12619.533203 Iteration 0F: 3 clusters Score -6198855 nChanged 12576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14595 members Mstep: Class 2 contains 15187 members Entering Unmasked Estep Score: -6205457.500000 Penalty: 12619.533203 Iteration 1F: 3 clusters Score -6205458 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -6206271.500000 Penalty: 12619.533203 Iteration 2F: 3 clusters Score -6206272 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14111 members Mstep: Class 2 contains 15671 members Entering Unmasked Estep Score: -6206958.500000 Penalty: 12619.533203 Iteration 3F: 3 clusters Score -6206958 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13785 members Mstep: Class 2 contains 15997 members Entering Unmasked Estep Score: -6207661.500000 Penalty: 12619.533203 Iteration 4Q: 3 clusters Score -6207662 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13347 members Mstep: Class 2 contains 16435 members Entering Unmasked Estep Score: -6208470.500000 Penalty: 12619.533203 Iteration 5Q: 3 clusters Score -6208470 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12825 members Mstep: Class 2 contains 16957 members Entering Unmasked Estep Score: -6209343.500000 Penalty: 12619.533203 Iteration 6Q: 3 clusters Score -6209344 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Mstep: Class 2 contains 17698 members Entering Unmasked Estep Score: -6210228.000000 Penalty: 12619.533203 Iteration 7F: 3 clusters Score -6210228 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -6211142.000000 Penalty: 12619.533203 Iteration 8F: 3 clusters Score -6211142 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 19522 members Entering Unmasked Estep Score: -6211970.500000 Penalty: 12619.533203 Iteration 9Q: 3 clusters Score -6211970 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 20471 members Entering Unmasked Estep Score: -6212702.500000 Penalty: 12619.533203 Iteration 10Q: 3 clusters Score -6212702 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -6213329.500000 Penalty: 12619.533203 Iteration 11Q: 3 clusters Score -6213330 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 22133 members Entering Unmasked Estep Score: -6213786.000000 Penalty: 12619.533203 Iteration 12Q: 3 clusters Score -6213786 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 22830 members Entering Unmasked Estep Score: -6214171.500000 Penalty: 12619.533203 Iteration 13Q: 3 clusters Score -6214172 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 23448 members Entering Unmasked Estep Score: -6214476.000000 Penalty: 12619.533203 Iteration 14Q: 3 clusters Score -6214476 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 23973 members Entering Unmasked Estep Score: -6214730.500000 Penalty: 12619.533203 Iteration 15Q: 3 clusters Score -6214730 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 24450 members Entering Unmasked Estep Score: -6214953.000000 Penalty: 12619.533203 Iteration 16Q: 3 clusters Score -6214953 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 24865 members Entering Unmasked Estep Score: -6215167.000000 Penalty: 12619.533203 Iteration 17Q: 3 clusters Score -6215167 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 25280 members Entering Unmasked Estep Score: -6215368.000000 Penalty: 12619.533203 Iteration 18Q: 3 clusters Score -6215368 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 25618 members Entering Unmasked Estep Score: -6215533.000000 Penalty: 12619.533203 Iteration 19Q: 3 clusters Score -6215533 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 25923 members Entering Unmasked Estep Score: -6215710.500000 Penalty: 12619.533203 Iteration 20F: 3 clusters Score -6215710 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 26192 members Entering Unmasked Estep Score: -6215919.500000 Penalty: 12619.533203 Iteration 21Q: 3 clusters Score -6215920 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 26450 members Entering Unmasked Estep Score: -6216157.500000 Penalty: 12619.533203 Iteration 22Q: 3 clusters Score -6216158 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 26674 members Entering Unmasked Estep Score: -6216361.000000 Penalty: 12619.533203 Iteration 23Q: 3 clusters Score -6216361 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 26879 members Entering Unmasked Estep Score: -6216577.500000 Penalty: 12619.533203 Iteration 24Q: 3 clusters Score -6216578 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 27053 members Entering Unmasked Estep Score: -6216751.500000 Penalty: 12619.533203 Iteration 25Q: 3 clusters Score -6216752 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -6216923.500000 Penalty: 12619.533203 Iteration 26Q: 3 clusters Score -6216924 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 27311 members Entering Unmasked Estep Score: -6217047.000000 Penalty: 12619.533203 Iteration 27Q: 3 clusters Score -6217047 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 27407 members Entering Unmasked Estep Score: -6217132.500000 Penalty: 12619.533203 Iteration 28Q: 3 clusters Score -6217132 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 27465 members Entering Unmasked Estep Score: -6217199.000000 Penalty: 12619.533203 Iteration 29Q: 3 clusters Score -6217199 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 27492 members Entering Unmasked Estep Score: -6217218.000000 Penalty: 12619.533203 Iteration 30Q: 3 clusters Score -6217218 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 27516 members Entering Unmasked Estep Score: -6217214.000000 Penalty: 12619.533203 Iteration 31Q: 3 clusters Score -6217214 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 27545 members Entering Unmasked Estep Score: -6217229.500000 Penalty: 12619.533203 Iteration 32Q: 3 clusters Score -6217230 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 27572 members Entering Unmasked Estep Score: -6217255.000000 Penalty: 12619.533203 Iteration 33Q: 3 clusters Score -6217255 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 27591 members Entering Unmasked Estep Score: -6217262.000000 Penalty: 12619.533203 Iteration 34Q: 3 clusters Score -6217262 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 27602 members Entering Unmasked Estep Score: -6217269.500000 Penalty: 12619.533203 Iteration 35Q: 3 clusters Score -6217270 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 27609 members Entering Unmasked Estep Score: -6217276.000000 Penalty: 12619.533203 Iteration 36Q: 3 clusters Score -6217276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 27612 members Entering Unmasked Estep Score: -6217271.500000 Penalty: 12619.533203 Iteration 37Q: 3 clusters Score -6217272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 27613 members Entering Unmasked Estep Score: -6217273.000000 Penalty: 12619.533203 Iteration 38Q: 3 clusters Score -6217273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 27616 members Entering Unmasked Estep Score: -6217272.000000 Penalty: 12619.533203 Iteration 39Q: 3 clusters Score -6217272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 27618 members Entering Unmasked Estep Score: -6217276.500000 Penalty: 12619.533203 Iteration 40F: 3 clusters Score -6217276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 27621 members Entering Unmasked Estep Score: -6217274.000000 Penalty: 12619.533203 Iteration 41Q: 3 clusters Score -6217274 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 27622 members Entering Unmasked Estep Score: -6217275.000000 Penalty: 12619.533203 Iteration 42Q: 3 clusters Score -6217275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 27622 members Entering Unmasked Estep Score: -6217273.500000 Penalty: 12619.533203 Iteration 43Q: 3 clusters Score -6217274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 27624 members Entering Unmasked Estep Score: -6217277.000000 Penalty: 12619.533203 Iteration 44Q: 3 clusters Score -6217277 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 27627 members Entering Unmasked Estep Score: -6217277.000000 Penalty: 12619.533203 Iteration 45Q: 3 clusters Score -6217277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 27632 members Entering Unmasked Estep Score: -6217285.000000 Penalty: 12619.533203 Iteration 46Q: 3 clusters Score -6217285 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 27638 members Entering Unmasked Estep Score: -6217281.000000 Penalty: 12619.533203 Iteration 47Q: 3 clusters Score -6217281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 27640 members Entering Unmasked Estep Score: -6217289.000000 Penalty: 12619.533203 Iteration 48Q: 3 clusters Score -6217289 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 27641 members Entering Unmasked Estep Score: -6217290.500000 Penalty: 12619.533203 Iteration 49Q: 3 clusters Score -6217290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 27642 members Entering Unmasked Estep Score: -6217292.000000 Penalty: 12619.533203 Iteration 50Q: 3 clusters Score -6217292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 27642 members Entering Unmasked Estep Score: -6217292.000000 Penalty: 12619.533203 Iteration 51F: 3 clusters Score -6217292 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Entering Unmasked Estep Score: -510446.812500 Penalty: 4777.600098 Iteration 0F: 2 clusters Score -510446.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -505155.125000 Penalty: 9555.200195 Iteration 0F: 3 clusters Score -505155.1 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -505926.781250 Penalty: 9555.200195 Iteration 1F: 3 clusters Score -505926.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -506902.125000 Penalty: 9555.200195 Iteration 2F: 3 clusters Score -506902.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -507749.500000 Penalty: 9555.200195 Iteration 3F: 3 clusters Score -507749.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -508274.125000 Penalty: 9555.200195 Iteration 4F: 3 clusters Score -508274.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -508770.187500 Penalty: 9555.200195 Iteration 5F: 3 clusters Score -508770.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -509080.875000 Penalty: 9555.200195 Iteration 6F: 3 clusters Score -509080.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -509276.062500 Penalty: 9555.200195 Iteration 7Q: 3 clusters Score -509276.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -509346.843750 Penalty: 9555.200195 Iteration 8Q: 3 clusters Score -509346.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -509399.250000 Penalty: 9555.200195 Iteration 9Q: 3 clusters Score -509399.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -509444.500000 Penalty: 9555.200195 Iteration 10Q: 3 clusters Score -509444.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -509464.406250 Penalty: 9555.200195 Iteration 11Q: 3 clusters Score -509464.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -509472.312500 Penalty: 9555.200195 Iteration 12Q: 3 clusters Score -509472.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -509472.312500 Penalty: 9555.200195 Iteration 13F: 3 clusters Score -509472.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (13301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Entering Unmasked Estep Score: -2725539.000000 Penalty: 5816.051270 Iteration 0F: 2 clusters Score -2725539 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -2713256.250000 Penalty: 11632.102539 Iteration 0F: 3 clusters Score -2713256 nChanged 5104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -2716021.750000 Penalty: 11632.102539 Iteration 1F: 3 clusters Score -2716022 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -2716518.750000 Penalty: 11632.102539 Iteration 2F: 3 clusters Score -2716519 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -2716844.750000 Penalty: 11632.102539 Iteration 3Q: 3 clusters Score -2716845 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -2717109.750000 Penalty: 11632.102539 Iteration 4Q: 3 clusters Score -2717110 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -2717302.750000 Penalty: 11632.102539 Iteration 5Q: 3 clusters Score -2717303 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -2717472.750000 Penalty: 11632.102539 Iteration 6Q: 3 clusters Score -2717473 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -2717633.250000 Penalty: 11632.102539 Iteration 7Q: 3 clusters Score -2717633 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -2717779.500000 Penalty: 11632.102539 Iteration 8Q: 3 clusters Score -2717780 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -2717909.000000 Penalty: 11632.102539 Iteration 9Q: 3 clusters Score -2717909 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -2718041.000000 Penalty: 11632.102539 Iteration 10Q: 3 clusters Score -2718041 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -2718178.500000 Penalty: 11632.102539 Iteration 11Q: 3 clusters Score -2718178 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 8993 members Entering Unmasked Estep Score: -2718325.250000 Penalty: 11632.102539 Iteration 12Q: 3 clusters Score -2718325 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -2718492.750000 Penalty: 11632.102539 Iteration 13Q: 3 clusters Score -2718493 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -2718676.250000 Penalty: 11632.102539 Iteration 14Q: 3 clusters Score -2718676 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 9706 members Entering Unmasked Estep Score: -2718889.000000 Penalty: 11632.102539 Iteration 15Q: 3 clusters Score -2718889 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -2719065.500000 Penalty: 11632.102539 Iteration 16Q: 3 clusters Score -2719066 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -2719215.750000 Penalty: 11632.102539 Iteration 17Q: 3 clusters Score -2719216 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -2719357.000000 Penalty: 11632.102539 Iteration 18Q: 3 clusters Score -2719357 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 10536 members Entering Unmasked Estep Score: -2719467.750000 Penalty: 11632.102539 Iteration 19Q: 3 clusters Score -2719468 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -2719596.750000 Penalty: 11632.102539 Iteration 20F: 3 clusters Score -2719597 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -2719694.750000 Penalty: 11632.102539 Iteration 21Q: 3 clusters Score -2719695 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 11030 members Entering Unmasked Estep Score: -2719805.250000 Penalty: 11632.102539 Iteration 22Q: 3 clusters Score -2719805 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -2719900.500000 Penalty: 11632.102539 Iteration 23Q: 3 clusters Score -2719900 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -2719975.750000 Penalty: 11632.102539 Iteration 24Q: 3 clusters Score -2719976 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -2720038.000000 Penalty: 11632.102539 Iteration 25Q: 3 clusters Score -2720038 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -2720092.000000 Penalty: 11632.102539 Iteration 26Q: 3 clusters Score -2720092 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -2720141.250000 Penalty: 11632.102539 Iteration 27Q: 3 clusters Score -2720141 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 11562 members Entering Unmasked Estep Score: -2720173.500000 Penalty: 11632.102539 Iteration 28Q: 3 clusters Score -2720174 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -2720207.000000 Penalty: 11632.102539 Iteration 29Q: 3 clusters Score -2720207 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -2720239.750000 Penalty: 11632.102539 Iteration 30Q: 3 clusters Score -2720240 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -2720273.750000 Penalty: 11632.102539 Iteration 31Q: 3 clusters Score -2720274 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -2720302.000000 Penalty: 11632.102539 Iteration 32Q: 3 clusters Score -2720302 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -2720319.500000 Penalty: 11632.102539 Iteration 33Q: 3 clusters Score -2720320 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -2720334.750000 Penalty: 11632.102539 Iteration 34Q: 3 clusters Score -2720335 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -2720362.500000 Penalty: 11632.102539 Iteration 35Q: 3 clusters Score -2720362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 11871 members Entering Unmasked Estep Score: -2720375.750000 Penalty: 11632.102539 Iteration 36Q: 3 clusters Score -2720376 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -2720389.500000 Penalty: 11632.102539 Iteration 37Q: 3 clusters Score -2720390 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -2720397.500000 Penalty: 11632.102539 Iteration 38Q: 3 clusters Score -2720398 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -2720415.250000 Penalty: 11632.102539 Iteration 39Q: 3 clusters Score -2720415 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -2720430.750000 Penalty: 11632.102539 Iteration 40F: 3 clusters Score -2720431 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -2720444.500000 Penalty: 11632.102539 Iteration 41Q: 3 clusters Score -2720444 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -2720465.250000 Penalty: 11632.102539 Iteration 42Q: 3 clusters Score -2720465 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -2720478.250000 Penalty: 11632.102539 Iteration 43Q: 3 clusters Score -2720478 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -2720492.750000 Penalty: 11632.102539 Iteration 44Q: 3 clusters Score -2720493 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -2720501.750000 Penalty: 11632.102539 Iteration 45Q: 3 clusters Score -2720502 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -2720510.250000 Penalty: 11632.102539 Iteration 46Q: 3 clusters Score -2720510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 12071 members Entering Unmasked Estep Score: -2720518.750000 Penalty: 11632.102539 Iteration 47Q: 3 clusters Score -2720519 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -2720525.500000 Penalty: 11632.102539 Iteration 48Q: 3 clusters Score -2720526 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 12087 members Entering Unmasked Estep Score: -2720534.250000 Penalty: 11632.102539 Iteration 49Q: 3 clusters Score -2720534 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 12091 members Entering Unmasked Estep Score: -2720536.750000 Penalty: 11632.102539 Iteration 50Q: 3 clusters Score -2720537 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -2720539.250000 Penalty: 11632.102539 Iteration 51Q: 3 clusters Score -2720539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 12101 members Entering Unmasked Estep Score: -2720547.250000 Penalty: 11632.102539 Iteration 52Q: 3 clusters Score -2720547 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 12107 members Entering Unmasked Estep Score: -2720554.000000 Penalty: 11632.102539 Iteration 53Q: 3 clusters Score -2720554 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -2720555.000000 Penalty: 11632.102539 Iteration 54Q: 3 clusters Score -2720555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -2720562.000000 Penalty: 11632.102539 Iteration 55Q: 3 clusters Score -2720562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -2720562.500000 Penalty: 11632.102539 Iteration 56Q: 3 clusters Score -2720562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -2720561.750000 Penalty: 11632.102539 Iteration 57Q: 3 clusters Score -2720562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -2720566.250000 Penalty: 11632.102539 Iteration 58Q: 3 clusters Score -2720566 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -2720568.750000 Penalty: 11632.102539 Iteration 59Q: 3 clusters Score -2720569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -2720568.750000 Penalty: 11632.102539 Iteration 60F: 3 clusters Score -2720569 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Entering Unmasked Estep Score: -158331.562500 Penalty: 4144.292480 Iteration 0F: 2 clusters Score -158331.6 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 436 members Entering Unmasked Estep Score: -154453.796875 Penalty: 8288.584961 Iteration 0F: 3 clusters Score -154453.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -154803.875000 Penalty: 8288.584961 Iteration 1F: 3 clusters Score -154803.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -154936.703125 Penalty: 8288.584961 Iteration 2Q: 3 clusters Score -154936.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -155056.125000 Penalty: 8288.584961 Iteration 3Q: 3 clusters Score -155056.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -155181.578125 Penalty: 8288.584961 Iteration 4Q: 3 clusters Score -155181.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -155254.171875 Penalty: 8288.584961 Iteration 5Q: 3 clusters Score -155254.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -155345.625000 Penalty: 8288.584961 Iteration 6Q: 3 clusters Score -155345.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -155442.531250 Penalty: 8288.584961 Iteration 7Q: 3 clusters Score -155442.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -155558.390625 Penalty: 8288.584961 Iteration 8Q: 3 clusters Score -155558.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -155649.953125 Penalty: 8288.584961 Iteration 9Q: 3 clusters Score -155650 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -155776.984375 Penalty: 8288.584961 Iteration 10Q: 3 clusters Score -155777 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -155958.953125 Penalty: 8288.584961 Iteration 11Q: 3 clusters Score -155959 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -156132.734375 Penalty: 8288.584961 Iteration 12Q: 3 clusters Score -156132.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -156281.390625 Penalty: 8288.584961 Iteration 13Q: 3 clusters Score -156281.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -156479.656250 Penalty: 8288.584961 Iteration 14Q: 3 clusters Score -156479.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -156651.968750 Penalty: 8288.584961 Iteration 15Q: 3 clusters Score -156652 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -156757.625000 Penalty: 8288.584961 Iteration 16Q: 3 clusters Score -156757.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -156846.515625 Penalty: 8288.584961 Iteration 17Q: 3 clusters Score -156846.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -156921.687500 Penalty: 8288.584961 Iteration 18Q: 3 clusters Score -156921.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -157022.859375 Penalty: 8288.584961 Iteration 19Q: 3 clusters Score -157022.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -157157.046875 Penalty: 8288.584961 Iteration 20F: 3 clusters Score -157157 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -157213.421875 Penalty: 8288.584961 Iteration 21Q: 3 clusters Score -157213.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -157275.203125 Penalty: 8288.584961 Iteration 22Q: 3 clusters Score -157275.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -157352.515625 Penalty: 8288.584961 Iteration 23Q: 3 clusters Score -157352.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -157485.593750 Penalty: 8288.584961 Iteration 24Q: 3 clusters Score -157485.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -157555.078125 Penalty: 8288.584961 Iteration 25Q: 3 clusters Score -157555.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -157557.796875 Penalty: 8288.584961 Iteration 26Q: 3 clusters Score -157557.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -157559.828125 Penalty: 8288.584961 Iteration 27Q: 3 clusters Score -157559.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -157569.343750 Penalty: 8288.584961 Iteration 28Q: 3 clusters Score -157569.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -157589.937500 Penalty: 8288.584961 Iteration 29Q: 3 clusters Score -157589.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -157613.062500 Penalty: 8288.584961 Iteration 30Q: 3 clusters Score -157613.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -157701.218750 Penalty: 8288.584961 Iteration 31Q: 3 clusters Score -157701.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -157824.156250 Penalty: 8288.584961 Iteration 32Q: 3 clusters Score -157824.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -158046.906250 Penalty: 8288.584961 Iteration 33Q: 3 clusters Score -158046.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -158603.625000 Penalty: 8288.584961 Iteration 34Q: 3 clusters Score -158603.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -158603.625000 Penalty: 8288.584961 Iteration 35F: 3 clusters Score -158603.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96684 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22171 members Mstep: Class 6 contains 15757 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12813 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163104 members Mstep: Class 13 contains 46155 members Mstep: Class 14 contains 41555 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5552 members Mstep: Class 19 contains 11803 members Mstep: Class 20 contains 32907 members Mstep: Class 21 contains 29782 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13301 members Mstep: Class 24 contains 342 members Mstep: Class 25 contains 526 members Entering Unmasked Estep Score: -119286136.000000 Penalty: 202988.343750 Splitting cluster 24 changes total score from -119289712.000000 to -119286136.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96684 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22171 members Mstep: Class 6 contains 15757 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12813 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163104 members Mstep: Class 13 contains 46155 members Mstep: Class 14 contains 41555 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5552 members Mstep: Class 19 contains 11803 members Mstep: Class 20 contains 32907 members Mstep: Class 21 contains 29782 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13301 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289776.000000 Penalty: 194868.812500 Iteration 119Q: 25 clusters Score -1.192898e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 96682 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22171 members Mstep: Class 6 contains 15755 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12809 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163094 members Mstep: Class 13 contains 46171 members Mstep: Class 14 contains 41555 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5553 members Mstep: Class 19 contains 11801 members Mstep: Class 20 contains 32907 members Mstep: Class 21 contains 29782 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13304 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289784.000000 Penalty: 194868.812500 Iteration 120F: 25 clusters Score -1.192898e+08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96680 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22171 members Mstep: Class 6 contains 15755 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12805 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163090 members Mstep: Class 13 contains 46182 members Mstep: Class 14 contains 41555 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5554 members Mstep: Class 19 contains 11797 members Mstep: Class 20 contains 32906 members Mstep: Class 21 contains 29782 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13307 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289760.000000 Penalty: 194868.812500 Iteration 121Q: 25 clusters Score -1.192898e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96676 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22172 members Mstep: Class 6 contains 15755 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12804 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163082 members Mstep: Class 13 contains 46194 members Mstep: Class 14 contains 41556 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5551 members Mstep: Class 19 contains 11796 members Mstep: Class 20 contains 32904 members Mstep: Class 21 contains 29783 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13311 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289784.000000 Penalty: 194868.812500 Iteration 122Q: 25 clusters Score -1.192898e+08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96672 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22171 members Mstep: Class 6 contains 15756 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12804 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163078 members Mstep: Class 13 contains 46202 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5553 members Mstep: Class 19 contains 11792 members Mstep: Class 20 contains 32903 members Mstep: Class 21 contains 29783 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13312 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289872.000000 Penalty: 194868.812500 Iteration 123Q: 25 clusters Score -1.192899e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96669 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15755 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12802 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163075 members Mstep: Class 13 contains 46208 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54435 members Mstep: Class 18 contains 5554 members Mstep: Class 19 contains 11792 members Mstep: Class 20 contains 32902 members Mstep: Class 21 contains 29783 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13315 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289880.000000 Penalty: 194868.812500 Iteration 124Q: 25 clusters Score -1.192899e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96668 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15755 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12797 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163073 members Mstep: Class 13 contains 46213 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54436 members Mstep: Class 18 contains 5555 members Mstep: Class 19 contains 11791 members Mstep: Class 20 contains 32902 members Mstep: Class 21 contains 29782 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13318 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289848.000000 Penalty: 194868.812500 Iteration 125Q: 25 clusters Score -1.192898e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96666 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15755 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12797 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163070 members Mstep: Class 13 contains 46218 members Mstep: Class 14 contains 41559 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29781 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13321 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289880.000000 Penalty: 194868.812500 Iteration 126Q: 25 clusters Score -1.192899e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15754 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12797 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163067 members Mstep: Class 13 contains 46225 members Mstep: Class 14 contains 41559 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13321 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289800.000000 Penalty: 194868.812500 Iteration 127Q: 25 clusters Score -1.192898e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15753 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163065 members Mstep: Class 13 contains 46231 members Mstep: Class 14 contains 41559 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11789 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13320 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289824.000000 Penalty: 194868.812500 Iteration 128Q: 25 clusters Score -1.192898e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163063 members Mstep: Class 13 contains 46233 members Mstep: Class 14 contains 41559 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13320 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289816.000000 Penalty: 194868.812500 Iteration 129Q: 25 clusters Score -1.192898e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163062 members Mstep: Class 13 contains 46235 members Mstep: Class 14 contains 41559 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13319 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289800.000000 Penalty: 194868.812500 Iteration 130Q: 25 clusters Score -1.192898e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163062 members Mstep: Class 13 contains 46236 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13319 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289784.000000 Penalty: 194868.812500 Iteration 131Q: 25 clusters Score -1.192898e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8100 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163062 members Mstep: Class 13 contains 46237 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13319 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289768.000000 Penalty: 194868.812500 Iteration 132Q: 25 clusters Score -1.192898e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96663 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163060 members Mstep: Class 13 contains 46239 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13319 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289784.000000 Penalty: 194868.812500 Iteration 133Q: 25 clusters Score -1.192898e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96663 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163060 members Mstep: Class 13 contains 46239 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13319 members Mstep: Class 24 contains 868 members Entering Unmasked Estep ConsiderDeletion Score: -119289784.000000 Penalty: 194868.812500 Iteration 134F: 25 clusters Score -1.192898e+08 nChanged 0 Entering ConstructFrom: Score: -119289784.000000 Penalty: 194868.812500 Entering ConstructFrom: Trying to split cluster 1 (96663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96663 members Entering Unmasked Estep Score: -20504748.000000 Penalty: 7030.878906 Iteration 0F: 2 clusters Score -2.050475e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48370 members Mstep: Class 2 contains 48293 members Entering Unmasked Estep Score: -20439014.000000 Penalty: 14061.757812 Iteration 0F: 3 clusters Score -2.043901e+07 nChanged 44284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48710 members Mstep: Class 2 contains 47953 members Entering Unmasked Estep Score: -20462840.000000 Penalty: 14061.757812 Iteration 1F: 3 clusters Score -2.046284e+07 nChanged 3749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48773 members Mstep: Class 2 contains 47890 members Entering Unmasked Estep Score: -20463702.000000 Penalty: 14061.757812 Iteration 2Q: 3 clusters Score -2.04637e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48947 members Mstep: Class 2 contains 47716 members Entering Unmasked Estep Score: -20464524.000000 Penalty: 14061.757812 Iteration 3Q: 3 clusters Score -2.046452e+07 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49257 members Mstep: Class 2 contains 47406 members Entering Unmasked Estep Score: -20465154.000000 Penalty: 14061.757812 Iteration 4Q: 3 clusters Score -2.046515e+07 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49656 members Mstep: Class 2 contains 47007 members Entering Unmasked Estep Score: -20465764.000000 Penalty: 14061.757812 Iteration 5Q: 3 clusters Score -2.046576e+07 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50227 members Mstep: Class 2 contains 46436 members Entering Unmasked Estep Score: -20466330.000000 Penalty: 14061.757812 Iteration 6Q: 3 clusters Score -2.046633e+07 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51021 members Mstep: Class 2 contains 45642 members Entering Unmasked Estep Score: -20466952.000000 Penalty: 14061.757812 Iteration 7Q: 3 clusters Score -2.046695e+07 nChanged 2557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52062 members Mstep: Class 2 contains 44601 members Entering Unmasked Estep Score: -20467460.000000 Penalty: 14061.757812 Iteration 8Q: 3 clusters Score -2.046746e+07 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53420 members Mstep: Class 2 contains 43243 members Entering Unmasked Estep Score: -20468182.000000 Penalty: 14061.757812 Iteration 9Q: 3 clusters Score -2.046818e+07 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55278 members Mstep: Class 2 contains 41385 members Entering Unmasked Estep Score: -20468812.000000 Penalty: 14061.757812 Iteration 10Q: 3 clusters Score -2.046881e+07 nChanged 3178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57806 members Mstep: Class 2 contains 38857 members Entering Unmasked Estep Score: -20469762.000000 Penalty: 14061.757812 Iteration 11Q: 3 clusters Score -2.046976e+07 nChanged 3778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61196 members Mstep: Class 2 contains 35467 members Entering Unmasked Estep Score: -20471474.000000 Penalty: 14061.757812 Iteration 12Q: 3 clusters Score -2.047147e+07 nChanged 4655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65589 members Mstep: Class 2 contains 31074 members Entering Unmasked Estep Score: -20473798.000000 Penalty: 14061.757812 Iteration 13Q: 3 clusters Score -2.04738e+07 nChanged 5630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71053 members Mstep: Class 2 contains 25610 members Entering Unmasked Estep Score: -20477242.000000 Penalty: 14061.757812 Iteration 14F: 3 clusters Score -2.047724e+07 nChanged 6301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77294 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -20481880.000000 Penalty: 14061.757812 Iteration 15F: 3 clusters Score -2.048188e+07 nChanged 6227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83507 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -20486960.000000 Penalty: 14061.757812 Iteration 16F: 3 clusters Score -2.048696e+07 nChanged 5300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88799 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -20491492.000000 Penalty: 14061.757812 Iteration 17F: 3 clusters Score -2.049149e+07 nChanged 3588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92377 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -20494772.000000 Penalty: 14061.757812 Iteration 18Q: 3 clusters Score -2.049477e+07 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94332 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -20496644.000000 Penalty: 14061.757812 Iteration 19Q: 3 clusters Score -2.049664e+07 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95256 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -20497492.000000 Penalty: 14061.757812 Iteration 20F: 3 clusters Score -2.049749e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95649 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -20497946.000000 Penalty: 14061.757812 Iteration 21Q: 3 clusters Score -2.049795e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95825 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -20498182.000000 Penalty: 14061.757812 Iteration 22Q: 3 clusters Score -2.049818e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95922 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -20498320.000000 Penalty: 14061.757812 Iteration 23Q: 3 clusters Score -2.049832e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95966 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -20498388.000000 Penalty: 14061.757812 Iteration 24Q: 3 clusters Score -2.049839e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96001 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -20498462.000000 Penalty: 14061.757812 Iteration 25Q: 3 clusters Score -2.049846e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96024 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -20498508.000000 Penalty: 14061.757812 Iteration 26Q: 3 clusters Score -2.049851e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96037 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -20498518.000000 Penalty: 14061.757812 Iteration 27Q: 3 clusters Score -2.049852e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96050 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -20498554.000000 Penalty: 14061.757812 Iteration 28Q: 3 clusters Score -2.049855e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96062 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -20498560.000000 Penalty: 14061.757812 Iteration 29Q: 3 clusters Score -2.049856e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96065 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -20498570.000000 Penalty: 14061.757812 Iteration 30Q: 3 clusters Score -2.049857e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96065 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -20498578.000000 Penalty: 14061.757812 Iteration 31Q: 3 clusters Score -2.049858e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96073 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -20498594.000000 Penalty: 14061.757812 Iteration 32Q: 3 clusters Score -2.049859e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96078 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -20498602.000000 Penalty: 14061.757812 Iteration 33Q: 3 clusters Score -2.04986e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96084 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -20498610.000000 Penalty: 14061.757812 Iteration 34Q: 3 clusters Score -2.049861e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96089 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -20498606.000000 Penalty: 14061.757812 Iteration 35Q: 3 clusters Score -2.049861e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96092 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -20498622.000000 Penalty: 14061.757812 Iteration 36Q: 3 clusters Score -2.049862e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96092 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -20498638.000000 Penalty: 14061.757812 Iteration 37Q: 3 clusters Score -2.049864e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96094 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -20498630.000000 Penalty: 14061.757812 Iteration 38Q: 3 clusters Score -2.049863e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96095 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -20498624.000000 Penalty: 14061.757812 Iteration 39Q: 3 clusters Score -2.049862e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96095 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -20498638.000000 Penalty: 14061.757812 Iteration 40F: 3 clusters Score -2.049864e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Entering Unmasked Estep Score: -79905.132812 Penalty: 3765.937012 Iteration 0F: 2 clusters Score -79905.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -76701.679688 Penalty: 7531.874023 Iteration 0F: 3 clusters Score -76701.68 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -77045.968750 Penalty: 7531.874023 Iteration 1F: 3 clusters Score -77045.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -77225.750000 Penalty: 7531.874023 Iteration 2Q: 3 clusters Score -77225.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -77273.242188 Penalty: 7531.874023 Iteration 3Q: 3 clusters Score -77273.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -77284.429688 Penalty: 7531.874023 Iteration 4Q: 3 clusters Score -77284.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -77284.429688 Penalty: 7531.874023 Iteration 5F: 3 clusters Score -77284.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Entering Unmasked Estep Score: -261495.437500 Penalty: 4442.316895 Iteration 0F: 2 clusters Score -261495.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -257351.734375 Penalty: 8884.633789 Iteration 0F: 3 clusters Score -257351.7 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -258180.968750 Penalty: 8884.633789 Iteration 1F: 3 clusters Score -258181 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -258626.453125 Penalty: 8884.633789 Iteration 2F: 3 clusters Score -258626.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -258847.343750 Penalty: 8884.633789 Iteration 3F: 3 clusters Score -258847.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -258977.406250 Penalty: 8884.633789 Iteration 4Q: 3 clusters Score -258977.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -259072.437500 Penalty: 8884.633789 Iteration 5Q: 3 clusters Score -259072.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -259136.234375 Penalty: 8884.633789 Iteration 6Q: 3 clusters Score -259136.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -259189.093750 Penalty: 8884.633789 Iteration 7Q: 3 clusters Score -259189.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -259248.953125 Penalty: 8884.633789 Iteration 8Q: 3 clusters Score -259249 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -259295.125000 Penalty: 8884.633789 Iteration 9Q: 3 clusters Score -259295.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -259317.656250 Penalty: 8884.633789 Iteration 10Q: 3 clusters Score -259317.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -259335.218750 Penalty: 8884.633789 Iteration 11Q: 3 clusters Score -259335.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -259342.390625 Penalty: 8884.633789 Iteration 12Q: 3 clusters Score -259342.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -259350.718750 Penalty: 8884.633789 Iteration 13Q: 3 clusters Score -259350.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -259358.093750 Penalty: 8884.633789 Iteration 14Q: 3 clusters Score -259358.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -259358.093750 Penalty: 8884.633789 Iteration 15F: 3 clusters Score -259358.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Entering Unmasked Estep Score: -159339.250000 Penalty: 4202.798340 Iteration 0F: 2 clusters Score -159339.2 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 476 members Entering Unmasked Estep Score: -155763.687500 Penalty: 8405.596680 Iteration 0F: 3 clusters Score -155763.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -157602.390625 Penalty: 8405.596680 Iteration 1F: 3 clusters Score -157602.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -159390.828125 Penalty: 8405.596680 Iteration 2F: 3 clusters Score -159390.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -159994.968750 Penalty: 8405.596680 Iteration 3F: 3 clusters Score -159995 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -160238.578125 Penalty: 8405.596680 Iteration 4Q: 3 clusters Score -160238.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -160452.906250 Penalty: 8405.596680 Iteration 5Q: 3 clusters Score -160452.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -160738.171875 Penalty: 8405.596680 Iteration 6Q: 3 clusters Score -160738.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -161011.515625 Penalty: 8405.596680 Iteration 7Q: 3 clusters Score -161011.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -161092.421875 Penalty: 8405.596680 Iteration 8Q: 3 clusters Score -161092.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -161139.250000 Penalty: 8405.596680 Iteration 9Q: 3 clusters Score -161139.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -161156.921875 Penalty: 8405.596680 Iteration 10Q: 3 clusters Score -161156.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -161175.093750 Penalty: 8405.596680 Iteration 11Q: 3 clusters Score -161175.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -161175.093750 Penalty: 8405.596680 Iteration 12F: 3 clusters Score -161175.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96663 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163060 members Mstep: Class 13 contains 46239 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13319 members Mstep: Class 24 contains 868 members Mstep: Class 25 contains 702 members Entering Unmasked Estep Score: -119287624.000000 Penalty: 202988.343750 Splitting cluster 4 changes total score from -119289784.000000 to -119287624.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (22170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22170 members Entering Unmasked Estep Score: -4696287.500000 Penalty: 6128.978516 Iteration 0F: 2 clusters Score -4696288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -4678395.000000 Penalty: 12257.957031 Iteration 0F: 3 clusters Score -4678395 nChanged 9087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 11210 members Entering Unmasked Estep Score: -4683196.500000 Penalty: 12257.957031 Iteration 1F: 3 clusters Score -4683196 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 11268 members Entering Unmasked Estep Score: -4683787.500000 Penalty: 12257.957031 Iteration 2F: 3 clusters Score -4683788 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 11324 members Entering Unmasked Estep Score: -4684170.500000 Penalty: 12257.957031 Iteration 3Q: 3 clusters Score -4684170 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -4684400.500000 Penalty: 12257.957031 Iteration 4Q: 3 clusters Score -4684400 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -4684573.500000 Penalty: 12257.957031 Iteration 5Q: 3 clusters Score -4684574 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 11410 members Entering Unmasked Estep Score: -4684720.500000 Penalty: 12257.957031 Iteration 6Q: 3 clusters Score -4684720 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -4684821.500000 Penalty: 12257.957031 Iteration 7Q: 3 clusters Score -4684822 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 11410 members Entering Unmasked Estep Score: -4684940.000000 Penalty: 12257.957031 Iteration 8Q: 3 clusters Score -4684940 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 11397 members Entering Unmasked Estep Score: -4685005.000000 Penalty: 12257.957031 Iteration 9Q: 3 clusters Score -4685005 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -4685079.000000 Penalty: 12257.957031 Iteration 10Q: 3 clusters Score -4685079 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10740 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -4685121.000000 Penalty: 12257.957031 Iteration 11Q: 3 clusters Score -4685121 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -4685161.000000 Penalty: 12257.957031 Iteration 12Q: 3 clusters Score -4685161 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10670 members Mstep: Class 2 contains 11500 members Entering Unmasked Estep Score: -4685206.000000 Penalty: 12257.957031 Iteration 13Q: 3 clusters Score -4685206 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 11534 members Entering Unmasked Estep Score: -4685223.500000 Penalty: 12257.957031 Iteration 14Q: 3 clusters Score -4685224 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -4685250.000000 Penalty: 12257.957031 Iteration 15Q: 3 clusters Score -4685250 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -4685266.000000 Penalty: 12257.957031 Iteration 16Q: 3 clusters Score -4685266 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -4685278.500000 Penalty: 12257.957031 Iteration 17Q: 3 clusters Score -4685278 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10563 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -4685305.500000 Penalty: 12257.957031 Iteration 18Q: 3 clusters Score -4685306 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -4685321.000000 Penalty: 12257.957031 Iteration 19Q: 3 clusters Score -4685321 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 11652 members Entering Unmasked Estep Score: -4685338.000000 Penalty: 12257.957031 Iteration 20F: 3 clusters Score -4685338 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -4685369.500000 Penalty: 12257.957031 Iteration 21Q: 3 clusters Score -4685370 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -4685395.500000 Penalty: 12257.957031 Iteration 22Q: 3 clusters Score -4685396 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -4685410.000000 Penalty: 12257.957031 Iteration 23Q: 3 clusters Score -4685410 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 11770 members Entering Unmasked Estep Score: -4685409.500000 Penalty: 12257.957031 Iteration 24Q: 3 clusters Score -4685410 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -4685425.500000 Penalty: 12257.957031 Iteration 25Q: 3 clusters Score -4685426 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -4685461.000000 Penalty: 12257.957031 Iteration 26Q: 3 clusters Score -4685461 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -4685473.500000 Penalty: 12257.957031 Iteration 27Q: 3 clusters Score -4685474 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10244 members Mstep: Class 2 contains 11926 members Entering Unmasked Estep Score: -4685492.500000 Penalty: 12257.957031 Iteration 28Q: 3 clusters Score -4685492 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -4685493.500000 Penalty: 12257.957031 Iteration 29Q: 3 clusters Score -4685494 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -4685517.000000 Penalty: 12257.957031 Iteration 30Q: 3 clusters Score -4685517 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -4685541.000000 Penalty: 12257.957031 Iteration 31Q: 3 clusters Score -4685541 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -4685548.000000 Penalty: 12257.957031 Iteration 32Q: 3 clusters Score -4685548 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -4685580.000000 Penalty: 12257.957031 Iteration 33Q: 3 clusters Score -4685580 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -4685580.500000 Penalty: 12257.957031 Iteration 34Q: 3 clusters Score -4685580 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -4685610.500000 Penalty: 12257.957031 Iteration 35Q: 3 clusters Score -4685610 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9627 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -4685615.500000 Penalty: 12257.957031 Iteration 36Q: 3 clusters Score -4685616 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 12654 members Entering Unmasked Estep Score: -4685647.000000 Penalty: 12257.957031 Iteration 37Q: 3 clusters Score -4685647 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 12777 members Entering Unmasked Estep Score: -4685691.000000 Penalty: 12257.957031 Iteration 38Q: 3 clusters Score -4685691 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -4685749.000000 Penalty: 12257.957031 Iteration 39Q: 3 clusters Score -4685749 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -4685783.000000 Penalty: 12257.957031 Iteration 40F: 3 clusters Score -4685783 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -4685859.500000 Penalty: 12257.957031 Iteration 41Q: 3 clusters Score -4685860 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -4685900.000000 Penalty: 12257.957031 Iteration 42Q: 3 clusters Score -4685900 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -4685982.500000 Penalty: 12257.957031 Iteration 43Q: 3 clusters Score -4685982 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 13855 members Entering Unmasked Estep Score: -4686051.500000 Penalty: 12257.957031 Iteration 44Q: 3 clusters Score -4686052 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 14119 members Entering Unmasked Estep Score: -4686141.000000 Penalty: 12257.957031 Iteration 45Q: 3 clusters Score -4686141 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -4686261.000000 Penalty: 12257.957031 Iteration 46Q: 3 clusters Score -4686261 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 14741 members Entering Unmasked Estep Score: -4686378.000000 Penalty: 12257.957031 Iteration 47Q: 3 clusters Score -4686378 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 15111 members Entering Unmasked Estep Score: -4686511.500000 Penalty: 12257.957031 Iteration 48Q: 3 clusters Score -4686512 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -4686693.500000 Penalty: 12257.957031 Iteration 49Q: 3 clusters Score -4686694 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 15981 members Entering Unmasked Estep Score: -4686927.000000 Penalty: 12257.957031 Iteration 50Q: 3 clusters Score -4686927 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 16513 members Entering Unmasked Estep Score: -4687235.000000 Penalty: 12257.957031 Iteration 51Q: 3 clusters Score -4687235 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 17134 members Entering Unmasked Estep Score: -4687592.500000 Penalty: 12257.957031 Iteration 52Q: 3 clusters Score -4687592 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -4688029.500000 Penalty: 12257.957031 Iteration 53Q: 3 clusters Score -4688030 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 18408 members Entering Unmasked Estep Score: -4688468.500000 Penalty: 12257.957031 Iteration 54Q: 3 clusters Score -4688468 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 19011 members Entering Unmasked Estep Score: -4688906.000000 Penalty: 12257.957031 Iteration 55Q: 3 clusters Score -4688906 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 19533 members Entering Unmasked Estep Score: -4689297.000000 Penalty: 12257.957031 Iteration 56Q: 3 clusters Score -4689297 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 19987 members Entering Unmasked Estep Score: -4689653.000000 Penalty: 12257.957031 Iteration 57Q: 3 clusters Score -4689653 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 20355 members Entering Unmasked Estep Score: -4689966.000000 Penalty: 12257.957031 Iteration 58Q: 3 clusters Score -4689966 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 20620 members Entering Unmasked Estep Score: -4690216.000000 Penalty: 12257.957031 Iteration 59Q: 3 clusters Score -4690216 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 20811 members Entering Unmasked Estep Score: -4690388.000000 Penalty: 12257.957031 Iteration 60F: 3 clusters Score -4690388 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 20964 members Entering Unmasked Estep Score: -4690531.500000 Penalty: 12257.957031 Iteration 61Q: 3 clusters Score -4690532 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -4690620.500000 Penalty: 12257.957031 Iteration 62Q: 3 clusters Score -4690620 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 21135 members Entering Unmasked Estep Score: -4690692.500000 Penalty: 12257.957031 Iteration 63Q: 3 clusters Score -4690692 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 21178 members Entering Unmasked Estep Score: -4690748.500000 Penalty: 12257.957031 Iteration 64Q: 3 clusters Score -4690748 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 21219 members Entering Unmasked Estep Score: -4690808.000000 Penalty: 12257.957031 Iteration 65Q: 3 clusters Score -4690808 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 21257 members Entering Unmasked Estep Score: -4690862.500000 Penalty: 12257.957031 Iteration 66Q: 3 clusters Score -4690862 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 21287 members Entering Unmasked Estep Score: -4690898.500000 Penalty: 12257.957031 Iteration 67Q: 3 clusters Score -4690898 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 21313 members Entering Unmasked Estep Score: -4690944.500000 Penalty: 12257.957031 Iteration 68Q: 3 clusters Score -4690944 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 21333 members Entering Unmasked Estep Score: -4690952.500000 Penalty: 12257.957031 Iteration 69Q: 3 clusters Score -4690952 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 21340 members Entering Unmasked Estep Score: -4690965.000000 Penalty: 12257.957031 Iteration 70Q: 3 clusters Score -4690965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -4690969.000000 Penalty: 12257.957031 Iteration 71Q: 3 clusters Score -4690969 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 21354 members Entering Unmasked Estep Score: -4690984.500000 Penalty: 12257.957031 Iteration 72Q: 3 clusters Score -4690984 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -4690995.000000 Penalty: 12257.957031 Iteration 73Q: 3 clusters Score -4690995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 21363 members Entering Unmasked Estep Score: -4691001.000000 Penalty: 12257.957031 Iteration 74Q: 3 clusters Score -4691001 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 21365 members Entering Unmasked Estep Score: -4691003.500000 Penalty: 12257.957031 Iteration 75Q: 3 clusters Score -4691004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 21367 members Entering Unmasked Estep Score: -4691007.500000 Penalty: 12257.957031 Iteration 76Q: 3 clusters Score -4691008 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 21369 members Entering Unmasked Estep Score: -4691008.000000 Penalty: 12257.957031 Iteration 77Q: 3 clusters Score -4691008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 21373 members Entering Unmasked Estep Score: -4691003.500000 Penalty: 12257.957031 Iteration 78Q: 3 clusters Score -4691004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 21376 members Entering Unmasked Estep Score: -4691011.500000 Penalty: 12257.957031 Iteration 79Q: 3 clusters Score -4691012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 21379 members Entering Unmasked Estep Score: -4691008.000000 Penalty: 12257.957031 Iteration 80F: 3 clusters Score -4691008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 21381 members Entering Unmasked Estep Score: -4691014.500000 Penalty: 12257.957031 Iteration 81Q: 3 clusters Score -4691014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 21383 members Entering Unmasked Estep Score: -4691012.000000 Penalty: 12257.957031 Iteration 82Q: 3 clusters Score -4691012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 21383 members Entering Unmasked Estep Score: -4691012.000000 Penalty: 12257.957031 Iteration 83F: 3 clusters Score -4691012 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (15752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Entering Unmasked Estep Score: -3378247.500000 Penalty: 5919.642578 Iteration 0F: 2 clusters Score -3378248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -3364482.250000 Penalty: 11839.285156 Iteration 0F: 3 clusters Score -3364482 nChanged 6222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -3367978.000000 Penalty: 11839.285156 Iteration 1F: 3 clusters Score -3367978 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -3368819.250000 Penalty: 11839.285156 Iteration 2F: 3 clusters Score -3368819 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -3369499.000000 Penalty: 11839.285156 Iteration 3F: 3 clusters Score -3369499 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -3370023.250000 Penalty: 11839.285156 Iteration 4F: 3 clusters Score -3370023 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -3370431.500000 Penalty: 11839.285156 Iteration 5Q: 3 clusters Score -3370432 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -3370781.750000 Penalty: 11839.285156 Iteration 6Q: 3 clusters Score -3370782 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -3371059.500000 Penalty: 11839.285156 Iteration 7Q: 3 clusters Score -3371060 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -3371333.750000 Penalty: 11839.285156 Iteration 8Q: 3 clusters Score -3371334 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -3371591.500000 Penalty: 11839.285156 Iteration 9Q: 3 clusters Score -3371592 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -3371845.500000 Penalty: 11839.285156 Iteration 10Q: 3 clusters Score -3371846 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 10380 members Entering Unmasked Estep Score: -3372142.000000 Penalty: 11839.285156 Iteration 11Q: 3 clusters Score -3372142 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 10833 members Entering Unmasked Estep Score: -3372421.250000 Penalty: 11839.285156 Iteration 12Q: 3 clusters Score -3372421 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -3372673.750000 Penalty: 11839.285156 Iteration 13Q: 3 clusters Score -3372674 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -3372925.500000 Penalty: 11839.285156 Iteration 14Q: 3 clusters Score -3372926 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -3373159.750000 Penalty: 11839.285156 Iteration 15Q: 3 clusters Score -3373160 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -3373347.250000 Penalty: 11839.285156 Iteration 16Q: 3 clusters Score -3373347 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 12633 members Entering Unmasked Estep Score: -3373525.500000 Penalty: 11839.285156 Iteration 17Q: 3 clusters Score -3373526 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 12875 members Entering Unmasked Estep Score: -3373668.750000 Penalty: 11839.285156 Iteration 18Q: 3 clusters Score -3373669 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -3373797.250000 Penalty: 11839.285156 Iteration 19Q: 3 clusters Score -3373797 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -3373924.000000 Penalty: 11839.285156 Iteration 20F: 3 clusters Score -3373924 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 13485 members Entering Unmasked Estep Score: -3374028.500000 Penalty: 11839.285156 Iteration 21Q: 3 clusters Score -3374028 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -3374117.000000 Penalty: 11839.285156 Iteration 22Q: 3 clusters Score -3374117 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -3374176.000000 Penalty: 11839.285156 Iteration 23Q: 3 clusters Score -3374176 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 13836 members Entering Unmasked Estep Score: -3374238.250000 Penalty: 11839.285156 Iteration 24Q: 3 clusters Score -3374238 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 13917 members Entering Unmasked Estep Score: -3374294.500000 Penalty: 11839.285156 Iteration 25Q: 3 clusters Score -3374294 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 13992 members Entering Unmasked Estep Score: -3374344.750000 Penalty: 11839.285156 Iteration 26Q: 3 clusters Score -3374345 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 14056 members Entering Unmasked Estep Score: -3374372.250000 Penalty: 11839.285156 Iteration 27Q: 3 clusters Score -3374372 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 14109 members Entering Unmasked Estep Score: -3374408.250000 Penalty: 11839.285156 Iteration 28Q: 3 clusters Score -3374408 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -3374431.750000 Penalty: 11839.285156 Iteration 29Q: 3 clusters Score -3374432 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 14185 members Entering Unmasked Estep Score: -3374446.000000 Penalty: 11839.285156 Iteration 30Q: 3 clusters Score -3374446 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 14219 members Entering Unmasked Estep Score: -3374471.750000 Penalty: 11839.285156 Iteration 31Q: 3 clusters Score -3374472 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -3374478.250000 Penalty: 11839.285156 Iteration 32Q: 3 clusters Score -3374478 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 14267 members Entering Unmasked Estep Score: -3374505.000000 Penalty: 11839.285156 Iteration 33Q: 3 clusters Score -3374505 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 14282 members Entering Unmasked Estep Score: -3374519.000000 Penalty: 11839.285156 Iteration 34Q: 3 clusters Score -3374519 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -3374529.500000 Penalty: 11839.285156 Iteration 35Q: 3 clusters Score -3374530 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 14316 members Entering Unmasked Estep Score: -3374542.000000 Penalty: 11839.285156 Iteration 36Q: 3 clusters Score -3374542 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -3374562.750000 Penalty: 11839.285156 Iteration 37Q: 3 clusters Score -3374563 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -3374570.250000 Penalty: 11839.285156 Iteration 38Q: 3 clusters Score -3374570 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 14370 members Entering Unmasked Estep Score: -3374577.250000 Penalty: 11839.285156 Iteration 39Q: 3 clusters Score -3374577 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 14382 members Entering Unmasked Estep Score: -3374585.750000 Penalty: 11839.285156 Iteration 40F: 3 clusters Score -3374586 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 14388 members Entering Unmasked Estep Score: -3374597.750000 Penalty: 11839.285156 Iteration 41Q: 3 clusters Score -3374598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -3374593.500000 Penalty: 11839.285156 Iteration 42Q: 3 clusters Score -3374594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -3374597.750000 Penalty: 11839.285156 Iteration 43Q: 3 clusters Score -3374598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 14401 members Entering Unmasked Estep Score: -3374596.750000 Penalty: 11839.285156 Iteration 44Q: 3 clusters Score -3374597 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 14404 members Entering Unmasked Estep Score: -3374600.500000 Penalty: 11839.285156 Iteration 45Q: 3 clusters Score -3374600 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -3374604.000000 Penalty: 11839.285156 Iteration 46Q: 3 clusters Score -3374604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 14409 members Entering Unmasked Estep Score: -3374604.500000 Penalty: 11839.285156 Iteration 47Q: 3 clusters Score -3374604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 14413 members Entering Unmasked Estep Score: -3374609.250000 Penalty: 11839.285156 Iteration 48Q: 3 clusters Score -3374609 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 14414 members Entering Unmasked Estep Score: -3374611.500000 Penalty: 11839.285156 Iteration 49Q: 3 clusters Score -3374612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -3374613.750000 Penalty: 11839.285156 Iteration 50Q: 3 clusters Score -3374614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -3374613.750000 Penalty: 11839.285156 Iteration 51F: 3 clusters Score -3374614 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Entering Unmasked Estep Score: -1579083.750000 Penalty: 5466.025879 Iteration 0F: 2 clusters Score -1579084 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1570346.125000 Penalty: 10932.051758 Iteration 0F: 3 clusters Score -1570346 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1572031.375000 Penalty: 10932.051758 Iteration 1F: 3 clusters Score -1572031 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -1572552.500000 Penalty: 10932.051758 Iteration 2F: 3 clusters Score -1572552 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1572904.000000 Penalty: 10932.051758 Iteration 3F: 3 clusters Score -1572904 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1573134.125000 Penalty: 10932.051758 Iteration 4Q: 3 clusters Score -1573134 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -1573308.125000 Penalty: 10932.051758 Iteration 5Q: 3 clusters Score -1573308 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1573446.500000 Penalty: 10932.051758 Iteration 6Q: 3 clusters Score -1573446 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -1573563.500000 Penalty: 10932.051758 Iteration 7Q: 3 clusters Score -1573564 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1573660.875000 Penalty: 10932.051758 Iteration 8Q: 3 clusters Score -1573661 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1573751.375000 Penalty: 10932.051758 Iteration 9Q: 3 clusters Score -1573751 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1573845.875000 Penalty: 10932.051758 Iteration 10Q: 3 clusters Score -1573846 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1573929.000000 Penalty: 10932.051758 Iteration 11Q: 3 clusters Score -1573929 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1574018.125000 Penalty: 10932.051758 Iteration 12Q: 3 clusters Score -1574018 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1574099.625000 Penalty: 10932.051758 Iteration 13Q: 3 clusters Score -1574100 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1574185.500000 Penalty: 10932.051758 Iteration 14Q: 3 clusters Score -1574186 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1574264.625000 Penalty: 10932.051758 Iteration 15Q: 3 clusters Score -1574265 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1574349.125000 Penalty: 10932.051758 Iteration 16Q: 3 clusters Score -1574349 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1574425.625000 Penalty: 10932.051758 Iteration 17Q: 3 clusters Score -1574426 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -1574522.375000 Penalty: 10932.051758 Iteration 18Q: 3 clusters Score -1574522 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1574620.250000 Penalty: 10932.051758 Iteration 19Q: 3 clusters Score -1574620 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -1574695.250000 Penalty: 10932.051758 Iteration 20F: 3 clusters Score -1574695 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1574759.875000 Penalty: 10932.051758 Iteration 21Q: 3 clusters Score -1574760 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1574806.625000 Penalty: 10932.051758 Iteration 22Q: 3 clusters Score -1574807 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1574849.125000 Penalty: 10932.051758 Iteration 23Q: 3 clusters Score -1574849 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1574886.750000 Penalty: 10932.051758 Iteration 24Q: 3 clusters Score -1574887 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1574927.000000 Penalty: 10932.051758 Iteration 25Q: 3 clusters Score -1574927 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -1574957.500000 Penalty: 10932.051758 Iteration 26Q: 3 clusters Score -1574958 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1574981.750000 Penalty: 10932.051758 Iteration 27Q: 3 clusters Score -1574982 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -1575005.375000 Penalty: 10932.051758 Iteration 28Q: 3 clusters Score -1575005 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1575026.750000 Penalty: 10932.051758 Iteration 29Q: 3 clusters Score -1575027 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1575048.125000 Penalty: 10932.051758 Iteration 30Q: 3 clusters Score -1575048 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1575064.875000 Penalty: 10932.051758 Iteration 31Q: 3 clusters Score -1575065 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1575078.875000 Penalty: 10932.051758 Iteration 32Q: 3 clusters Score -1575079 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1575095.875000 Penalty: 10932.051758 Iteration 33Q: 3 clusters Score -1575096 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1575112.375000 Penalty: 10932.051758 Iteration 34Q: 3 clusters Score -1575112 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1575113.750000 Penalty: 10932.051758 Iteration 35Q: 3 clusters Score -1575114 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1575124.375000 Penalty: 10932.051758 Iteration 36Q: 3 clusters Score -1575124 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1575128.625000 Penalty: 10932.051758 Iteration 37Q: 3 clusters Score -1575129 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1575133.625000 Penalty: 10932.051758 Iteration 38Q: 3 clusters Score -1575134 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -1575136.625000 Penalty: 10932.051758 Iteration 39Q: 3 clusters Score -1575137 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1575143.500000 Penalty: 10932.051758 Iteration 40F: 3 clusters Score -1575144 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1575140.625000 Penalty: 10932.051758 Iteration 41Q: 3 clusters Score -1575141 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1575146.250000 Penalty: 10932.051758 Iteration 42Q: 3 clusters Score -1575146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1575151.125000 Penalty: 10932.051758 Iteration 43Q: 3 clusters Score -1575151 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1575149.625000 Penalty: 10932.051758 Iteration 44Q: 3 clusters Score -1575150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1575149.625000 Penalty: 10932.051758 Iteration 45F: 3 clusters Score -1575150 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Entering Unmasked Estep Score: -268591.812500 Penalty: 4407.052246 Iteration 0F: 2 clusters Score -268591.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -264157.312500 Penalty: 8814.104492 Iteration 0F: 3 clusters Score -264157.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -264603.093750 Penalty: 8814.104492 Iteration 1F: 3 clusters Score -264603.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -264805.218750 Penalty: 8814.104492 Iteration 2F: 3 clusters Score -264805.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -264921.625000 Penalty: 8814.104492 Iteration 3Q: 3 clusters Score -264921.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -265006.812500 Penalty: 8814.104492 Iteration 4Q: 3 clusters Score -265006.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -265090.781250 Penalty: 8814.104492 Iteration 5Q: 3 clusters Score -265090.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -265144.687500 Penalty: 8814.104492 Iteration 6Q: 3 clusters Score -265144.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -265167.718750 Penalty: 8814.104492 Iteration 7Q: 3 clusters Score -265167.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -265192.843750 Penalty: 8814.104492 Iteration 8Q: 3 clusters Score -265192.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -265198.281250 Penalty: 8814.104492 Iteration 9Q: 3 clusters Score -265198.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -265199.656250 Penalty: 8814.104492 Iteration 10Q: 3 clusters Score -265199.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -265199.656250 Penalty: 8814.104492 Iteration 11F: 3 clusters Score -265199.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (12796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12796 members Entering Unmasked Estep Score: -2576201.000000 Penalty: 5792.344238 Iteration 0F: 2 clusters Score -2576201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -2564176.000000 Penalty: 11584.688477 Iteration 0F: 3 clusters Score -2564176 nChanged 4870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -2566822.500000 Penalty: 11584.688477 Iteration 1F: 3 clusters Score -2566822 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -2567415.500000 Penalty: 11584.688477 Iteration 2F: 3 clusters Score -2567416 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -2567864.250000 Penalty: 11584.688477 Iteration 3F: 3 clusters Score -2567864 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -2568233.000000 Penalty: 11584.688477 Iteration 4Q: 3 clusters Score -2568233 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -2568548.000000 Penalty: 11584.688477 Iteration 5Q: 3 clusters Score -2568548 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -2568817.500000 Penalty: 11584.688477 Iteration 6Q: 3 clusters Score -2568818 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -2569061.750000 Penalty: 11584.688477 Iteration 7Q: 3 clusters Score -2569062 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -2569284.500000 Penalty: 11584.688477 Iteration 8Q: 3 clusters Score -2569284 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -2569476.500000 Penalty: 11584.688477 Iteration 9Q: 3 clusters Score -2569476 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -2569630.750000 Penalty: 11584.688477 Iteration 10Q: 3 clusters Score -2569631 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -2569774.750000 Penalty: 11584.688477 Iteration 11Q: 3 clusters Score -2569775 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -2569893.750000 Penalty: 11584.688477 Iteration 12Q: 3 clusters Score -2569894 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -2569985.250000 Penalty: 11584.688477 Iteration 13Q: 3 clusters Score -2569985 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -2570062.250000 Penalty: 11584.688477 Iteration 14Q: 3 clusters Score -2570062 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -2570131.750000 Penalty: 11584.688477 Iteration 15Q: 3 clusters Score -2570132 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -2570195.750000 Penalty: 11584.688477 Iteration 16Q: 3 clusters Score -2570196 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 8380 members Entering Unmasked Estep Score: -2570267.500000 Penalty: 11584.688477 Iteration 17Q: 3 clusters Score -2570268 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -2570350.250000 Penalty: 11584.688477 Iteration 18Q: 3 clusters Score -2570350 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -2570419.250000 Penalty: 11584.688477 Iteration 19Q: 3 clusters Score -2570419 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -2570480.000000 Penalty: 11584.688477 Iteration 20F: 3 clusters Score -2570480 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -2570528.750000 Penalty: 11584.688477 Iteration 21Q: 3 clusters Score -2570529 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -2570568.250000 Penalty: 11584.688477 Iteration 22Q: 3 clusters Score -2570568 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 8939 members Entering Unmasked Estep Score: -2570628.250000 Penalty: 11584.688477 Iteration 23Q: 3 clusters Score -2570628 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -2570669.500000 Penalty: 11584.688477 Iteration 24Q: 3 clusters Score -2570670 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -2570717.250000 Penalty: 11584.688477 Iteration 25Q: 3 clusters Score -2570717 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -2570772.500000 Penalty: 11584.688477 Iteration 26Q: 3 clusters Score -2570772 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -2570815.250000 Penalty: 11584.688477 Iteration 27Q: 3 clusters Score -2570815 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -2570861.750000 Penalty: 11584.688477 Iteration 28Q: 3 clusters Score -2570862 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -2570900.750000 Penalty: 11584.688477 Iteration 29Q: 3 clusters Score -2570901 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -2570933.750000 Penalty: 11584.688477 Iteration 30Q: 3 clusters Score -2570934 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -2570968.500000 Penalty: 11584.688477 Iteration 31Q: 3 clusters Score -2570968 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -2571002.250000 Penalty: 11584.688477 Iteration 32Q: 3 clusters Score -2571002 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -2571024.500000 Penalty: 11584.688477 Iteration 33Q: 3 clusters Score -2571024 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 9690 members Entering Unmasked Estep Score: -2571061.500000 Penalty: 11584.688477 Iteration 34Q: 3 clusters Score -2571062 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -2571086.250000 Penalty: 11584.688477 Iteration 35Q: 3 clusters Score -2571086 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -2571111.750000 Penalty: 11584.688477 Iteration 36Q: 3 clusters Score -2571112 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -2571138.750000 Penalty: 11584.688477 Iteration 37Q: 3 clusters Score -2571139 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -2571167.250000 Penalty: 11584.688477 Iteration 38Q: 3 clusters Score -2571167 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -2571213.000000 Penalty: 11584.688477 Iteration 39Q: 3 clusters Score -2571213 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -2571243.250000 Penalty: 11584.688477 Iteration 40F: 3 clusters Score -2571243 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 10078 members Entering Unmasked Estep Score: -2571282.750000 Penalty: 11584.688477 Iteration 41Q: 3 clusters Score -2571283 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 10132 members Entering Unmasked Estep Score: -2571311.500000 Penalty: 11584.688477 Iteration 42Q: 3 clusters Score -2571312 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 10173 members Entering Unmasked Estep Score: -2571328.250000 Penalty: 11584.688477 Iteration 43Q: 3 clusters Score -2571328 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -2571340.250000 Penalty: 11584.688477 Iteration 44Q: 3 clusters Score -2571340 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -2571349.500000 Penalty: 11584.688477 Iteration 45Q: 3 clusters Score -2571350 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -2571357.500000 Penalty: 11584.688477 Iteration 46Q: 3 clusters Score -2571358 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -2571377.500000 Penalty: 11584.688477 Iteration 47Q: 3 clusters Score -2571378 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -2571380.500000 Penalty: 11584.688477 Iteration 48Q: 3 clusters Score -2571380 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -2571391.250000 Penalty: 11584.688477 Iteration 49Q: 3 clusters Score -2571391 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -2571405.500000 Penalty: 11584.688477 Iteration 50Q: 3 clusters Score -2571406 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -2571412.500000 Penalty: 11584.688477 Iteration 51Q: 3 clusters Score -2571412 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -2571428.750000 Penalty: 11584.688477 Iteration 52Q: 3 clusters Score -2571429 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 10394 members Entering Unmasked Estep Score: -2571424.000000 Penalty: 11584.688477 Iteration 53Q: 3 clusters Score -2571424 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -2571443.500000 Penalty: 11584.688477 Iteration 54Q: 3 clusters Score -2571444 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 10431 members Entering Unmasked Estep Score: -2571443.750000 Penalty: 11584.688477 Iteration 55Q: 3 clusters Score -2571444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -2571452.000000 Penalty: 11584.688477 Iteration 56Q: 3 clusters Score -2571452 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -2571462.750000 Penalty: 11584.688477 Iteration 57Q: 3 clusters Score -2571463 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -2571469.000000 Penalty: 11584.688477 Iteration 58Q: 3 clusters Score -2571469 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -2571473.750000 Penalty: 11584.688477 Iteration 59Q: 3 clusters Score -2571474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -2571474.750000 Penalty: 11584.688477 Iteration 60F: 3 clusters Score -2571475 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 10495 members Entering Unmasked Estep Score: -2571483.750000 Penalty: 11584.688477 Iteration 61Q: 3 clusters Score -2571484 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -2571490.000000 Penalty: 11584.688477 Iteration 62Q: 3 clusters Score -2571490 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -2571491.750000 Penalty: 11584.688477 Iteration 63Q: 3 clusters Score -2571492 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -2571487.750000 Penalty: 11584.688477 Iteration 64Q: 3 clusters Score -2571488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -2571497.500000 Penalty: 11584.688477 Iteration 65Q: 3 clusters Score -2571498 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -2571507.250000 Penalty: 11584.688477 Iteration 66Q: 3 clusters Score -2571507 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -2571509.250000 Penalty: 11584.688477 Iteration 67Q: 3 clusters Score -2571509 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 10562 members Entering Unmasked Estep Score: -2571521.500000 Penalty: 11584.688477 Iteration 68Q: 3 clusters Score -2571522 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 10570 members Entering Unmasked Estep Score: -2571519.000000 Penalty: 11584.688477 Iteration 69Q: 3 clusters Score -2571519 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -2571518.750000 Penalty: 11584.688477 Iteration 70Q: 3 clusters Score -2571519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -2571519.750000 Penalty: 11584.688477 Iteration 71Q: 3 clusters Score -2571520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 10579 members Entering Unmasked Estep Score: -2571523.000000 Penalty: 11584.688477 Iteration 72Q: 3 clusters Score -2571523 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -2571528.000000 Penalty: 11584.688477 Iteration 73Q: 3 clusters Score -2571528 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -2571533.250000 Penalty: 11584.688477 Iteration 74Q: 3 clusters Score -2571533 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 10595 members Entering Unmasked Estep Score: -2571531.250000 Penalty: 11584.688477 Iteration 75Q: 3 clusters Score -2571531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -2571529.500000 Penalty: 11584.688477 Iteration 76Q: 3 clusters Score -2571530 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 10597 members Entering Unmasked Estep Score: -2571532.750000 Penalty: 11584.688477 Iteration 77Q: 3 clusters Score -2571533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -2571531.000000 Penalty: 11584.688477 Iteration 78Q: 3 clusters Score -2571531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -2571531.250000 Penalty: 11584.688477 Iteration 79Q: 3 clusters Score -2571531 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -2571531.250000 Penalty: 11584.688477 Iteration 80F: 3 clusters Score -2571531 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Entering Unmasked Estep Score: -1658749.500000 Penalty: 5512.342285 Iteration 0F: 2 clusters Score -1658750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1649785.000000 Penalty: 11024.684570 Iteration 0F: 3 clusters Score -1649785 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -1651544.875000 Penalty: 11024.684570 Iteration 1F: 3 clusters Score -1651545 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1652026.250000 Penalty: 11024.684570 Iteration 2F: 3 clusters Score -1652026 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -1652404.250000 Penalty: 11024.684570 Iteration 3F: 3 clusters Score -1652404 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1652711.750000 Penalty: 11024.684570 Iteration 4Q: 3 clusters Score -1652712 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1652972.000000 Penalty: 11024.684570 Iteration 5Q: 3 clusters Score -1652972 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1653194.000000 Penalty: 11024.684570 Iteration 6Q: 3 clusters Score -1653194 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1653403.125000 Penalty: 11024.684570 Iteration 7Q: 3 clusters Score -1653403 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -1653589.750000 Penalty: 11024.684570 Iteration 8Q: 3 clusters Score -1653590 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1653736.250000 Penalty: 11024.684570 Iteration 9Q: 3 clusters Score -1653736 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -1653843.500000 Penalty: 11024.684570 Iteration 10Q: 3 clusters Score -1653844 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1653936.250000 Penalty: 11024.684570 Iteration 11Q: 3 clusters Score -1653936 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1654007.375000 Penalty: 11024.684570 Iteration 12Q: 3 clusters Score -1654007 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1654066.750000 Penalty: 11024.684570 Iteration 13Q: 3 clusters Score -1654067 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1654114.375000 Penalty: 11024.684570 Iteration 14Q: 3 clusters Score -1654114 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -1654143.500000 Penalty: 11024.684570 Iteration 15Q: 3 clusters Score -1654144 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1654170.875000 Penalty: 11024.684570 Iteration 16Q: 3 clusters Score -1654171 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -1654198.875000 Penalty: 11024.684570 Iteration 17Q: 3 clusters Score -1654199 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1654224.000000 Penalty: 11024.684570 Iteration 18Q: 3 clusters Score -1654224 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1654238.250000 Penalty: 11024.684570 Iteration 19Q: 3 clusters Score -1654238 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -1654253.750000 Penalty: 11024.684570 Iteration 20F: 3 clusters Score -1654254 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1654272.250000 Penalty: 11024.684570 Iteration 21Q: 3 clusters Score -1654272 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1654284.125000 Penalty: 11024.684570 Iteration 22Q: 3 clusters Score -1654284 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1654296.375000 Penalty: 11024.684570 Iteration 23Q: 3 clusters Score -1654296 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1654305.875000 Penalty: 11024.684570 Iteration 24Q: 3 clusters Score -1654306 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1654317.000000 Penalty: 11024.684570 Iteration 25Q: 3 clusters Score -1654317 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1654337.000000 Penalty: 11024.684570 Iteration 26Q: 3 clusters Score -1654337 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1654347.125000 Penalty: 11024.684570 Iteration 27Q: 3 clusters Score -1654347 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1654359.875000 Penalty: 11024.684570 Iteration 28Q: 3 clusters Score -1654360 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1654369.125000 Penalty: 11024.684570 Iteration 29Q: 3 clusters Score -1654369 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -1654378.750000 Penalty: 11024.684570 Iteration 30Q: 3 clusters Score -1654379 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1654388.250000 Penalty: 11024.684570 Iteration 31Q: 3 clusters Score -1654388 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -1654392.375000 Penalty: 11024.684570 Iteration 32Q: 3 clusters Score -1654392 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -1654400.875000 Penalty: 11024.684570 Iteration 33Q: 3 clusters Score -1654401 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1654411.250000 Penalty: 11024.684570 Iteration 34Q: 3 clusters Score -1654411 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -1654414.000000 Penalty: 11024.684570 Iteration 35Q: 3 clusters Score -1654414 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1654419.000000 Penalty: 11024.684570 Iteration 36Q: 3 clusters Score -1654419 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -1654422.500000 Penalty: 11024.684570 Iteration 37Q: 3 clusters Score -1654422 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -1654427.625000 Penalty: 11024.684570 Iteration 38Q: 3 clusters Score -1654428 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -1654432.250000 Penalty: 11024.684570 Iteration 39Q: 3 clusters Score -1654432 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -1654440.750000 Penalty: 11024.684570 Iteration 40F: 3 clusters Score -1654441 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1654445.625000 Penalty: 11024.684570 Iteration 41Q: 3 clusters Score -1654446 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1654452.250000 Penalty: 11024.684570 Iteration 42Q: 3 clusters Score -1654452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -1654450.750000 Penalty: 11024.684570 Iteration 43Q: 3 clusters Score -1654451 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -1654452.875000 Penalty: 11024.684570 Iteration 44Q: 3 clusters Score -1654453 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1654456.250000 Penalty: 11024.684570 Iteration 45Q: 3 clusters Score -1654456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -1654459.000000 Penalty: 11024.684570 Iteration 46Q: 3 clusters Score -1654459 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -1654460.750000 Penalty: 11024.684570 Iteration 47Q: 3 clusters Score -1654461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1654462.375000 Penalty: 11024.684570 Iteration 48Q: 3 clusters Score -1654462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -1654465.625000 Penalty: 11024.684570 Iteration 49Q: 3 clusters Score -1654466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1654466.125000 Penalty: 11024.684570 Iteration 50Q: 3 clusters Score -1654466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1654467.125000 Penalty: 11024.684570 Iteration 51Q: 3 clusters Score -1654467 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1654468.750000 Penalty: 11024.684570 Iteration 52Q: 3 clusters Score -1654469 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1654469.875000 Penalty: 11024.684570 Iteration 53Q: 3 clusters Score -1654470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1654472.750000 Penalty: 11024.684570 Iteration 54Q: 3 clusters Score -1654473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1654476.125000 Penalty: 11024.684570 Iteration 55Q: 3 clusters Score -1654476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1654475.500000 Penalty: 11024.684570 Iteration 56Q: 3 clusters Score -1654476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1654475.375000 Penalty: 11024.684570 Iteration 57Q: 3 clusters Score -1654475 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -1654475.375000 Penalty: 11024.684570 Iteration 58Q: 3 clusters Score -1654475 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1654478.000000 Penalty: 11024.684570 Iteration 59Q: 3 clusters Score -1654478 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1654478.000000 Penalty: 11024.684570 Iteration 60F: 3 clusters Score -1654478 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -82741.289062 Penalty: 3728.149658 Iteration 0F: 2 clusters Score -82741.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79482.078125 Penalty: 7456.299316 Iteration 0F: 3 clusters Score -79482.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -79609.398438 Penalty: 7456.299316 Iteration 1F: 3 clusters Score -79609.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -79650.632812 Penalty: 7456.299316 Iteration 2Q: 3 clusters Score -79650.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -79676.265625 Penalty: 7456.299316 Iteration 3Q: 3 clusters Score -79676.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -79695.039062 Penalty: 7456.299316 Iteration 4Q: 3 clusters Score -79695.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -79788.054688 Penalty: 7456.299316 Iteration 5Q: 3 clusters Score -79788.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -79822.875000 Penalty: 7456.299316 Iteration 6Q: 3 clusters Score -79822.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -79836.390625 Penalty: 7456.299316 Iteration 7Q: 3 clusters Score -79836.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -79845.421875 Penalty: 7456.299316 Iteration 8Q: 3 clusters Score -79845.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -79845.421875 Penalty: 7456.299316 Iteration 9F: 3 clusters Score -79845.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (163060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163060 members Entering Unmasked Estep Score: -34495144.000000 Penalty: 7351.147949 Iteration 0F: 2 clusters Score -3.449514e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81313 members Mstep: Class 2 contains 81747 members Entering Unmasked Estep Score: -34385524.000000 Penalty: 14702.295898 Iteration 0F: 3 clusters Score -3.438552e+07 nChanged 75860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79495 members Mstep: Class 2 contains 83565 members Entering Unmasked Estep Score: -34428376.000000 Penalty: 14702.295898 Iteration 1F: 3 clusters Score -3.442838e+07 nChanged 5366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78305 members Mstep: Class 2 contains 84755 members Entering Unmasked Estep Score: -34429628.000000 Penalty: 14702.295898 Iteration 2Q: 3 clusters Score -3.442963e+07 nChanged 4966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76617 members Mstep: Class 2 contains 86443 members Entering Unmasked Estep Score: -34430820.000000 Penalty: 14702.295898 Iteration 3Q: 3 clusters Score -3.443082e+07 nChanged 5020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74221 members Mstep: Class 2 contains 88839 members Entering Unmasked Estep Score: -34431976.000000 Penalty: 14702.295898 Iteration 4Q: 3 clusters Score -3.443198e+07 nChanged 5149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70858 members Mstep: Class 2 contains 92202 members Entering Unmasked Estep Score: -34433224.000000 Penalty: 14702.295898 Iteration 5Q: 3 clusters Score -3.443322e+07 nChanged 5835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66037 members Mstep: Class 2 contains 97023 members Entering Unmasked Estep Score: -34435328.000000 Penalty: 14702.295898 Iteration 6Q: 3 clusters Score -3.443533e+07 nChanged 7386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59183 members Mstep: Class 2 contains 103877 members Entering Unmasked Estep Score: -34438780.000000 Penalty: 14702.295898 Iteration 7Q: 3 clusters Score -3.443878e+07 nChanged 9629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49714 members Mstep: Class 2 contains 113346 members Entering Unmasked Estep Score: -34444348.000000 Penalty: 14702.295898 Iteration 8F: 3 clusters Score -3.444435e+07 nChanged 12096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37644 members Mstep: Class 2 contains 125416 members Entering Unmasked Estep Score: -34453396.000000 Penalty: 14702.295898 Iteration 9F: 3 clusters Score -3.44534e+07 nChanged 13522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24132 members Mstep: Class 2 contains 138928 members Entering Unmasked Estep Score: -34465192.000000 Penalty: 14702.295898 Iteration 10F: 3 clusters Score -3.446519e+07 nChanged 11954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 150880 members Entering Unmasked Estep Score: -34476788.000000 Penalty: 14702.295898 Iteration 11F: 3 clusters Score -3.447679e+07 nChanged 7471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 158351 members Entering Unmasked Estep Score: -34484184.000000 Penalty: 14702.295898 Iteration 12Q: 3 clusters Score -3.448418e+07 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 161279 members Entering Unmasked Estep Score: -34487072.000000 Penalty: 14702.295898 Iteration 13Q: 3 clusters Score -3.448707e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 162094 members Entering Unmasked Estep Score: -34487968.000000 Penalty: 14702.295898 Iteration 14Q: 3 clusters Score -3.448797e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 162320 members Entering Unmasked Estep Score: -34488304.000000 Penalty: 14702.295898 Iteration 15Q: 3 clusters Score -3.44883e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 162386 members Entering Unmasked Estep Score: -34488400.000000 Penalty: 14702.295898 Iteration 16Q: 3 clusters Score -3.44884e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 162427 members Entering Unmasked Estep Score: -34488500.000000 Penalty: 14702.295898 Iteration 17Q: 3 clusters Score -3.44885e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 162450 members Entering Unmasked Estep Score: -34488560.000000 Penalty: 14702.295898 Iteration 18Q: 3 clusters Score -3.448856e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 162456 members Entering Unmasked Estep Score: -34488576.000000 Penalty: 14702.295898 Iteration 19Q: 3 clusters Score -3.448858e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 162462 members Entering Unmasked Estep Score: -34488604.000000 Penalty: 14702.295898 Iteration 20F: 3 clusters Score -3.44886e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 162470 members Entering Unmasked Estep Score: -34488588.000000 Penalty: 14702.295898 Iteration 21Q: 3 clusters Score -3.448859e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 162476 members Entering Unmasked Estep Score: -34488612.000000 Penalty: 14702.295898 Iteration 22Q: 3 clusters Score -3.448861e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 162482 members Entering Unmasked Estep Score: -34488632.000000 Penalty: 14702.295898 Iteration 23Q: 3 clusters Score -3.448863e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 162480 members Entering Unmasked Estep Score: -34488628.000000 Penalty: 14702.295898 Iteration 24Q: 3 clusters Score -3.448863e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 162481 members Entering Unmasked Estep Score: -34488624.000000 Penalty: 14702.295898 Iteration 25Q: 3 clusters Score -3.448862e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 162483 members Entering Unmasked Estep Score: -34488620.000000 Penalty: 14702.295898 Iteration 26Q: 3 clusters Score -3.448862e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 162486 members Entering Unmasked Estep Score: -34488644.000000 Penalty: 14702.295898 Iteration 27Q: 3 clusters Score -3.448864e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 162484 members Entering Unmasked Estep Score: -34488628.000000 Penalty: 14702.295898 Iteration 28Q: 3 clusters Score -3.448863e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 162485 members Entering Unmasked Estep Score: -34488648.000000 Penalty: 14702.295898 Iteration 29Q: 3 clusters Score -3.448865e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 162486 members Entering Unmasked Estep Score: -34488660.000000 Penalty: 14702.295898 Iteration 30Q: 3 clusters Score -3.448866e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 162486 members Entering Unmasked Estep Score: -34488660.000000 Penalty: 14702.295898 Iteration 31F: 3 clusters Score -3.448866e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (46239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46239 members Entering Unmasked Estep Score: -9830821.000000 Penalty: 6579.217285 Iteration 0F: 2 clusters Score -9830821 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23224 members Mstep: Class 2 contains 23015 members Entering Unmasked Estep Score: -9797668.000000 Penalty: 13158.434570 Iteration 0F: 3 clusters Score -9797668 nChanged 20160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23370 members Mstep: Class 2 contains 22869 members Entering Unmasked Estep Score: -9808725.000000 Penalty: 13158.434570 Iteration 1F: 3 clusters Score -9808725 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23408 members Mstep: Class 2 contains 22831 members Entering Unmasked Estep Score: -9809984.000000 Penalty: 13158.434570 Iteration 2F: 3 clusters Score -9809984 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23500 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -9811088.000000 Penalty: 13158.434570 Iteration 3F: 3 clusters Score -9811088 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23686 members Mstep: Class 2 contains 22553 members Entering Unmasked Estep Score: -9812189.000000 Penalty: 13158.434570 Iteration 4F: 3 clusters Score -9812189 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23943 members Mstep: Class 2 contains 22296 members Entering Unmasked Estep Score: -9813400.000000 Penalty: 13158.434570 Iteration 5Q: 3 clusters Score -9813400 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24318 members Mstep: Class 2 contains 21921 members Entering Unmasked Estep Score: -9814581.000000 Penalty: 13158.434570 Iteration 6Q: 3 clusters Score -9814581 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24795 members Mstep: Class 2 contains 21444 members Entering Unmasked Estep Score: -9815807.000000 Penalty: 13158.434570 Iteration 7Q: 3 clusters Score -9815807 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25389 members Mstep: Class 2 contains 20850 members Entering Unmasked Estep Score: -9817110.000000 Penalty: 13158.434570 Iteration 8Q: 3 clusters Score -9817110 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26125 members Mstep: Class 2 contains 20114 members Entering Unmasked Estep Score: -9818215.000000 Penalty: 13158.434570 Iteration 9Q: 3 clusters Score -9818215 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26783 members Mstep: Class 2 contains 19456 members Entering Unmasked Estep Score: -9819276.000000 Penalty: 13158.434570 Iteration 10Q: 3 clusters Score -9819276 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27443 members Mstep: Class 2 contains 18796 members Entering Unmasked Estep Score: -9820149.000000 Penalty: 13158.434570 Iteration 11Q: 3 clusters Score -9820149 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28011 members Mstep: Class 2 contains 18228 members Entering Unmasked Estep Score: -9820803.000000 Penalty: 13158.434570 Iteration 12Q: 3 clusters Score -9820803 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28494 members Mstep: Class 2 contains 17745 members Entering Unmasked Estep Score: -9821304.000000 Penalty: 13158.434570 Iteration 13Q: 3 clusters Score -9821304 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28884 members Mstep: Class 2 contains 17355 members Entering Unmasked Estep Score: -9821654.000000 Penalty: 13158.434570 Iteration 14Q: 3 clusters Score -9821654 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29109 members Mstep: Class 2 contains 17130 members Entering Unmasked Estep Score: -9821957.000000 Penalty: 13158.434570 Iteration 15Q: 3 clusters Score -9821957 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29251 members Mstep: Class 2 contains 16988 members Entering Unmasked Estep Score: -9822207.000000 Penalty: 13158.434570 Iteration 16Q: 3 clusters Score -9822207 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29351 members Mstep: Class 2 contains 16888 members Entering Unmasked Estep Score: -9822365.000000 Penalty: 13158.434570 Iteration 17Q: 3 clusters Score -9822365 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29423 members Mstep: Class 2 contains 16816 members Entering Unmasked Estep Score: -9822516.000000 Penalty: 13158.434570 Iteration 18Q: 3 clusters Score -9822516 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29461 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -9822665.000000 Penalty: 13158.434570 Iteration 19Q: 3 clusters Score -9822665 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29478 members Mstep: Class 2 contains 16761 members Entering Unmasked Estep Score: -9822788.000000 Penalty: 13158.434570 Iteration 20F: 3 clusters Score -9822788 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29436 members Mstep: Class 2 contains 16803 members Entering Unmasked Estep Score: -9822969.000000 Penalty: 13158.434570 Iteration 21Q: 3 clusters Score -9822969 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29346 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -9823059.000000 Penalty: 13158.434570 Iteration 22Q: 3 clusters Score -9823059 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29272 members Mstep: Class 2 contains 16967 members Entering Unmasked Estep Score: -9823105.000000 Penalty: 13158.434570 Iteration 23Q: 3 clusters Score -9823105 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29223 members Mstep: Class 2 contains 17016 members Entering Unmasked Estep Score: -9823150.000000 Penalty: 13158.434570 Iteration 24Q: 3 clusters Score -9823150 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29175 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -9823215.000000 Penalty: 13158.434570 Iteration 25Q: 3 clusters Score -9823215 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29116 members Mstep: Class 2 contains 17123 members Entering Unmasked Estep Score: -9823248.000000 Penalty: 13158.434570 Iteration 26Q: 3 clusters Score -9823248 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29066 members Mstep: Class 2 contains 17173 members Entering Unmasked Estep Score: -9823247.000000 Penalty: 13158.434570 Iteration 27Q: 3 clusters Score -9823247 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29026 members Mstep: Class 2 contains 17213 members Entering Unmasked Estep Score: -9823254.000000 Penalty: 13158.434570 Iteration 28Q: 3 clusters Score -9823254 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28989 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -9823292.000000 Penalty: 13158.434570 Iteration 29Q: 3 clusters Score -9823292 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28953 members Mstep: Class 2 contains 17286 members Entering Unmasked Estep Score: -9823300.000000 Penalty: 13158.434570 Iteration 30Q: 3 clusters Score -9823300 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28916 members Mstep: Class 2 contains 17323 members Entering Unmasked Estep Score: -9823334.000000 Penalty: 13158.434570 Iteration 31Q: 3 clusters Score -9823334 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28875 members Mstep: Class 2 contains 17364 members Entering Unmasked Estep Score: -9823351.000000 Penalty: 13158.434570 Iteration 32Q: 3 clusters Score -9823351 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28852 members Mstep: Class 2 contains 17387 members Entering Unmasked Estep Score: -9823341.000000 Penalty: 13158.434570 Iteration 33Q: 3 clusters Score -9823341 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28831 members Mstep: Class 2 contains 17408 members Entering Unmasked Estep Score: -9823357.000000 Penalty: 13158.434570 Iteration 34Q: 3 clusters Score -9823357 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28819 members Mstep: Class 2 contains 17420 members Entering Unmasked Estep Score: -9823333.000000 Penalty: 13158.434570 Iteration 35Q: 3 clusters Score -9823333 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28811 members Mstep: Class 2 contains 17428 members Entering Unmasked Estep Score: -9823346.000000 Penalty: 13158.434570 Iteration 36Q: 3 clusters Score -9823346 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28800 members Mstep: Class 2 contains 17439 members Entering Unmasked Estep Score: -9823347.000000 Penalty: 13158.434570 Iteration 37Q: 3 clusters Score -9823347 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28795 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -9823343.000000 Penalty: 13158.434570 Iteration 38Q: 3 clusters Score -9823343 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28783 members Mstep: Class 2 contains 17456 members Entering Unmasked Estep Score: -9823354.000000 Penalty: 13158.434570 Iteration 39Q: 3 clusters Score -9823354 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28785 members Mstep: Class 2 contains 17454 members Entering Unmasked Estep Score: -9823370.000000 Penalty: 13158.434570 Iteration 40F: 3 clusters Score -9823370 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28773 members Mstep: Class 2 contains 17466 members Entering Unmasked Estep Score: -9823372.000000 Penalty: 13158.434570 Iteration 41Q: 3 clusters Score -9823372 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28768 members Mstep: Class 2 contains 17471 members Entering Unmasked Estep Score: -9823381.000000 Penalty: 13158.434570 Iteration 42Q: 3 clusters Score -9823381 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28746 members Mstep: Class 2 contains 17493 members Entering Unmasked Estep Score: -9823390.000000 Penalty: 13158.434570 Iteration 43Q: 3 clusters Score -9823390 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28735 members Mstep: Class 2 contains 17504 members Entering Unmasked Estep Score: -9823412.000000 Penalty: 13158.434570 Iteration 44Q: 3 clusters Score -9823412 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28727 members Mstep: Class 2 contains 17512 members Entering Unmasked Estep Score: -9823391.000000 Penalty: 13158.434570 Iteration 45Q: 3 clusters Score -9823391 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28721 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -9823402.000000 Penalty: 13158.434570 Iteration 46Q: 3 clusters Score -9823402 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28721 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -9823408.000000 Penalty: 13158.434570 Iteration 47Q: 3 clusters Score -9823408 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28718 members Mstep: Class 2 contains 17521 members Entering Unmasked Estep Score: -9823387.000000 Penalty: 13158.434570 Iteration 48Q: 3 clusters Score -9823387 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28708 members Mstep: Class 2 contains 17531 members Entering Unmasked Estep Score: -9823376.000000 Penalty: 13158.434570 Iteration 49Q: 3 clusters Score -9823376 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28700 members Mstep: Class 2 contains 17539 members Entering Unmasked Estep Score: -9823394.000000 Penalty: 13158.434570 Iteration 50Q: 3 clusters Score -9823394 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28692 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -9823396.000000 Penalty: 13158.434570 Iteration 51Q: 3 clusters Score -9823396 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28686 members Mstep: Class 2 contains 17553 members Entering Unmasked Estep Score: -9823412.000000 Penalty: 13158.434570 Iteration 52Q: 3 clusters Score -9823412 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28680 members Mstep: Class 2 contains 17559 members Entering Unmasked Estep Score: -9823427.000000 Penalty: 13158.434570 Iteration 53Q: 3 clusters Score -9823427 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28663 members Mstep: Class 2 contains 17576 members Entering Unmasked Estep Score: -9823440.000000 Penalty: 13158.434570 Iteration 54Q: 3 clusters Score -9823440 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28650 members Mstep: Class 2 contains 17589 members Entering Unmasked Estep Score: -9823452.000000 Penalty: 13158.434570 Iteration 55Q: 3 clusters Score -9823452 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28644 members Mstep: Class 2 contains 17595 members Entering Unmasked Estep Score: -9823438.000000 Penalty: 13158.434570 Iteration 56Q: 3 clusters Score -9823438 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28642 members Mstep: Class 2 contains 17597 members Entering Unmasked Estep Score: -9823408.000000 Penalty: 13158.434570 Iteration 57Q: 3 clusters Score -9823408 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28645 members Mstep: Class 2 contains 17594 members Entering Unmasked Estep Score: -9823417.000000 Penalty: 13158.434570 Iteration 58Q: 3 clusters Score -9823417 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28646 members Mstep: Class 2 contains 17593 members Entering Unmasked Estep Score: -9823427.000000 Penalty: 13158.434570 Iteration 59Q: 3 clusters Score -9823427 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28654 members Mstep: Class 2 contains 17585 members Entering Unmasked Estep Score: -9823415.000000 Penalty: 13158.434570 Iteration 60F: 3 clusters Score -9823415 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28661 members Mstep: Class 2 contains 17578 members Entering Unmasked Estep Score: -9823419.000000 Penalty: 13158.434570 Iteration 61Q: 3 clusters Score -9823419 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28666 members Mstep: Class 2 contains 17573 members Entering Unmasked Estep Score: -9823425.000000 Penalty: 13158.434570 Iteration 62Q: 3 clusters Score -9823425 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28673 members Mstep: Class 2 contains 17566 members Entering Unmasked Estep Score: -9823427.000000 Penalty: 13158.434570 Iteration 63Q: 3 clusters Score -9823427 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28675 members Mstep: Class 2 contains 17564 members Entering Unmasked Estep Score: -9823448.000000 Penalty: 13158.434570 Iteration 64Q: 3 clusters Score -9823448 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28673 members Mstep: Class 2 contains 17566 members Entering Unmasked Estep Score: -9823457.000000 Penalty: 13158.434570 Iteration 65Q: 3 clusters Score -9823457 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28681 members Mstep: Class 2 contains 17558 members Entering Unmasked Estep Score: -9823441.000000 Penalty: 13158.434570 Iteration 66Q: 3 clusters Score -9823441 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28693 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -9823472.000000 Penalty: 13158.434570 Iteration 67Q: 3 clusters Score -9823472 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28709 members Mstep: Class 2 contains 17530 members Entering Unmasked Estep Score: -9823465.000000 Penalty: 13158.434570 Iteration 68Q: 3 clusters Score -9823465 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28740 members Mstep: Class 2 contains 17499 members Entering Unmasked Estep Score: -9823464.000000 Penalty: 13158.434570 Iteration 69Q: 3 clusters Score -9823464 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28766 members Mstep: Class 2 contains 17473 members Entering Unmasked Estep Score: -9823468.000000 Penalty: 13158.434570 Iteration 70Q: 3 clusters Score -9823468 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28791 members Mstep: Class 2 contains 17448 members Entering Unmasked Estep Score: -9823495.000000 Penalty: 13158.434570 Iteration 71Q: 3 clusters Score -9823495 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28814 members Mstep: Class 2 contains 17425 members Entering Unmasked Estep Score: -9823492.000000 Penalty: 13158.434570 Iteration 72Q: 3 clusters Score -9823492 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28824 members Mstep: Class 2 contains 17415 members Entering Unmasked Estep Score: -9823456.000000 Penalty: 13158.434570 Iteration 73Q: 3 clusters Score -9823456 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28847 members Mstep: Class 2 contains 17392 members Entering Unmasked Estep Score: -9823485.000000 Penalty: 13158.434570 Iteration 74Q: 3 clusters Score -9823485 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28864 members Mstep: Class 2 contains 17375 members Entering Unmasked Estep Score: -9823498.000000 Penalty: 13158.434570 Iteration 75Q: 3 clusters Score -9823498 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28877 members Mstep: Class 2 contains 17362 members Entering Unmasked Estep Score: -9823489.000000 Penalty: 13158.434570 Iteration 76Q: 3 clusters Score -9823489 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28897 members Mstep: Class 2 contains 17342 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -9823552.000000 Penalty: 13158.434570 Iteration 81Q: 3 clusters Score -9823552 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29114 members Mstep: Class 2 contains 17125 members Entering Unmasked Estep Score: -9823593.000000 Penalty: 13158.434570 Iteration 82Q: 3 clusters Score -9823593 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29154 members Mstep: Class 2 contains 17085 members Entering Unmasked Estep Score: -9823616.000000 Penalty: 13158.434570 Iteration 83Q: 3 clusters Score -9823616 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29181 members Mstep: Class 2 contains 17058 members Entering Unmasked Estep Score: -9823606.000000 Penalty: 13158.434570 Iteration 84Q: 3 clusters Score -9823606 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29208 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -9823602.000000 Penalty: 13158.434570 Iteration 85Q: 3 clusters Score -9823602 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29225 members Mstep: Class 2 contains 17014 members Entering Unmasked Estep Score: -9823607.000000 Penalty: 13158.434570 Iteration 86Q: 3 clusters Score -9823607 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29250 members Mstep: Class 2 contains 16989 members Entering Unmasked Estep Score: -9823619.000000 Penalty: 13158.434570 Iteration 87Q: 3 clusters Score -9823619 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29279 members Mstep: Class 2 contains 16960 members Entering Unmasked Estep Score: -9823609.000000 Penalty: 13158.434570 Iteration 88Q: 3 clusters Score -9823609 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29307 members Mstep: Class 2 contains 16932 members Entering Unmasked Estep Score: -9823619.000000 Penalty: 13158.434570 Iteration 89Q: 3 clusters Score -9823619 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29342 members Mstep: Class 2 contains 16897 members Entering Unmasked Estep Score: -9823627.000000 Penalty: 13158.434570 Iteration 90Q: 3 clusters Score -9823627 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29373 members Mstep: Class 2 contains 16866 members Entering Unmasked Estep Score: -9823634.000000 Penalty: 13158.434570 Iteration 91Q: 3 clusters Score -9823634 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29411 members Mstep: Class 2 contains 16828 members Entering Unmasked Estep Score: -9823664.000000 Penalty: 13158.434570 Iteration 92Q: 3 clusters Score -9823664 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29457 members Mstep: Class 2 contains 16782 members Entering Unmasked Estep Score: -9823669.000000 Penalty: 13158.434570 Iteration 93Q: 3 clusters Score -9823669 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29487 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -9823675.000000 Penalty: 13158.434570 Iteration 94Q: 3 clusters Score -9823675 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29507 members Mstep: Class 2 contains 16732 members Entering Unmasked Estep Score: -9823679.000000 Penalty: 13158.434570 Iteration 95Q: 3 clusters Score -9823679 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29538 members Mstep: Class 2 contains 16701 members Entering Unmasked Estep Score: -9823684.000000 Penalty: 13158.434570 Iteration 96Q: 3 clusters Score -9823684 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29566 members Mstep: Class 2 contains 16673 members Entering Unmasked Estep Score: -9823702.000000 Penalty: 13158.434570 Iteration 97Q: 3 clusters Score -9823702 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29593 members Mstep: Class 2 contains 16646 members Entering Unmasked Estep Score: -9823685.000000 Penalty: 13158.434570 Iteration 98Q: 3 clusters Score -9823685 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29623 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -9823693.000000 Penalty: 13158.434570 Iteration 99Q: 3 clusters Score -9823693 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29647 members Mstep: Class 2 contains 16592 members Entering Unmasked Estep Score: -9823692.000000 Penalty: 13158.434570 Iteration 100F: 3 clusters Score -9823692 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29669 members Mstep: Class 2 contains 16570 members Entering Unmasked Estep Score: -9823705.000000 Penalty: 13158.434570 Iteration 101Q: 3 clusters Score -9823705 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29688 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -9823710.000000 Penalty: 13158.434570 Iteration 102Q: 3 clusters Score -9823710 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29705 members Mstep: Class 2 contains 16534 members Entering Unmasked Estep Score: -9823716.000000 Penalty: 13158.434570 Iteration 103Q: 3 clusters Score -9823716 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29718 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -9823711.000000 Penalty: 13158.434570 Iteration 104Q: 3 clusters Score -9823711 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29728 members Mstep: Class 2 contains 16511 members Entering Unmasked Estep Score: -9823713.000000 Penalty: 13158.434570 Iteration 105Q: 3 clusters Score -9823713 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29735 members Mstep: Class 2 contains 16504 members Entering Unmasked Estep Score: -9823712.000000 Penalty: 13158.434570 Iteration 106Q: 3 clusters Score -9823712 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29749 members Mstep: Class 2 contains 16490 members Entering Unmasked Estep Score: -9823711.000000 Penalty: 13158.434570 Iteration 107Q: 3 clusters Score -9823711 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29758 members Mstep: Class 2 contains 16481 members Entering Unmasked Estep Score: -9823727.000000 Penalty: 13158.434570 Iteration 108Q: 3 clusters Score -9823727 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29764 members Mstep: Class 2 contains 16475 members Entering Unmasked Estep Score: -9823717.000000 Penalty: 13158.434570 Iteration 109Q: 3 clusters Score -9823717 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29772 members Mstep: Class 2 contains 16467 members Entering Unmasked Estep Score: -9823709.000000 Penalty: 13158.434570 Iteration 110Q: 3 clusters Score -9823709 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29774 members Mstep: Class 2 contains 16465 members Entering Unmasked Estep Score: -9823715.000000 Penalty: 13158.434570 Iteration 111Q: 3 clusters Score -9823715 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29779 members Mstep: Class 2 contains 16460 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -9823721.000000 Penalty: 13158.434570 Iteration 116Q: 3 clusters Score -9823721 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29811 members Mstep: Class 2 contains 16428 members Entering Unmasked Estep Score: -9823728.000000 Penalty: 13158.434570 Iteration 117Q: 3 clusters Score -9823728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29817 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -9823743.000000 Penalty: 13158.434570 Iteration 118Q: 3 clusters Score -9823743 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29823 members Mstep: Class 2 contains 16416 members Entering Unmasked Estep Score: -9823748.000000 Penalty: 13158.434570 Iteration 119Q: 3 clusters Score -9823748 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29830 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -9823740.000000 Penalty: 13158.434570 Iteration 120F: 3 clusters Score -9823740 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29840 members Mstep: Class 2 contains 16399 members Entering Unmasked Estep Score: -9823732.000000 Penalty: 13158.434570 Iteration 121Q: 3 clusters Score -9823732 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29848 members Mstep: Class 2 contains 16391 members Entering Unmasked Estep Score: -9823747.000000 Penalty: 13158.434570 Iteration 122Q: 3 clusters Score -9823747 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29855 members Mstep: Class 2 contains 16384 members Entering Unmasked Estep Score: -9823749.000000 Penalty: 13158.434570 Iteration 123Q: 3 clusters Score -9823749 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29858 members Mstep: Class 2 contains 16381 members Entering Unmasked Estep Score: -9823747.000000 Penalty: 13158.434570 Iteration 124Q: 3 clusters Score -9823747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29860 members Mstep: Class 2 contains 16379 members Entering Unmasked Estep Score: -9823748.000000 Penalty: 13158.434570 Iteration 125Q: 3 clusters Score -9823748 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29863 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -9823746.000000 Penalty: 13158.434570 Iteration 126Q: 3 clusters Score -9823746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29863 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -9823743.000000 Penalty: 13158.434570 Iteration 127Q: 3 clusters Score -9823743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29862 members Mstep: Class 2 contains 16377 members Entering Unmasked Estep Score: -9823751.000000 Penalty: 13158.434570 Iteration 128Q: 3 clusters Score -9823751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29862 members Mstep: Class 2 contains 16377 members Entering Unmasked Estep Score: -9823751.000000 Penalty: 13158.434570 Iteration 129Q: 3 clusters Score -9823751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29863 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -9823752.000000 Penalty: 13158.434570 Iteration 130Q: 3 clusters Score -9823752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29863 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -9823752.000000 Penalty: 13158.434570 Iteration 131F: 3 clusters Score -9823752 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (41558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41558 members Entering Unmasked Estep Score: -8857111.000000 Penalty: 6513.842773 Iteration 0F: 2 clusters Score -8857111 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20875 members Mstep: Class 2 contains 20683 members Entering Unmasked Estep Score: -8826991.000000 Penalty: 13027.685547 Iteration 0F: 3 clusters Score -8826991 nChanged 17949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21438 members Mstep: Class 2 contains 20120 members Entering Unmasked Estep Score: -8836385.000000 Penalty: 13027.685547 Iteration 1F: 3 clusters Score -8836385 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21853 members Mstep: Class 2 contains 19705 members Entering Unmasked Estep Score: -8837221.000000 Penalty: 13027.685547 Iteration 2F: 3 clusters Score -8837221 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22363 members Mstep: Class 2 contains 19195 members Entering Unmasked Estep Score: -8837843.000000 Penalty: 13027.685547 Iteration 3Q: 3 clusters Score -8837843 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22989 members Mstep: Class 2 contains 18569 members Entering Unmasked Estep Score: -8838423.000000 Penalty: 13027.685547 Iteration 4Q: 3 clusters Score -8838423 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23841 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -8838960.000000 Penalty: 13027.685547 Iteration 5Q: 3 clusters Score -8838960 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24927 members Mstep: Class 2 contains 16631 members Entering Unmasked Estep Score: -8839653.000000 Penalty: 13027.685547 Iteration 6Q: 3 clusters Score -8839653 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26352 members Mstep: Class 2 contains 15206 members Entering Unmasked Estep Score: -8840521.000000 Penalty: 13027.685547 Iteration 7Q: 3 clusters Score -8840521 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28104 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -8841607.000000 Penalty: 13027.685547 Iteration 8Q: 3 clusters Score -8841607 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30144 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -8842999.000000 Penalty: 13027.685547 Iteration 9F: 3 clusters Score -8842999 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32308 members Mstep: Class 2 contains 9250 members Entering Unmasked Estep Score: -8844632.000000 Penalty: 13027.685547 Iteration 10F: 3 clusters Score -8844632 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34438 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep 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members Entering Unmasked Estep Score: -8850568.000000 Penalty: 13027.685547 Iteration 15Q: 3 clusters Score -8850568 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39954 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -8850946.000000 Penalty: 13027.685547 Iteration 16Q: 3 clusters Score -8850946 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40203 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -8851190.000000 Penalty: 13027.685547 Iteration 17Q: 3 clusters Score -8851190 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40351 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -8851367.000000 Penalty: 13027.685547 Iteration 18Q: 3 clusters Score -8851367 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40451 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -8851432.000000 Penalty: 13027.685547 Iteration 19Q: 3 clusters Score -8851432 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40510 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -8851489.000000 Penalty: 13027.685547 Iteration 20F: 3 clusters Score -8851489 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40549 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -8851527.000000 Penalty: 13027.685547 Iteration 21Q: 3 clusters Score -8851527 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40564 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -8851542.000000 Penalty: 13027.685547 Iteration 22Q: 3 clusters Score -8851542 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40577 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -8851558.000000 Penalty: 13027.685547 Iteration 23Q: 3 clusters Score -8851558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40583 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -8851554.000000 Penalty: 13027.685547 Iteration 24Q: 3 clusters Score -8851554 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40590 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -8851575.000000 Penalty: 13027.685547 Iteration 25Q: 3 clusters Score -8851575 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -8851598.000000 Penalty: 13027.685547 Iteration 26Q: 3 clusters Score -8851598 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40609 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -8851612.000000 Penalty: 13027.685547 Iteration 27Q: 3 clusters Score -8851612 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40614 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -8851616.000000 Penalty: 13027.685547 Iteration 28Q: 3 clusters Score -8851616 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40623 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -8851637.000000 Penalty: 13027.685547 Iteration 29Q: 3 clusters Score -8851637 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40628 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -8851648.000000 Penalty: 13027.685547 Iteration 30Q: 3 clusters Score -8851648 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40632 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -8851656.000000 Penalty: 13027.685547 Iteration 31Q: 3 clusters Score -8851656 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40640 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -8851665.000000 Penalty: 13027.685547 Iteration 32Q: 3 clusters Score -8851665 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40645 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -8851673.000000 Penalty: 13027.685547 Iteration 33Q: 3 clusters Score -8851673 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40656 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -8851686.000000 Penalty: 13027.685547 Iteration 34Q: 3 clusters Score -8851686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40659 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -8851685.000000 Penalty: 13027.685547 Iteration 35Q: 3 clusters Score -8851685 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40664 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -8851696.000000 Penalty: 13027.685547 Iteration 36Q: 3 clusters Score -8851696 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40670 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -8851707.000000 Penalty: 13027.685547 Iteration 37Q: 3 clusters Score -8851707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40672 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -8851707.000000 Penalty: 13027.685547 Iteration 38Q: 3 clusters Score -8851707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40673 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -8851704.000000 Penalty: 13027.685547 Iteration 39Q: 3 clusters Score -8851704 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40675 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -8851712.000000 Penalty: 13027.685547 Iteration 40F: 3 clusters Score -8851712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40676 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -8851709.000000 Penalty: 13027.685547 Iteration 41Q: 3 clusters Score -8851709 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40676 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -8851709.000000 Penalty: 13027.685547 Iteration 42F: 3 clusters Score -8851709 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Entering Unmasked Estep Score: -269985.281250 Penalty: 4410.717285 Iteration 0F: 2 clusters Score -269985.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -265565.718750 Penalty: 8821.434570 Iteration 0F: 3 clusters Score -265565.7 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -266046.593750 Penalty: 8821.434570 Iteration 1F: 3 clusters Score -266046.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -266259.406250 Penalty: 8821.434570 Iteration 2F: 3 clusters Score -266259.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -266392.718750 Penalty: 8821.434570 Iteration 3Q: 3 clusters Score -266392.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -266465.562500 Penalty: 8821.434570 Iteration 4Q: 3 clusters Score -266465.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -266531.687500 Penalty: 8821.434570 Iteration 5Q: 3 clusters Score -266531.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -266601.218750 Penalty: 8821.434570 Iteration 6Q: 3 clusters Score -266601.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -266654.437500 Penalty: 8821.434570 Iteration 7Q: 3 clusters Score -266654.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -266712.406250 Penalty: 8821.434570 Iteration 8Q: 3 clusters Score -266712.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -266786.250000 Penalty: 8821.434570 Iteration 9Q: 3 clusters Score -266786.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -266888.375000 Penalty: 8821.434570 Iteration 10Q: 3 clusters Score -266888.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -267077.218750 Penalty: 8821.434570 Iteration 11Q: 3 clusters Score -267077.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -267185.625000 Penalty: 8821.434570 Iteration 12Q: 3 clusters Score -267185.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -267465.281250 Penalty: 8821.434570 Iteration 13Q: 3 clusters Score -267465.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -267612.406250 Penalty: 8821.434570 Iteration 14Q: 3 clusters Score -267612.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -267717.687500 Penalty: 8821.434570 Iteration 15Q: 3 clusters Score -267717.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -267813.000000 Penalty: 8821.434570 Iteration 16Q: 3 clusters Score -267813 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -267892.093750 Penalty: 8821.434570 Iteration 17Q: 3 clusters Score -267892.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -267939.875000 Penalty: 8821.434570 Iteration 18Q: 3 clusters Score -267939.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -267954.375000 Penalty: 8821.434570 Iteration 19Q: 3 clusters Score -267954.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -267959.531250 Penalty: 8821.434570 Iteration 20F: 3 clusters Score -267959.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -267963.031250 Penalty: 8821.434570 Iteration 21Q: 3 clusters Score -267963 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -267971.812500 Penalty: 8821.434570 Iteration 22Q: 3 clusters Score -267971.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -267980.843750 Penalty: 8821.434570 Iteration 23Q: 3 clusters Score -267980.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -267987.937500 Penalty: 8821.434570 Iteration 24Q: 3 clusters Score -267987.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -267989.656250 Penalty: 8821.434570 Iteration 25Q: 3 clusters Score -267989.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -267989.656250 Penalty: 8821.434570 Iteration 26F: 3 clusters Score -267989.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -149512.453125 Penalty: 4077.244873 Iteration 0F: 2 clusters Score -149512.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -145791.281250 Penalty: 8154.489746 Iteration 0F: 3 clusters Score -145791.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -146161.687500 Penalty: 8154.489746 Iteration 1F: 3 clusters Score -146161.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -146243.109375 Penalty: 8154.489746 Iteration 2Q: 3 clusters Score -146243.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -146266.531250 Penalty: 8154.489746 Iteration 3Q: 3 clusters Score -146266.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -146266.531250 Penalty: 8154.489746 Iteration 4F: 3 clusters Score -146266.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (54434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54434 members Entering Unmasked Estep Score: -11556863.000000 Penalty: 6679.155762 Iteration 0F: 2 clusters Score -1.155686e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27371 members Mstep: Class 2 contains 27063 members Entering Unmasked Estep Score: -11518370.000000 Penalty: 13358.311523 Iteration 0F: 3 clusters Score -1.151837e+07 nChanged 23900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27961 members Mstep: Class 2 contains 26473 members Entering Unmasked Estep Score: -11531201.000000 Penalty: 13358.311523 Iteration 1F: 3 clusters Score -1.15312e+07 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28441 members Mstep: Class 2 contains 25993 members Entering Unmasked Estep Score: -11532134.000000 Penalty: 13358.311523 Iteration 2F: 3 clusters Score -1.153213e+07 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29008 members Mstep: Class 2 contains 25426 members Entering Unmasked Estep Score: -11532941.000000 Penalty: 13358.311523 Iteration 3Q: 3 clusters Score -1.153294e+07 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29763 members Mstep: Class 2 contains 24671 members Entering Unmasked Estep Score: -11533741.000000 Penalty: 13358.311523 Iteration 4Q: 3 clusters Score -1.153374e+07 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30750 members Mstep: Class 2 contains 23684 members Entering Unmasked Estep Score: -11534511.000000 Penalty: 13358.311523 Iteration 5Q: 3 clusters Score -1.153451e+07 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32018 members Mstep: Class 2 contains 22416 members Entering Unmasked Estep Score: -11535354.000000 Penalty: 13358.311523 Iteration 6Q: 3 clusters Score -1.153535e+07 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33604 members Mstep: Class 2 contains 20830 members Entering Unmasked Estep Score: -11536389.000000 Penalty: 13358.311523 Iteration 7Q: 3 clusters Score -1.153639e+07 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35552 members Mstep: Class 2 contains 18882 members Entering Unmasked Estep Score: -11537659.000000 Penalty: 13358.311523 Iteration 8Q: 3 clusters Score -1.153766e+07 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37823 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -11539268.000000 Penalty: 13358.311523 Iteration 9Q: 3 clusters Score -1.153927e+07 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40382 members Mstep: Class 2 contains 14052 members Entering Unmasked Estep Score: -11541043.000000 Penalty: 13358.311523 Iteration 10F: 3 clusters Score -1.154104e+07 nChanged 2827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43087 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -11543079.000000 Penalty: 13358.311523 Iteration 11F: 3 clusters Score -1.154308e+07 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45814 members Mstep: Class 2 contains 8620 members Entering Unmasked Estep Score: -11545142.000000 Penalty: 13358.311523 Iteration 12F: 3 clusters Score -1.154514e+07 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48119 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -11546993.000000 Penalty: 13358.311523 Iteration 13Q: 3 clusters Score -1.154699e+07 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49914 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -11548360.000000 Penalty: 13358.311523 Iteration 14Q: 3 clusters Score -1.154836e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51105 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -11549241.000000 Penalty: 13358.311523 Iteration 15Q: 3 clusters Score -1.154924e+07 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51881 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -11549803.000000 Penalty: 13358.311523 Iteration 16Q: 3 clusters Score -1.15498e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52378 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -11550187.000000 Penalty: 13358.311523 Iteration 17Q: 3 clusters Score -1.155019e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52694 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -11550453.000000 Penalty: 13358.311523 Iteration 18Q: 3 clusters Score -1.155045e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52935 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -11550627.000000 Penalty: 13358.311523 Iteration 19Q: 3 clusters Score -1.155063e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53062 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -11550725.000000 Penalty: 13358.311523 Iteration 20F: 3 clusters Score -1.155072e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53146 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -11550803.000000 Penalty: 13358.311523 Iteration 21Q: 3 clusters Score -1.15508e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53207 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -11550847.000000 Penalty: 13358.311523 Iteration 22Q: 3 clusters Score -1.155085e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53254 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -11550904.000000 Penalty: 13358.311523 Iteration 23Q: 3 clusters Score -1.15509e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53298 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -11550943.000000 Penalty: 13358.311523 Iteration 24Q: 3 clusters Score -1.155094e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53327 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -11550969.000000 Penalty: 13358.311523 Iteration 25Q: 3 clusters Score -1.155097e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53344 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -11550985.000000 Penalty: 13358.311523 Iteration 26Q: 3 clusters Score -1.155098e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53358 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -11550987.000000 Penalty: 13358.311523 Iteration 27Q: 3 clusters Score -1.155099e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53366 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -11551000.000000 Penalty: 13358.311523 Iteration 28Q: 3 clusters Score -1.1551e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53369 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -11551017.000000 Penalty: 13358.311523 Iteration 29Q: 3 clusters Score -1.155102e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53373 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -11551015.000000 Penalty: 13358.311523 Iteration 30Q: 3 clusters Score -1.155102e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53374 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -11551011.000000 Penalty: 13358.311523 Iteration 31Q: 3 clusters Score -1.155101e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53380 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -11551028.000000 Penalty: 13358.311523 Iteration 32Q: 3 clusters Score -1.155103e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53382 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -11551030.000000 Penalty: 13358.311523 Iteration 33Q: 3 clusters Score -1.155103e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53384 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -11551026.000000 Penalty: 13358.311523 Iteration 34Q: 3 clusters Score -1.155103e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53385 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -11551038.000000 Penalty: 13358.311523 Iteration 35Q: 3 clusters Score -1.155104e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53385 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -11551037.000000 Penalty: 13358.311523 Iteration 36Q: 3 clusters Score -1.155104e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53385 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -11551037.000000 Penalty: 13358.311523 Iteration 37F: 3 clusters Score -1.155104e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Entering Unmasked Estep Score: -1138660.250000 Penalty: 5281.363281 Iteration 0F: 2 clusters Score -1138660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1131119.500000 Penalty: 10562.726562 Iteration 0F: 3 clusters Score -1131120 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1132306.875000 Penalty: 10562.726562 Iteration 1F: 3 clusters Score -1132307 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1132643.125000 Penalty: 10562.726562 Iteration 2F: 3 clusters Score -1132643 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1132818.500000 Penalty: 10562.726562 Iteration 3Q: 3 clusters Score -1132818 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1132941.625000 Penalty: 10562.726562 Iteration 4Q: 3 clusters Score -1132942 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1133016.125000 Penalty: 10562.726562 Iteration 5Q: 3 clusters Score -1133016 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1133082.500000 Penalty: 10562.726562 Iteration 6Q: 3 clusters Score -1133082 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1133138.000000 Penalty: 10562.726562 Iteration 7Q: 3 clusters Score -1133138 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1133177.125000 Penalty: 10562.726562 Iteration 8Q: 3 clusters Score -1133177 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1133204.000000 Penalty: 10562.726562 Iteration 9Q: 3 clusters Score -1133204 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1133233.500000 Penalty: 10562.726562 Iteration 10Q: 3 clusters Score -1133234 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1133254.875000 Penalty: 10562.726562 Iteration 11Q: 3 clusters Score -1133255 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1133273.000000 Penalty: 10562.726562 Iteration 12Q: 3 clusters Score -1133273 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1133291.875000 Penalty: 10562.726562 Iteration 13Q: 3 clusters Score -1133292 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1133305.875000 Penalty: 10562.726562 Iteration 14Q: 3 clusters Score -1133306 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1133311.375000 Penalty: 10562.726562 Iteration 15Q: 3 clusters Score -1133311 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -1133316.000000 Penalty: 10562.726562 Iteration 16Q: 3 clusters Score -1133316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1133319.625000 Penalty: 10562.726562 Iteration 17Q: 3 clusters Score -1133320 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1133324.375000 Penalty: 10562.726562 Iteration 18Q: 3 clusters Score -1133324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1133326.875000 Penalty: 10562.726562 Iteration 19Q: 3 clusters Score -1133327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1133327.250000 Penalty: 10562.726562 Iteration 20F: 3 clusters Score -1133327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -1133327.625000 Penalty: 10562.726562 Iteration 21Q: 3 clusters Score -1133328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1133327.875000 Penalty: 10562.726562 Iteration 22Q: 3 clusters Score -1133328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -1133327.875000 Penalty: 10562.726562 Iteration 23F: 3 clusters Score -1133328 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Entering Unmasked Estep Score: -2538569.750000 Penalty: 5742.191406 Iteration 0F: 2 clusters Score -2538570 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -2527202.000000 Penalty: 11484.382812 Iteration 0F: 3 clusters Score -2527202 nChanged 4415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -2529686.000000 Penalty: 11484.382812 Iteration 1F: 3 clusters Score -2529686 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -2530156.500000 Penalty: 11484.382812 Iteration 2F: 3 clusters Score -2530156 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2530440.750000 Penalty: 11484.382812 Iteration 3Q: 3 clusters Score -2530441 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -2530612.250000 Penalty: 11484.382812 Iteration 4Q: 3 clusters Score -2530612 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -2530725.000000 Penalty: 11484.382812 Iteration 5Q: 3 clusters Score -2530725 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -2530823.000000 Penalty: 11484.382812 Iteration 6Q: 3 clusters Score -2530823 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -2530908.250000 Penalty: 11484.382812 Iteration 7Q: 3 clusters Score -2530908 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -2530981.750000 Penalty: 11484.382812 Iteration 8Q: 3 clusters Score -2530982 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -2531034.250000 Penalty: 11484.382812 Iteration 9Q: 3 clusters Score -2531034 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -2531076.250000 Penalty: 11484.382812 Iteration 10Q: 3 clusters Score -2531076 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -2531124.500000 Penalty: 11484.382812 Iteration 11Q: 3 clusters Score -2531124 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -2531160.500000 Penalty: 11484.382812 Iteration 12Q: 3 clusters Score -2531160 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -2531194.750000 Penalty: 11484.382812 Iteration 13Q: 3 clusters Score -2531195 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -2531219.250000 Penalty: 11484.382812 Iteration 14Q: 3 clusters Score -2531219 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -2531252.000000 Penalty: 11484.382812 Iteration 15Q: 3 clusters Score -2531252 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2531275.500000 Penalty: 11484.382812 Iteration 16Q: 3 clusters Score -2531276 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -2531299.750000 Penalty: 11484.382812 Iteration 17Q: 3 clusters Score -2531300 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -2531330.500000 Penalty: 11484.382812 Iteration 18Q: 3 clusters Score -2531330 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -2531344.750000 Penalty: 11484.382812 Iteration 19Q: 3 clusters Score -2531345 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -2531362.500000 Penalty: 11484.382812 Iteration 20F: 3 clusters Score -2531362 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -2531383.500000 Penalty: 11484.382812 Iteration 21Q: 3 clusters Score -2531384 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -2531419.000000 Penalty: 11484.382812 Iteration 22Q: 3 clusters Score -2531419 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -2531443.250000 Penalty: 11484.382812 Iteration 23Q: 3 clusters Score -2531443 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -2531478.000000 Penalty: 11484.382812 Iteration 24Q: 3 clusters Score -2531478 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -2531510.750000 Penalty: 11484.382812 Iteration 25Q: 3 clusters Score -2531511 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -2531544.500000 Penalty: 11484.382812 Iteration 26Q: 3 clusters Score -2531544 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -2531569.750000 Penalty: 11484.382812 Iteration 27Q: 3 clusters Score -2531570 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -2531607.500000 Penalty: 11484.382812 Iteration 28Q: 3 clusters Score -2531608 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -2531646.500000 Penalty: 11484.382812 Iteration 29Q: 3 clusters Score -2531646 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -2531681.500000 Penalty: 11484.382812 Iteration 30Q: 3 clusters Score -2531682 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -2531715.750000 Penalty: 11484.382812 Iteration 31Q: 3 clusters Score -2531716 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -2531758.500000 Penalty: 11484.382812 Iteration 32Q: 3 clusters Score -2531758 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -2531794.500000 Penalty: 11484.382812 Iteration 33Q: 3 clusters Score -2531794 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -2531832.500000 Penalty: 11484.382812 Iteration 34Q: 3 clusters Score -2531832 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -2531864.250000 Penalty: 11484.382812 Iteration 35Q: 3 clusters Score -2531864 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -2531920.750000 Penalty: 11484.382812 Iteration 36Q: 3 clusters Score -2531921 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -2531968.500000 Penalty: 11484.382812 Iteration 37Q: 3 clusters Score -2531968 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -2532026.250000 Penalty: 11484.382812 Iteration 38Q: 3 clusters Score -2532026 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -2532075.250000 Penalty: 11484.382812 Iteration 39Q: 3 clusters Score -2532075 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -2532129.000000 Penalty: 11484.382812 Iteration 40F: 3 clusters Score -2532129 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -2532205.250000 Penalty: 11484.382812 Iteration 41Q: 3 clusters Score -2532205 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -2532275.250000 Penalty: 11484.382812 Iteration 42Q: 3 clusters Score -2532275 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -2532356.500000 Penalty: 11484.382812 Iteration 43Q: 3 clusters Score -2532356 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -2532445.500000 Penalty: 11484.382812 Iteration 44Q: 3 clusters Score -2532446 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -2532545.000000 Penalty: 11484.382812 Iteration 45Q: 3 clusters Score -2532545 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -2532624.000000 Penalty: 11484.382812 Iteration 46Q: 3 clusters Score -2532624 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -2532705.500000 Penalty: 11484.382812 Iteration 47Q: 3 clusters Score -2532706 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -2532788.250000 Penalty: 11484.382812 Iteration 48Q: 3 clusters Score -2532788 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -2532860.000000 Penalty: 11484.382812 Iteration 49Q: 3 clusters Score -2532860 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -2532942.500000 Penalty: 11484.382812 Iteration 50Q: 3 clusters Score -2532942 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -2533010.500000 Penalty: 11484.382812 Iteration 51Q: 3 clusters Score -2533010 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -2533093.000000 Penalty: 11484.382812 Iteration 52Q: 3 clusters Score -2533093 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -2533142.250000 Penalty: 11484.382812 Iteration 53Q: 3 clusters Score -2533142 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -2533187.250000 Penalty: 11484.382812 Iteration 54Q: 3 clusters Score -2533187 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10522 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -2533230.250000 Penalty: 11484.382812 Iteration 55Q: 3 clusters Score -2533230 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -2533261.250000 Penalty: 11484.382812 Iteration 56Q: 3 clusters Score -2533261 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -2533287.000000 Penalty: 11484.382812 Iteration 57Q: 3 clusters Score -2533287 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -2533309.250000 Penalty: 11484.382812 Iteration 58Q: 3 clusters Score -2533309 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -2533324.500000 Penalty: 11484.382812 Iteration 59Q: 3 clusters Score -2533324 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -2533339.000000 Penalty: 11484.382812 Iteration 60F: 3 clusters Score -2533339 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -2533355.750000 Penalty: 11484.382812 Iteration 61Q: 3 clusters Score -2533356 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -2533373.000000 Penalty: 11484.382812 Iteration 62Q: 3 clusters Score -2533373 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -2533391.250000 Penalty: 11484.382812 Iteration 63Q: 3 clusters Score -2533391 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -2533405.500000 Penalty: 11484.382812 Iteration 64Q: 3 clusters Score -2533406 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10745 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -2533419.000000 Penalty: 11484.382812 Iteration 65Q: 3 clusters Score -2533419 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10759 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -2533429.000000 Penalty: 11484.382812 Iteration 66Q: 3 clusters Score -2533429 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -2533434.750000 Penalty: 11484.382812 Iteration 67Q: 3 clusters Score -2533435 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -2533437.500000 Penalty: 11484.382812 Iteration 68Q: 3 clusters Score -2533438 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10769 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -2533440.250000 Penalty: 11484.382812 Iteration 69Q: 3 clusters Score -2533440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -2533441.500000 Penalty: 11484.382812 Iteration 70Q: 3 clusters Score -2533442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -2533442.000000 Penalty: 11484.382812 Iteration 71Q: 3 clusters Score -2533442 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -2533442.000000 Penalty: 11484.382812 Iteration 72F: 3 clusters Score -2533442 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (32901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32901 members Entering Unmasked Estep Score: -6991699.500000 Penalty: 6370.770996 Iteration 0F: 2 clusters Score -6991700 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16514 members Mstep: Class 2 contains 16387 members Entering Unmasked Estep Score: -6967051.500000 Penalty: 12741.541992 Iteration 0F: 3 clusters Score -6967052 nChanged 13998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16744 members Mstep: Class 2 contains 16157 members Entering Unmasked Estep Score: -6974220.500000 Penalty: 12741.541992 Iteration 1F: 3 clusters Score -6974220 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16939 members Mstep: Class 2 contains 15962 members Entering Unmasked Estep Score: -6974907.500000 Penalty: 12741.541992 Iteration 2F: 3 clusters Score -6974908 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17169 members Mstep: Class 2 contains 15732 members Entering Unmasked Estep Score: -6975378.500000 Penalty: 12741.541992 Iteration 3Q: 3 clusters Score -6975378 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17374 members Mstep: Class 2 contains 15527 members Entering Unmasked Estep Score: -6975823.500000 Penalty: 12741.541992 Iteration 4Q: 3 clusters Score -6975824 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 15262 members Entering Unmasked Estep Score: -6976193.000000 Penalty: 12741.541992 Iteration 5Q: 3 clusters Score -6976193 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17992 members Mstep: Class 2 contains 14909 members Entering Unmasked Estep Score: -6976488.500000 Penalty: 12741.541992 Iteration 6Q: 3 clusters Score -6976488 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 14487 members Entering Unmasked Estep Score: -6976820.000000 Penalty: 12741.541992 Iteration 7Q: 3 clusters Score -6976820 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18938 members Mstep: Class 2 contains 13963 members Entering Unmasked Estep Score: -6977173.500000 Penalty: 12741.541992 Iteration 8Q: 3 clusters Score -6977174 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19573 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -6977565.500000 Penalty: 12741.541992 Iteration 9Q: 3 clusters Score -6977566 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20337 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -6977981.500000 Penalty: 12741.541992 Iteration 10Q: 3 clusters Score -6977982 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21253 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -6978495.000000 Penalty: 12741.541992 Iteration 11Q: 3 clusters Score -6978495 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22383 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -6979157.500000 Penalty: 12741.541992 Iteration 12Q: 3 clusters Score -6979158 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23671 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -6979966.000000 Penalty: 12741.541992 Iteration 13Q: 3 clusters Score -6979966 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25091 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -6980882.000000 Penalty: 12741.541992 Iteration 14Q: 3 clusters Score -6980882 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26474 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -6981861.500000 Penalty: 12741.541992 Iteration 15Q: 3 clusters Score -6981862 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27784 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -6982937.000000 Penalty: 12741.541992 Iteration 16Q: 3 clusters Score -6982937 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28844 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -6983804.500000 Penalty: 12741.541992 Iteration 17Q: 3 clusters Score -6983804 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29627 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -6984468.000000 Penalty: 12741.541992 Iteration 18Q: 3 clusters Score -6984468 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30157 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -6984940.000000 Penalty: 12741.541992 Iteration 19Q: 3 clusters Score -6984940 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30529 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -6985331.500000 Penalty: 12741.541992 Iteration 20F: 3 clusters Score -6985332 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30801 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -6985647.500000 Penalty: 12741.541992 Iteration 21Q: 3 clusters Score -6985648 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30993 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -6985905.000000 Penalty: 12741.541992 Iteration 22Q: 3 clusters Score -6985905 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31123 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -6986100.000000 Penalty: 12741.541992 Iteration 23Q: 3 clusters Score -6986100 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31200 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -6986204.000000 Penalty: 12741.541992 Iteration 24Q: 3 clusters Score -6986204 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31261 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -6986293.000000 Penalty: 12741.541992 Iteration 25Q: 3 clusters Score -6986293 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31312 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -6986359.500000 Penalty: 12741.541992 Iteration 26Q: 3 clusters Score -6986360 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31356 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -6986418.500000 Penalty: 12741.541992 Iteration 27Q: 3 clusters Score -6986418 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31392 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -6986459.500000 Penalty: 12741.541992 Iteration 28Q: 3 clusters Score -6986460 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31418 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -6986476.500000 Penalty: 12741.541992 Iteration 29Q: 3 clusters Score -6986476 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31436 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -6986504.500000 Penalty: 12741.541992 Iteration 30Q: 3 clusters Score -6986504 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31450 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -6986499.000000 Penalty: 12741.541992 Iteration 31Q: 3 clusters Score -6986499 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31454 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -6986506.000000 Penalty: 12741.541992 Iteration 32Q: 3 clusters Score -6986506 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31460 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -6986511.000000 Penalty: 12741.541992 Iteration 33Q: 3 clusters Score -6986511 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31464 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -6986513.500000 Penalty: 12741.541992 Iteration 34Q: 3 clusters Score -6986514 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31468 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -6986520.000000 Penalty: 12741.541992 Iteration 35Q: 3 clusters Score -6986520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31478 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -6986533.500000 Penalty: 12741.541992 Iteration 36Q: 3 clusters Score -6986534 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31486 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -6986541.000000 Penalty: 12741.541992 Iteration 37Q: 3 clusters Score -6986541 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31491 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -6986538.500000 Penalty: 12741.541992 Iteration 38Q: 3 clusters Score -6986538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31498 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -6986550.000000 Penalty: 12741.541992 Iteration 39Q: 3 clusters Score -6986550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31500 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -6986552.500000 Penalty: 12741.541992 Iteration 40F: 3 clusters Score -6986552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31503 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -6986553.000000 Penalty: 12741.541992 Iteration 41Q: 3 clusters Score -6986553 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31504 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -6986561.500000 Penalty: 12741.541992 Iteration 42Q: 3 clusters Score -6986562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31504 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -6986561.500000 Penalty: 12741.541992 Iteration 43F: 3 clusters Score -6986562 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (29780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29780 members Entering Unmasked Estep Score: -6221181.000000 Penalty: 6309.725098 Iteration 0F: 2 clusters Score -6221181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15012 members Mstep: Class 2 contains 14768 members Entering Unmasked Estep Score: -6198503.000000 Penalty: 12619.450195 Iteration 0F: 3 clusters Score -6198503 nChanged 12467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 14463 members Entering Unmasked Estep Score: -6205049.500000 Penalty: 12619.450195 Iteration 1F: 3 clusters Score -6205050 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -6205888.000000 Penalty: 12619.450195 Iteration 2F: 3 clusters Score -6205888 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 14290 members Entering Unmasked Estep Score: -6206619.000000 Penalty: 12619.450195 Iteration 3F: 3 clusters Score -6206619 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -6207286.000000 Penalty: 12619.450195 Iteration 4Q: 3 clusters Score -6207286 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15619 members Mstep: Class 2 contains 14161 members Entering Unmasked Estep Score: -6207964.500000 Penalty: 12619.450195 Iteration 5Q: 3 clusters Score -6207964 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15533 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -6208611.000000 Penalty: 12619.450195 Iteration 6Q: 3 clusters Score -6208611 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -6209200.500000 Penalty: 12619.450195 Iteration 7Q: 3 clusters Score -6209200 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 14585 members Entering Unmasked Estep Score: -6209676.500000 Penalty: 12619.450195 Iteration 8Q: 3 clusters Score -6209676 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -6210164.000000 Penalty: 12619.450195 Iteration 9Q: 3 clusters Score -6210164 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14694 members Mstep: Class 2 contains 15086 members Entering Unmasked Estep Score: -6210475.500000 Penalty: 12619.450195 Iteration 10Q: 3 clusters Score -6210476 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 15387 members Entering Unmasked Estep Score: -6210807.500000 Penalty: 12619.450195 Iteration 11Q: 3 clusters Score -6210808 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14134 members Mstep: Class 2 contains 15646 members Entering Unmasked Estep Score: -6211095.500000 Penalty: 12619.450195 Iteration 12Q: 3 clusters Score -6211096 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13850 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -6211340.500000 Penalty: 12619.450195 Iteration 13Q: 3 clusters Score -6211340 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13544 members Mstep: Class 2 contains 16236 members Entering Unmasked Estep Score: -6211548.000000 Penalty: 12619.450195 Iteration 14Q: 3 clusters Score -6211548 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13251 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -6211699.500000 Penalty: 12619.450195 Iteration 15Q: 3 clusters Score -6211700 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12972 members Mstep: Class 2 contains 16808 members Entering Unmasked Estep Score: -6211866.000000 Penalty: 12619.450195 Iteration 16Q: 3 clusters Score -6211866 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -6212060.000000 Penalty: 12619.450195 Iteration 17Q: 3 clusters Score -6212060 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 17385 members Entering Unmasked Estep Score: -6212173.500000 Penalty: 12619.450195 Iteration 18Q: 3 clusters Score -6212174 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -6212280.500000 Penalty: 12619.450195 Iteration 19Q: 3 clusters Score -6212280 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 17957 members Entering Unmasked Estep Score: -6212399.000000 Penalty: 12619.450195 Iteration 20F: 3 clusters Score -6212399 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 18282 members Entering Unmasked Estep Score: -6212529.000000 Penalty: 12619.450195 Iteration 21Q: 3 clusters Score -6212529 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 18598 members Entering Unmasked Estep Score: -6212619.500000 Penalty: 12619.450195 Iteration 22Q: 3 clusters Score -6212620 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 18930 members Entering Unmasked Estep Score: -6212741.000000 Penalty: 12619.450195 Iteration 23Q: 3 clusters Score -6212741 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 19244 members Entering Unmasked Estep Score: -6212837.500000 Penalty: 12619.450195 Iteration 24Q: 3 clusters Score -6212838 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 19571 members Entering Unmasked Estep Score: -6212954.000000 Penalty: 12619.450195 Iteration 25Q: 3 clusters Score -6212954 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 19898 members Entering Unmasked Estep Score: -6213052.500000 Penalty: 12619.450195 Iteration 26Q: 3 clusters Score -6213052 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 20242 members Entering Unmasked Estep Score: -6213182.000000 Penalty: 12619.450195 Iteration 27Q: 3 clusters Score -6213182 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 20592 members Entering Unmasked Estep Score: -6213296.500000 Penalty: 12619.450195 Iteration 28Q: 3 clusters Score -6213296 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 20920 members Entering Unmasked Estep Score: -6213393.500000 Penalty: 12619.450195 Iteration 29Q: 3 clusters Score -6213394 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 21241 members Entering Unmasked Estep Score: -6213507.000000 Penalty: 12619.450195 Iteration 30Q: 3 clusters Score -6213507 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 21555 members Entering Unmasked Estep Score: -6213601.500000 Penalty: 12619.450195 Iteration 31Q: 3 clusters Score -6213602 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 21867 members Entering Unmasked Estep Score: -6213714.000000 Penalty: 12619.450195 Iteration 32Q: 3 clusters Score -6213714 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 22170 members Entering Unmasked Estep Score: -6213805.000000 Penalty: 12619.450195 Iteration 33Q: 3 clusters Score -6213805 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 22493 members Entering Unmasked Estep Score: -6213904.500000 Penalty: 12619.450195 Iteration 34Q: 3 clusters Score -6213904 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 22836 members Entering Unmasked Estep Score: -6214031.500000 Penalty: 12619.450195 Iteration 35Q: 3 clusters Score -6214032 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 23178 members Entering Unmasked Estep Score: -6214166.000000 Penalty: 12619.450195 Iteration 36Q: 3 clusters Score -6214166 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 23517 members Entering Unmasked Estep Score: -6214278.000000 Penalty: 12619.450195 Iteration 37Q: 3 clusters Score -6214278 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 23831 members Entering Unmasked Estep Score: -6214394.000000 Penalty: 12619.450195 Iteration 38Q: 3 clusters Score -6214394 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 24159 members Entering Unmasked Estep Score: -6214548.000000 Penalty: 12619.450195 Iteration 39Q: 3 clusters Score -6214548 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 24510 members Entering Unmasked Estep Score: -6214679.500000 Penalty: 12619.450195 Iteration 40F: 3 clusters Score -6214680 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 24843 members Entering Unmasked Estep Score: -6214802.500000 Penalty: 12619.450195 Iteration 41Q: 3 clusters Score -6214802 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 25145 members Entering Unmasked Estep Score: -6214954.000000 Penalty: 12619.450195 Iteration 42Q: 3 clusters Score -6214954 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 25439 members Entering Unmasked Estep Score: -6215124.500000 Penalty: 12619.450195 Iteration 43Q: 3 clusters Score -6215124 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 25741 members Entering Unmasked Estep Score: -6215305.500000 Penalty: 12619.450195 Iteration 44Q: 3 clusters Score -6215306 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 26009 members Entering Unmasked Estep Score: -6215494.500000 Penalty: 12619.450195 Iteration 45Q: 3 clusters Score -6215494 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 26270 members Entering Unmasked Estep Score: -6215734.000000 Penalty: 12619.450195 Iteration 46Q: 3 clusters Score -6215734 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 26500 members Entering Unmasked Estep Score: -6215925.500000 Penalty: 12619.450195 Iteration 47Q: 3 clusters Score -6215926 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 26715 members Entering Unmasked Estep Score: -6216129.000000 Penalty: 12619.450195 Iteration 48Q: 3 clusters Score -6216129 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 26896 members Entering Unmasked Estep Score: -6216310.000000 Penalty: 12619.450195 Iteration 49Q: 3 clusters Score -6216310 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 27047 members Entering Unmasked Estep Score: -6216502.000000 Penalty: 12619.450195 Iteration 50Q: 3 clusters Score -6216502 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 27168 members Entering Unmasked Estep Score: -6216622.000000 Penalty: 12619.450195 Iteration 51Q: 3 clusters Score -6216622 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 27267 members Entering Unmasked Estep Score: -6216695.000000 Penalty: 12619.450195 Iteration 52Q: 3 clusters Score -6216695 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 27338 members Entering Unmasked Estep Score: -6216727.500000 Penalty: 12619.450195 Iteration 53Q: 3 clusters Score -6216728 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 27392 members Entering Unmasked Estep Score: -6216767.500000 Penalty: 12619.450195 Iteration 54Q: 3 clusters Score -6216768 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 27438 members Entering Unmasked Estep Score: -6216786.000000 Penalty: 12619.450195 Iteration 55Q: 3 clusters Score -6216786 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 27466 members Entering Unmasked Estep Score: -6216803.500000 Penalty: 12619.450195 Iteration 56Q: 3 clusters Score -6216804 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 27488 members Entering Unmasked Estep Score: -6216816.000000 Penalty: 12619.450195 Iteration 57Q: 3 clusters Score -6216816 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 27506 members Entering Unmasked Estep Score: -6216817.000000 Penalty: 12619.450195 Iteration 58Q: 3 clusters Score -6216817 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 27520 members Entering Unmasked Estep Score: -6216828.500000 Penalty: 12619.450195 Iteration 59Q: 3 clusters Score -6216828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 27530 members Entering Unmasked Estep Score: -6216830.000000 Penalty: 12619.450195 Iteration 60F: 3 clusters Score -6216830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 27537 members Entering Unmasked Estep Score: -6216833.000000 Penalty: 12619.450195 Iteration 61Q: 3 clusters Score -6216833 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 27547 members Entering Unmasked Estep Score: -6216843.500000 Penalty: 12619.450195 Iteration 62Q: 3 clusters Score -6216844 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 27560 members Entering Unmasked Estep Score: -6216846.500000 Penalty: 12619.450195 Iteration 63Q: 3 clusters Score -6216846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 27565 members Entering Unmasked Estep Score: -6216844.000000 Penalty: 12619.450195 Iteration 64Q: 3 clusters Score -6216844 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 27566 members Entering Unmasked Estep Score: -6216836.000000 Penalty: 12619.450195 Iteration 65Q: 3 clusters Score -6216836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 27566 members Entering Unmasked Estep Score: -6216836.000000 Penalty: 12619.450195 Iteration 66F: 3 clusters Score -6216836 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Entering Unmasked Estep Score: -510446.812500 Penalty: 4777.600098 Iteration 0F: 2 clusters Score -510446.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -505285.250000 Penalty: 9555.200195 Iteration 0F: 3 clusters Score -505285.2 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -506801.093750 Penalty: 9555.200195 Iteration 1F: 3 clusters Score -506801.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -507912.281250 Penalty: 9555.200195 Iteration 2F: 3 clusters Score -507912.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -508447.062500 Penalty: 9555.200195 Iteration 3F: 3 clusters Score -508447.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -508795.906250 Penalty: 9555.200195 Iteration 4F: 3 clusters Score -508795.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -509019.125000 Penalty: 9555.200195 Iteration 5Q: 3 clusters Score -509019.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -509184.750000 Penalty: 9555.200195 Iteration 6Q: 3 clusters Score -509184.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -509307.125000 Penalty: 9555.200195 Iteration 7Q: 3 clusters Score -509307.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -509371.906250 Penalty: 9555.200195 Iteration 8Q: 3 clusters Score -509371.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -509426.375000 Penalty: 9555.200195 Iteration 9Q: 3 clusters Score -509426.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -509449.468750 Penalty: 9555.200195 Iteration 10Q: 3 clusters Score -509449.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -509460.656250 Penalty: 9555.200195 Iteration 11Q: 3 clusters Score -509460.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -509468.843750 Penalty: 9555.200195 Iteration 12Q: 3 clusters Score -509468.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -509472.375000 Penalty: 9555.200195 Iteration 13Q: 3 clusters Score -509472.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -509485.875000 Penalty: 9555.200195 Iteration 14Q: 3 clusters Score -509485.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -509485.875000 Penalty: 9555.200195 Iteration 15F: 3 clusters Score -509485.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (13319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13319 members Entering Unmasked Estep Score: -2729273.000000 Penalty: 5816.880371 Iteration 0F: 2 clusters Score -2729273 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -2716997.250000 Penalty: 11633.760742 Iteration 0F: 3 clusters Score -2716997 nChanged 5077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2719789.750000 Penalty: 11633.760742 Iteration 1F: 3 clusters Score -2719790 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -2720271.500000 Penalty: 11633.760742 Iteration 2F: 3 clusters Score -2720272 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2720565.500000 Penalty: 11633.760742 Iteration 3Q: 3 clusters Score -2720566 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -2720770.500000 Penalty: 11633.760742 Iteration 4Q: 3 clusters Score -2720770 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -2720916.250000 Penalty: 11633.760742 Iteration 5Q: 3 clusters Score -2720916 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -2721046.000000 Penalty: 11633.760742 Iteration 6Q: 3 clusters Score -2721046 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -2721140.000000 Penalty: 11633.760742 Iteration 7Q: 3 clusters Score -2721140 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -2721217.500000 Penalty: 11633.760742 Iteration 8Q: 3 clusters Score -2721218 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -2721305.000000 Penalty: 11633.760742 Iteration 9Q: 3 clusters Score -2721305 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -2721362.000000 Penalty: 11633.760742 Iteration 10Q: 3 clusters Score -2721362 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -2721430.500000 Penalty: 11633.760742 Iteration 11Q: 3 clusters Score -2721430 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -2721484.750000 Penalty: 11633.760742 Iteration 12Q: 3 clusters Score -2721485 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -2721547.750000 Penalty: 11633.760742 Iteration 13Q: 3 clusters Score -2721548 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -2721613.500000 Penalty: 11633.760742 Iteration 14Q: 3 clusters Score -2721614 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -2721658.000000 Penalty: 11633.760742 Iteration 15Q: 3 clusters Score -2721658 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -2721697.000000 Penalty: 11633.760742 Iteration 16Q: 3 clusters Score -2721697 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -2721740.500000 Penalty: 11633.760742 Iteration 17Q: 3 clusters Score -2721740 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -2721792.500000 Penalty: 11633.760742 Iteration 18Q: 3 clusters Score -2721792 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -2721825.750000 Penalty: 11633.760742 Iteration 19Q: 3 clusters Score -2721826 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -2721869.250000 Penalty: 11633.760742 Iteration 20F: 3 clusters Score -2721869 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -2721902.000000 Penalty: 11633.760742 Iteration 21Q: 3 clusters Score -2721902 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -2721933.750000 Penalty: 11633.760742 Iteration 22Q: 3 clusters Score -2721934 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -2721967.750000 Penalty: 11633.760742 Iteration 23Q: 3 clusters Score -2721968 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -2722003.250000 Penalty: 11633.760742 Iteration 24Q: 3 clusters Score -2722003 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -2722052.000000 Penalty: 11633.760742 Iteration 25Q: 3 clusters Score -2722052 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -2722102.500000 Penalty: 11633.760742 Iteration 26Q: 3 clusters Score -2722102 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -2722132.750000 Penalty: 11633.760742 Iteration 27Q: 3 clusters Score -2722133 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -2722164.750000 Penalty: 11633.760742 Iteration 28Q: 3 clusters Score -2722165 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -2722197.500000 Penalty: 11633.760742 Iteration 29Q: 3 clusters Score -2722198 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -2722237.000000 Penalty: 11633.760742 Iteration 30Q: 3 clusters Score -2722237 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -2722282.250000 Penalty: 11633.760742 Iteration 31Q: 3 clusters Score -2722282 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -2722327.750000 Penalty: 11633.760742 Iteration 32Q: 3 clusters Score -2722328 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -2722367.250000 Penalty: 11633.760742 Iteration 33Q: 3 clusters Score -2722367 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -2722409.500000 Penalty: 11633.760742 Iteration 34Q: 3 clusters Score -2722410 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -2722442.500000 Penalty: 11633.760742 Iteration 35Q: 3 clusters Score -2722442 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -2722491.750000 Penalty: 11633.760742 Iteration 36Q: 3 clusters Score -2722492 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -2722543.500000 Penalty: 11633.760742 Iteration 37Q: 3 clusters Score -2722544 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -2722590.500000 Penalty: 11633.760742 Iteration 38Q: 3 clusters Score -2722590 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -2722635.000000 Penalty: 11633.760742 Iteration 39Q: 3 clusters Score -2722635 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -2722688.750000 Penalty: 11633.760742 Iteration 40F: 3 clusters Score -2722689 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -2722716.000000 Penalty: 11633.760742 Iteration 41Q: 3 clusters Score -2722716 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -2722738.000000 Penalty: 11633.760742 Iteration 42Q: 3 clusters Score -2722738 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -2722768.500000 Penalty: 11633.760742 Iteration 43Q: 3 clusters Score -2722768 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -2722791.750000 Penalty: 11633.760742 Iteration 44Q: 3 clusters Score -2722792 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -2722827.500000 Penalty: 11633.760742 Iteration 45Q: 3 clusters Score -2722828 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -2722856.500000 Penalty: 11633.760742 Iteration 46Q: 3 clusters Score -2722856 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -2722887.000000 Penalty: 11633.760742 Iteration 47Q: 3 clusters Score -2722887 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -2722914.750000 Penalty: 11633.760742 Iteration 48Q: 3 clusters Score -2722915 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -2722945.500000 Penalty: 11633.760742 Iteration 49Q: 3 clusters Score -2722946 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -2722987.000000 Penalty: 11633.760742 Iteration 50Q: 3 clusters Score -2722987 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -2723034.250000 Penalty: 11633.760742 Iteration 51Q: 3 clusters Score -2723034 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -2723073.000000 Penalty: 11633.760742 Iteration 52Q: 3 clusters Score -2723073 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -2723100.750000 Penalty: 11633.760742 Iteration 53Q: 3 clusters Score -2723101 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -2723139.250000 Penalty: 11633.760742 Iteration 54Q: 3 clusters Score -2723139 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -2723188.250000 Penalty: 11633.760742 Iteration 55Q: 3 clusters Score -2723188 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -2723223.000000 Penalty: 11633.760742 Iteration 56Q: 3 clusters Score -2723223 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -2723265.250000 Penalty: 11633.760742 Iteration 57Q: 3 clusters Score -2723265 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -2723303.750000 Penalty: 11633.760742 Iteration 58Q: 3 clusters Score -2723304 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -2723342.500000 Penalty: 11633.760742 Iteration 59Q: 3 clusters Score -2723342 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -2723366.500000 Penalty: 11633.760742 Iteration 60F: 3 clusters Score -2723366 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -2723390.250000 Penalty: 11633.760742 Iteration 61Q: 3 clusters Score -2723390 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -2723399.500000 Penalty: 11633.760742 Iteration 62Q: 3 clusters Score -2723400 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -2723422.750000 Penalty: 11633.760742 Iteration 63Q: 3 clusters Score -2723423 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -2723432.500000 Penalty: 11633.760742 Iteration 64Q: 3 clusters Score -2723432 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -2723451.500000 Penalty: 11633.760742 Iteration 65Q: 3 clusters Score -2723452 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -2723471.000000 Penalty: 11633.760742 Iteration 66Q: 3 clusters Score -2723471 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9923 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -2723475.000000 Penalty: 11633.760742 Iteration 67Q: 3 clusters Score -2723475 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -2723497.000000 Penalty: 11633.760742 Iteration 68Q: 3 clusters Score -2723497 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -2723503.500000 Penalty: 11633.760742 Iteration 69Q: 3 clusters Score -2723504 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -2723526.000000 Penalty: 11633.760742 Iteration 70Q: 3 clusters Score -2723526 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -2723538.250000 Penalty: 11633.760742 Iteration 71Q: 3 clusters Score -2723538 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -2723546.000000 Penalty: 11633.760742 Iteration 72Q: 3 clusters Score -2723546 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -2723565.500000 Penalty: 11633.760742 Iteration 73Q: 3 clusters Score -2723566 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -2723574.750000 Penalty: 11633.760742 Iteration 74Q: 3 clusters Score -2723575 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -2723581.000000 Penalty: 11633.760742 Iteration 75Q: 3 clusters Score -2723581 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -2723591.000000 Penalty: 11633.760742 Iteration 76Q: 3 clusters Score -2723591 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -2723597.500000 Penalty: 11633.760742 Iteration 77Q: 3 clusters Score -2723598 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -2723597.750000 Penalty: 11633.760742 Iteration 78Q: 3 clusters Score -2723598 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2723611.750000 Penalty: 11633.760742 Iteration 79Q: 3 clusters Score -2723612 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -2723613.250000 Penalty: 11633.760742 Iteration 80F: 3 clusters Score -2723613 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -2723621.250000 Penalty: 11633.760742 Iteration 81Q: 3 clusters Score -2723621 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10256 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -2723626.750000 Penalty: 11633.760742 Iteration 82Q: 3 clusters Score -2723627 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -2723636.250000 Penalty: 11633.760742 Iteration 83Q: 3 clusters Score -2723636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -2723647.500000 Penalty: 11633.760742 Iteration 84Q: 3 clusters Score -2723648 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -2723642.000000 Penalty: 11633.760742 Iteration 85Q: 3 clusters Score -2723642 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -2723648.750000 Penalty: 11633.760742 Iteration 86Q: 3 clusters Score -2723649 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -2723655.500000 Penalty: 11633.760742 Iteration 87Q: 3 clusters Score -2723656 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -2723670.500000 Penalty: 11633.760742 Iteration 88Q: 3 clusters Score -2723670 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -2723682.500000 Penalty: 11633.760742 Iteration 89Q: 3 clusters Score -2723682 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -2723687.000000 Penalty: 11633.760742 Iteration 90Q: 3 clusters Score -2723687 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -2723692.500000 Penalty: 11633.760742 Iteration 91Q: 3 clusters Score -2723692 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2723698.500000 Penalty: 11633.760742 Iteration 92Q: 3 clusters Score -2723698 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -2723701.500000 Penalty: 11633.760742 Iteration 93Q: 3 clusters Score -2723702 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -2723710.750000 Penalty: 11633.760742 Iteration 94Q: 3 clusters Score -2723711 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -2723712.500000 Penalty: 11633.760742 Iteration 95Q: 3 clusters Score -2723712 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10473 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -2723716.000000 Penalty: 11633.760742 Iteration 96Q: 3 clusters Score -2723716 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10489 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -2723720.250000 Penalty: 11633.760742 Iteration 97Q: 3 clusters Score -2723720 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -2723725.500000 Penalty: 11633.760742 Iteration 98Q: 3 clusters Score -2723726 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10522 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -2723740.500000 Penalty: 11633.760742 Iteration 99Q: 3 clusters Score -2723740 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -2723740.250000 Penalty: 11633.760742 Iteration 100F: 3 clusters Score -2723740 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -2723751.250000 Penalty: 11633.760742 Iteration 101Q: 3 clusters Score -2723751 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10577 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -2723760.500000 Penalty: 11633.760742 Iteration 102Q: 3 clusters Score -2723760 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -2723766.500000 Penalty: 11633.760742 Iteration 103Q: 3 clusters Score -2723766 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -2723771.000000 Penalty: 11633.760742 Iteration 104Q: 3 clusters Score -2723771 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10637 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -2723776.750000 Penalty: 11633.760742 Iteration 105Q: 3 clusters Score -2723777 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -2723793.750000 Penalty: 11633.760742 Iteration 106Q: 3 clusters Score -2723794 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -2723793.250000 Penalty: 11633.760742 Iteration 107Q: 3 clusters Score -2723793 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -2723805.250000 Penalty: 11633.760742 Iteration 108Q: 3 clusters Score -2723805 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -2723804.250000 Penalty: 11633.760742 Iteration 109Q: 3 clusters Score -2723804 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -2723809.750000 Penalty: 11633.760742 Iteration 110Q: 3 clusters Score -2723810 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -2723815.000000 Penalty: 11633.760742 Iteration 111Q: 3 clusters Score -2723815 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -2723830.500000 Penalty: 11633.760742 Iteration 112Q: 3 clusters Score -2723830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10792 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -2723835.750000 Penalty: 11633.760742 Iteration 113Q: 3 clusters Score -2723836 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -2723843.750000 Penalty: 11633.760742 Iteration 114Q: 3 clusters Score -2723844 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -2723852.000000 Penalty: 11633.760742 Iteration 115Q: 3 clusters Score -2723852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -2723850.500000 Penalty: 11633.760742 Iteration 116Q: 3 clusters Score -2723850 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10837 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -2723858.500000 Penalty: 11633.760742 Iteration 117Q: 3 clusters Score -2723858 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -2723865.250000 Penalty: 11633.760742 Iteration 118Q: 3 clusters Score -2723865 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10858 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -2723869.750000 Penalty: 11633.760742 Iteration 119Q: 3 clusters Score -2723870 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -2723874.000000 Penalty: 11633.760742 Iteration 120F: 3 clusters Score -2723874 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10887 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -2723872.000000 Penalty: 11633.760742 Iteration 121Q: 3 clusters Score -2723872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -2723884.500000 Penalty: 11633.760742 Iteration 122Q: 3 clusters Score -2723884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -2723881.000000 Penalty: 11633.760742 Iteration 123Q: 3 clusters Score -2723881 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -2723889.750000 Penalty: 11633.760742 Iteration 124Q: 3 clusters Score -2723890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -2723898.750000 Penalty: 11633.760742 Iteration 125Q: 3 clusters Score -2723899 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -2723898.250000 Penalty: 11633.760742 Iteration 126Q: 3 clusters Score -2723898 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10944 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -2723900.000000 Penalty: 11633.760742 Iteration 127Q: 3 clusters Score -2723900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10948 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -2723905.000000 Penalty: 11633.760742 Iteration 128Q: 3 clusters Score -2723905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10952 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -2723907.250000 Penalty: 11633.760742 Iteration 129Q: 3 clusters Score -2723907 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -2723904.000000 Penalty: 11633.760742 Iteration 130Q: 3 clusters Score -2723904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10968 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -2723910.750000 Penalty: 11633.760742 Iteration 131Q: 3 clusters Score -2723911 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -2723909.750000 Penalty: 11633.760742 Iteration 132Q: 3 clusters Score -2723910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -2723910.250000 Penalty: 11633.760742 Iteration 133Q: 3 clusters Score -2723910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -2723916.000000 Penalty: 11633.760742 Iteration 134Q: 3 clusters Score -2723916 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10987 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -2723918.250000 Penalty: 11633.760742 Iteration 135Q: 3 clusters Score -2723918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -2723914.000000 Penalty: 11633.760742 Iteration 136Q: 3 clusters Score -2723914 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -2723924.500000 Penalty: 11633.760742 Iteration 137Q: 3 clusters Score -2723924 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -2723929.750000 Penalty: 11633.760742 Iteration 138Q: 3 clusters Score -2723930 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -2723932.250000 Penalty: 11633.760742 Iteration 139Q: 3 clusters Score -2723932 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -2723932.000000 Penalty: 11633.760742 Iteration 140F: 3 clusters Score -2723932 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -2723937.250000 Penalty: 11633.760742 Iteration 141Q: 3 clusters Score -2723937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -2723932.000000 Penalty: 11633.760742 Iteration 142Q: 3 clusters Score -2723932 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -2723943.250000 Penalty: 11633.760742 Iteration 143Q: 3 clusters Score -2723943 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -2723952.750000 Penalty: 11633.760742 Iteration 144Q: 3 clusters Score -2723953 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11079 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -2723955.000000 Penalty: 11633.760742 Iteration 145Q: 3 clusters Score -2723955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11084 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -2723957.250000 Penalty: 11633.760742 Iteration 146Q: 3 clusters Score -2723957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -2723963.750000 Penalty: 11633.760742 Iteration 147Q: 3 clusters Score -2723964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -2723967.000000 Penalty: 11633.760742 Iteration 148Q: 3 clusters Score -2723967 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -2723967.000000 Penalty: 11633.760742 Iteration 149Q: 3 clusters Score -2723967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -2723964.000000 Penalty: 11633.760742 Iteration 150Q: 3 clusters Score -2723964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -2723969.750000 Penalty: 11633.760742 Iteration 151Q: 3 clusters Score -2723970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -2723971.250000 Penalty: 11633.760742 Iteration 152Q: 3 clusters Score -2723971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -2723967.500000 Penalty: 11633.760742 Iteration 153Q: 3 clusters Score -2723968 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -2723966.500000 Penalty: 11633.760742 Iteration 154Q: 3 clusters Score -2723966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -2723964.000000 Penalty: 11633.760742 Iteration 155Q: 3 clusters Score -2723964 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -2723964.000000 Penalty: 11633.760742 Iteration 156F: 3 clusters Score -2723964 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Entering Unmasked Estep Score: -158331.562500 Penalty: 4144.292480 Iteration 0F: 2 clusters Score -158331.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -154556.828125 Penalty: 8288.584961 Iteration 0F: 3 clusters Score -154556.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -155118.296875 Penalty: 8288.584961 Iteration 1F: 3 clusters Score -155118.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -155365.328125 Penalty: 8288.584961 Iteration 2F: 3 clusters Score -155365.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -155485.515625 Penalty: 8288.584961 Iteration 3Q: 3 clusters Score -155485.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -155545.078125 Penalty: 8288.584961 Iteration 4Q: 3 clusters Score -155545.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -155587.296875 Penalty: 8288.584961 Iteration 5Q: 3 clusters Score -155587.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -155633.218750 Penalty: 8288.584961 Iteration 6Q: 3 clusters Score -155633.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -155671.937500 Penalty: 8288.584961 Iteration 7Q: 3 clusters Score -155671.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -155727.984375 Penalty: 8288.584961 Iteration 8Q: 3 clusters Score -155728 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -155842.609375 Penalty: 8288.584961 Iteration 9Q: 3 clusters Score -155842.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -155996.296875 Penalty: 8288.584961 Iteration 10Q: 3 clusters Score -155996.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -156072.562500 Penalty: 8288.584961 Iteration 11Q: 3 clusters Score -156072.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -156105.203125 Penalty: 8288.584961 Iteration 12Q: 3 clusters Score -156105.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -156195.828125 Penalty: 8288.584961 Iteration 13Q: 3 clusters Score -156195.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -156434.781250 Penalty: 8288.584961 Iteration 14Q: 3 clusters Score -156434.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -156957.421875 Penalty: 8288.584961 Iteration 15Q: 3 clusters Score -156957.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -157317.125000 Penalty: 8288.584961 Iteration 16F: 3 clusters Score -157317.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -157736.968750 Penalty: 8288.584961 Iteration 17Q: 3 clusters Score -157737 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -158157.828125 Penalty: 8288.584961 Iteration 18Q: 3 clusters Score -158157.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -158536.328125 Penalty: 8288.584961 Iteration 19Q: 3 clusters Score -158536.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -158588.250000 Penalty: 8288.584961 Iteration 20F: 3 clusters Score -158588.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -158611.156250 Penalty: 8288.584961 Iteration 21Q: 3 clusters Score -158611.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -158621.406250 Penalty: 8288.584961 Iteration 22Q: 3 clusters Score -158621.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -158629.968750 Penalty: 8288.584961 Iteration 23Q: 3 clusters Score -158630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -158635.031250 Penalty: 8288.584961 Iteration 24Q: 3 clusters Score -158635 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -158640.187500 Penalty: 8288.584961 Iteration 25Q: 3 clusters Score -158640.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -158644.828125 Penalty: 8288.584961 Iteration 26Q: 3 clusters Score -158644.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -158661.078125 Penalty: 8288.584961 Iteration 27Q: 3 clusters Score -158661.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -158690.875000 Penalty: 8288.584961 Iteration 28Q: 3 clusters Score -158690.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -158734.718750 Penalty: 8288.584961 Iteration 29Q: 3 clusters Score -158734.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -158779.453125 Penalty: 8288.584961 Iteration 30Q: 3 clusters Score -158779.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -158793.359375 Penalty: 8288.584961 Iteration 31Q: 3 clusters Score -158793.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -158803.781250 Penalty: 8288.584961 Iteration 32Q: 3 clusters Score -158803.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -158823.796875 Penalty: 8288.584961 Iteration 33Q: 3 clusters Score -158823.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -158832.859375 Penalty: 8288.584961 Iteration 34Q: 3 clusters Score -158832.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -158844.421875 Penalty: 8288.584961 Iteration 35Q: 3 clusters Score -158844.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -158848.734375 Penalty: 8288.584961 Iteration 36Q: 3 clusters Score -158848.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -158851.328125 Penalty: 8288.584961 Iteration 37Q: 3 clusters Score -158851.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -158851.328125 Penalty: 8288.584961 Iteration 38F: 3 clusters Score -158851.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 96663 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 955 members Mstep: Class 5 contains 22170 members Mstep: Class 6 contains 15752 members Mstep: Class 7 contains 7511 members Mstep: Class 8 contains 1333 members Mstep: Class 9 contains 12796 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 440 members Mstep: Class 12 contains 163060 members Mstep: Class 13 contains 46239 members Mstep: Class 14 contains 41558 members Mstep: Class 15 contains 1341 members Mstep: Class 16 contains 778 members Mstep: Class 17 contains 54434 members Mstep: Class 18 contains 5556 members Mstep: Class 19 contains 11790 members Mstep: Class 20 contains 32901 members Mstep: Class 21 contains 29780 members Mstep: Class 22 contains 2441 members Mstep: Class 23 contains 13319 members Mstep: Class 24 contains 472 members Mstep: Class 25 contains 396 members Entering Unmasked Estep Score: -119286472.000000 Penalty: 202988.343750 Splitting cluster 24 changes total score from -119289784.000000 to -119286472.000000 So it's not getting split. --- Evaluating fit on full set of 1715121 points --- Entering Unmasked Estep Score: -358573856.000000 Penalty: 211018.406250 25->25 Clusters: Score -358573856.000000, best is -358738976.000000 Main iterations: 0 (time per=infms) Total iterations: 22341 (time per=893.429191ms) Iterations metric 2: 3043714662400.000000 (time per=6.557810ns) Iterations metric 3: 146099335593984.000000 (time per=136.620071ps) That took 19960.101562 seconds.